diff options
author | android-build-team Robot <android-build-team-robot@google.com> | 2020-06-13 01:08:56 +0000 |
---|---|---|
committer | android-build-team Robot <android-build-team-robot@google.com> | 2020-06-13 01:08:56 +0000 |
commit | 7d1b3c218e111fc1055310a7d8beda213489fd84 (patch) | |
tree | 56364f91eddbfe199330ed8031c779e0d4e4b181 | |
parent | 9aa5c12863761a302466f6148e570eac8a8cad64 (diff) | |
parent | 73ef4105a24f21ec8d6b1bbe4253552e3ba5db26 (diff) | |
download | ml-7d1b3c218e111fc1055310a7d8beda213489fd84.tar.gz |
Snap for 6586393 from 73ef4105a24f21ec8d6b1bbe4253552e3ba5db26 to rvc-release
Change-Id: I0666b757b0955967dd54948f25450563e7259491
-rw-r--r-- | nn/common/CpuExecutor.cpp | 28 | ||||
-rw-r--r-- | nn/common/Utils.cpp | 14 | ||||
-rw-r--r-- | nn/runtime/ExecutionPlan.cpp | 93 | ||||
-rw-r--r-- | nn/runtime/ModelBuilder.h | 11 | ||||
-rw-r--r-- | nn/runtime/include/NeuralNetworks.h | 31 | ||||
-rw-r--r-- | nn/runtime/test/TestValidateOperations.cpp | 206 | ||||
-rw-r--r-- | nn/runtime/test/generated/spec_V1_3/if_simple_dynamic.example.cpp | 6286 | ||||
-rw-r--r-- | nn/runtime/test/generated/spec_V1_3/while_fib_dynamic.example.cpp | 77606 | ||||
-rw-r--r-- | nn/runtime/test/specs/V1_3/if_simple_dynamic.mod.py | 48 | ||||
-rw-r--r-- | nn/runtime/test/specs/V1_3/while_fib_dynamic.mod.py | 134 | ||||
-rw-r--r-- | nn/tools/api/NeuralNetworks.t | 18 | ||||
-rw-r--r-- | nn/tools/api/types.spec | 13 |
12 files changed, 84431 insertions, 57 deletions
diff --git a/nn/common/CpuExecutor.cpp b/nn/common/CpuExecutor.cpp index d8582ed58..9373d59e2 100644 --- a/nn/common/CpuExecutor.cpp +++ b/nn/common/CpuExecutor.cpp @@ -1800,6 +1800,15 @@ int CpuExecutor::executeWhileOperation(const Operation& operation, RunTimeOperan std::vector<uint8_t*> tmp1(bodySubgraph.outputIndexes.size()); std::vector<uint8_t*> tmp2(bodySubgraph.outputIndexes.size()); + // For body outputs with unknown shape, we skip double buffering and + // allocate on each iteration instead. This allows growing output tensors + // inside a WHILE loop. + std::vector<bool> bodyOutputHasUnknownShape(bodySubgraph.outputIndexes.size()); + for (uint32_t i = 0, n = bodySubgraph.outputIndexes.size(); i < n; ++i) { + const Operand& operand = bodySubgraph.operands[bodySubgraph.outputIndexes[i]]; + bodyOutputHasUnknownShape[i] = nonExtensionOperandSizeOfData(operand) == 0; + } + // Initialize condition inputs from outer operands. for (uint32_t i = 0, n = condSubgraph.inputIndexes.size(); i < n; ++i) { setInfoExceptLifetime(&condOperands[condSubgraph.inputIndexes[i]], @@ -1842,16 +1851,27 @@ int CpuExecutor::executeWhileOperation(const Operation& operation, RunTimeOperan for (uint32_t i = 0, n = bodySubgraph.inputIndexes.size(); i < n; ++i) { bodyOperands[bodySubgraph.inputIndexes[i]] = condOperands[condSubgraph.inputIndexes[i]]; } - // Switch body outputs. + // Set body outputs. auto& outputBuffer = iteration % 2 == 0 ? tmp1 : tmp2; - auto& otherBuffer = iteration % 2 == 0 ? tmp2 : tmp1; for (uint32_t i = 0, n = bodySubgraph.outputIndexes.size(); i < n; ++i) { RunTimeOperandInfo& info = bodyOperands[bodySubgraph.outputIndexes[i]]; - otherBuffer[i] = info.buffer; + if (bodyOutputHasUnknownShape[i]) { + // Reset dimensions and buffer. + info.dimensions = bodySubgraph.operands[bodySubgraph.outputIndexes[i]].dimensions; + if (outputBuffer[i] != nullptr) { + delete[] outputBuffer[i]; + outputBuffer[i] = nullptr; + } + } info.buffer = outputBuffer[i]; } NN_RETURN_IF_ERROR(executeSubgraph(bodySubgraph, bodyOperands.data())); + + // Update output buffer information in case we have allocated new buffers. + for (uint32_t i = 0, n = bodySubgraph.outputIndexes.size(); i < n; ++i) { + outputBuffer[i] = bodyOperands[bodySubgraph.outputIndexes[i]].buffer; + } } // Copy body outputs to outer outputs. @@ -1863,7 +1883,7 @@ int CpuExecutor::executeWhileOperation(const Operation& operation, RunTimeOperan } CHECK_EQ(outerOperand.length, innerOperand.length); // TODO: Use the outer buffer as tmp1 to avoid copies. - memcpy(outerOperand.buffer, innerOperand.buffer, innerOperand.length); + std::memcpy(outerOperand.buffer, innerOperand.buffer, innerOperand.length); } auto freeLoopOutputs = [](const std::vector<uint8_t*>& tmp) { diff --git a/nn/common/Utils.cpp b/nn/common/Utils.cpp index 4e4d0e06a..188436f11 100644 --- a/nn/common/Utils.cpp +++ b/nn/common/Utils.cpp @@ -692,12 +692,18 @@ static int validateHalVersion(ANeuralNetworksOperationType opType, HalVersion ha return ANEURALNETWORKS_NO_ERROR; } -// Checks if two operands have the same types, shapes, and parameters. -// Omits lifetime, numberOfConsumers, and location. +// Checks if two operands have the same types, ranks (if specified), dimensions +// (if specified), scales, zeroPoints, and extraParams. static bool compatible(const Operand& a, const Operand& b) { NN_RET_CHECK(a.type == b.type) << toString(a.type) << " != " << toString(b.type); - NN_RET_CHECK(a.dimensions == b.dimensions) - << toString(a.dimensions) << " != " << toString(b.dimensions); + if (a.dimensions.size() != 0 && b.dimensions.size() != 0) { + NN_RET_CHECK_EQ(a.dimensions.size(), b.dimensions.size()) << "Incompatible dimensions"; + for (uint32_t i = 0, n = a.dimensions.size(); i < n; ++i) { + if (a.dimensions[i] != 0 && b.dimensions[i] != 0) { + NN_RET_CHECK_EQ(a.dimensions[i], b.dimensions[i]) << "Incompatible dimensions"; + } + } + } NN_RET_CHECK_EQ(a.scale, b.scale); NN_RET_CHECK_EQ(a.zeroPoint, b.zeroPoint); NN_RET_CHECK(a.extraParams == b.extraParams) diff --git a/nn/runtime/ExecutionPlan.cpp b/nn/runtime/ExecutionPlan.cpp index e955cd5e1..608896e99 100644 --- a/nn/runtime/ExecutionPlan.cpp +++ b/nn/runtime/ExecutionPlan.cpp @@ -633,13 +633,22 @@ int ExecutionPlan::CompoundBody::finish(const SourceModels* sourceModels, return n; } } else if (IfStep* step = logicalStep->tryIfStep()) { - if (containsUnknownSize(step->outerOutputOperands)) { - mHasStepModelOutputOfUnknownSize = true; - } + // The partitioner does not support dynamic temporaries (b/132458982). + CHECK(!containsUnknownSize(step->outerInputOperands)); + CHECK(!containsUnknownSize(step->outerOutputOperands)); + // step->conditionOperandIndex has a static shape. See b/158557728. + CHECK(!containsUnknownSize(step->thenBranchInputOperands)); + CHECK(!containsUnknownSize(step->thenBranchOutputOperands)); + CHECK(!containsUnknownSize(step->elseBranchInputOperands)); + CHECK(!containsUnknownSize(step->elseBranchOutputOperands)); } else if (WhileStep* step = logicalStep->tryWhileStep()) { - if (containsUnknownSize(step->outerOutputOperands)) { - mHasStepModelOutputOfUnknownSize = true; - } + // The partitioner does not support dynamic temporaries (b/132458982). + CHECK(!containsUnknownSize(step->outerInputOperands)); + CHECK(!containsUnknownSize(step->outerOutputOperands)); + CHECK(!containsUnknownSize(step->condInputOperands)); + // step->condOutputOperand has a static shape. See b/158557728. + CHECK(!containsUnknownSize(step->bodyInputOperands)); + CHECK(!containsUnknownSize(step->bodyOutputOperands)); } else { CHECK(logicalStep->isGoto()); } @@ -1629,14 +1638,18 @@ int ModelBuilder::partitionTheWorkInternal(uint32_t sourceModelIndex, // A special value produced by findBestDeviceForEachOperation meaning that // this is a control flow operation scheduled for interpreted execution // (see LogicalStep). - const int kControlFlow = deviceCount; + const int kControlFlowInterpreter = deviceCount; - // If one device will run all the operations, we don't need to split the work. + // If one device will run all the operations, we don't need to split the + // work. This shortcut does not apply when recursively partitioning + // referenced models because our plan representation is flat. if (sourceModelIndex == kMainModelInSourceModels && std::adjacent_find(bestDeviceForOperation.begin(), bestDeviceForOperation.end(), std::not_equal_to<int>()) == bestDeviceForOperation.end()) { const int bestDeviceIndex = bestDeviceForOperation[0]; - if (bestDeviceIndex != kControlFlow) { // The model is not a single control flow operation. + // Bypass the partitioning process unless the only operation is a + // control flow operation scheduled for interpreted execution. + if (bestDeviceIndex != kControlFlowInterpreter) { VLOG(COMPILATION) << "ModelBuilder::partitionTheWork: only one best device: " << bestDeviceIndex << " = " << devices[bestDeviceIndex]->getName(); plan->becomeSingleStep(devices[bestDeviceIndex], this); @@ -1686,7 +1699,7 @@ int ModelBuilder::partitionTheWorkInternal(uint32_t sourceModelIndex, // Assign as much as possible to this device. auto& queue = perDeviceQueue[deviceIndex]; - if (deviceIndex != kControlFlow) { + if (deviceIndex != kControlFlowInterpreter) { ExecutionStep* step = plan->createNewExecutionStep(sourceModelIndex, devices[deviceIndex]); while (!queue.empty()) { @@ -1899,6 +1912,59 @@ float ModelBuilder::getPerformance(uint32_t preference, const std::shared_ptr<De return applyPreference(device->getPerformance(operandType)); } +bool ModelBuilder::supportedByControlFlowInterpreter(uint32_t operationIndex) const { + auto containsUnknownSize = [](const ModelBuilder* model, + const std::vector<uint32_t>& operandIndexes) { + for (uint32_t operandIndex : operandIndexes) { + if (hasUnknownSize(model->getOperand(operandIndex))) { + return true; + } + } + return false; + }; + + const Operation& operation = mOperations[operationIndex]; + + if (operation.type == OperationType::IF) { + namespace op = operation_if; + const Operand& thenOperand = getOperand(operation.inputs[op::kThenModelOperand]); + const Operand& elseOperand = getOperand(operation.inputs[op::kElseModelOperand]); + const ModelBuilder* thenModel = getReferencedModel(thenOperand); + const ModelBuilder* elseModel = getReferencedModel(elseOperand); + if (containsUnknownSize(this, operation.inputs) || + containsUnknownSize(this, operation.outputs) || + containsUnknownSize(thenModel, thenModel->getInputOperandIndexes()) || + containsUnknownSize(thenModel, thenModel->getOutputOperandIndexes()) || + containsUnknownSize(elseModel, elseModel->getInputOperandIndexes()) || + containsUnknownSize(elseModel, elseModel->getOutputOperandIndexes())) { + // The partitioner does not support dynamic temporaries (b/132458982). + return false; + } + return true; + } + + if (operation.type == OperationType::WHILE) { + namespace op = operation_while; + const Operand& condOperand = getOperand(operation.inputs[op::kCondModelOperand]); + const Operand& bodyOperand = getOperand(operation.inputs[op::kBodyModelOperand]); + const ModelBuilder* condModel = getReferencedModel(condOperand); + const ModelBuilder* bodyModel = getReferencedModel(bodyOperand); + if (containsUnknownSize(this, operation.inputs) || + containsUnknownSize(this, operation.outputs) || + containsUnknownSize(condModel, condModel->getInputOperandIndexes()) || + containsUnknownSize(condModel, condModel->getOutputOperandIndexes()) || + containsUnknownSize(bodyModel, bodyModel->getInputOperandIndexes()) || + containsUnknownSize(bodyModel, bodyModel->getOutputOperandIndexes())) { + // The partitioner does not support dynamic temporaries (b/132458982). + return false; + } + return true; + } + + // Not a control flow operation. + return false; +} + namespace { // This class determines whether a given device can execute a given operation @@ -1959,12 +2025,11 @@ int ModelBuilder::findBestDeviceForEachOperation( LOG(ERROR) << "No driver can do operation " << toString(operation.type); return ANEURALNETWORKS_BAD_DATA; } else if (devices[bestChoice] == DeviceManager::getCpuDevice() && - (operation.type == OperationType::IF || - operation.type == OperationType::WHILE)) { + supportedByControlFlowInterpreter(operationIndex)) { // Run control flow on the ExecutionPlan::next() interpreter and try // to delegate referenced models. - const int kControlFlow = deviceCount; - (*bestDeviceForOperation)[operationIndex] = kControlFlow; + const int kControlFlowInterpreter = deviceCount; + (*bestDeviceForOperation)[operationIndex] = kControlFlowInterpreter; VLOG(COMPILATION) << "ModelBuilder::findBestDeviceForEachOperation(" << toString(operation.type) << ") = -1" << " (NNAPI)"; diff --git a/nn/runtime/ModelBuilder.h b/nn/runtime/ModelBuilder.h index b6fcd5294..c474ea7e8 100644 --- a/nn/runtime/ModelBuilder.h +++ b/nn/runtime/ModelBuilder.h @@ -131,8 +131,9 @@ class ModelBuilder { ExecutionPlan* plan) const; private: - // TODO(b/132322449): move partitionTheWork, partitionTheWorkInternal, - // findBestDeviceForEachOperation, sortIntoRunOrder to CompilationBuilder? + // TODO(b/132322449): move partitionTheWork, findBestDeviceForEachOperation, + // getPerformance, supportedByControlFlowInterpreter, + // partitionTheWorkInternal, sortIntoRunOrder to CompilationBuilder? // Populates bestDeviceForOperation // @@ -149,6 +150,7 @@ class ModelBuilder { float getPerformance(uint32_t preference, const std::shared_ptr<Device> device) const; float getPerformance(uint32_t preference, const std::shared_ptr<Device> device, uint32_t operationIndex) const; + bool supportedByControlFlowInterpreter(uint32_t operationIndex) const; int partitionTheWorkInternal(uint32_t sourceModelIndex, const std::vector<std::shared_ptr<Device>>& devices, @@ -187,10 +189,9 @@ class ModelBuilder { std::vector<hal::Operand> mOperands; // Is at least one of those operands an OEM operand? bool mHasOEMOperand = false; - // Specifies where to find the list of indexes identifying - // the inputs and outputs of the model. The offset is into - // the mOperandIndexes table. + // The indexes of input operands of the model. std::vector<uint32_t> mInputIndexes; + // The indexes of output operands of the model. std::vector<uint32_t> mOutputIndexes; MemoryTracker mMemories; diff --git a/nn/runtime/include/NeuralNetworks.h b/nn/runtime/include/NeuralNetworks.h index 239cb6185..b4d304f78 100644 --- a/nn/runtime/include/NeuralNetworks.h +++ b/nn/runtime/include/NeuralNetworks.h @@ -5441,7 +5441,8 @@ typedef enum { * The inputs and outputs of the two referenced models must agree with the * signature of this operation. That is, if the operation has (3 + n) inputs * and m outputs, both models must have n inputs and m outputs with the same - * types as the corresponding operation inputs and outputs. + * types, ranks (if specified), and dimensions (if specified) as the + * corresponding operation inputs and outputs. * * Inputs: * * 0: A value of type {@link ANEURALNETWORKS_TENSOR_BOOL8} and shape [1] @@ -5510,13 +5511,13 @@ typedef enum { * Inputs: * * 0: A {@link ANEURALNETWORKS_MODEL} reference to the condition * model. The model must have (m + k + n) inputs with - * the same types as the corresponding inputs of the WHILE operation - * and exactly one output of {@link ANEURALNETWORKS_TENSOR_BOOL8} - * and shape [1]. + * the same types, ranks (if specified), and dimensions (if specified) + * as the corresponding inputs of the WHILE operation and exactly one + * output of {@link ANEURALNETWORKS_TENSOR_BOOL8} and shape [1]. * * 1: A {@link ANEURALNETWORKS_MODEL} reference to the body model. * The model must have (m + k + n) inputs and (m + k) outputs with - * the same types as the corresponding inputs and outputs of the WHILE - * operation. + * the same types, ranks (if specified), and dimensions (if specified) + * as the corresponding inputs and outputs of the WHILE operation. * * (m inputs): Initial values for input-output operands. * * (k inputs): Initial values for state-only operands. * * (n inputs): Values for input-only operands. @@ -6162,7 +6163,9 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * * If a tensor operand's type is not fully specified, the dimensions * of the operand are deduced from the operand types and values of the - * operation for which that operand is an output. + * operation for which that operand is an output or from the corresponding + * {@link ANEURALNETWORKS_IF} or {@link ANEURALNETWORKS_WHILE} operation input + * operand type in the case of referenced model input operands. * * <p>In the following situations, a tensor operand type must be fully * specified:<ul> @@ -6171,10 +6174,10 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * non-nullptr buffer) or * {@link ANeuralNetworksModel_setOperandValueFromMemory}.</li> * <li>The operand is a model input (see - * {@link ANeuralNetworksModel_identifyInputsAndOutputs}). A - * fully specified tensor operand type must either be provided - * to {@link ANeuralNetworksModel_addOperand}; or it must be - * provided to the corresponding + * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) of the main + * model within a compilation. A fully specified tensor operand type + * must either be provided to {@link ANeuralNetworksModel_addOperand}; + * or it must be provided to the corresponding * {@link ANeuralNetworksExecution_setInput}, or * {@link ANeuralNetworksExecution_setInputFromMemory}. * EXCEPTION: If the input is optional and omitted @@ -6182,9 +6185,9 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * {@link ANeuralNetworksExecution_setInput}) then it need * not have a fully specified tensor operand type.</li> * <li>The operand is a model output (see - * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) - * and is to be used with - * {@link ANeuralNetworksExecution_startComputeWithDependencies}. + * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) of the main + * model within a compilation and is to be used with {@link + * ANeuralNetworksExecution_startComputeWithDependencies}. * A fully specified tensor operand type must either be provided * to {@link ANeuralNetworksModel_addOperand}; or it must be * provided to the corresponding diff --git a/nn/runtime/test/TestValidateOperations.cpp b/nn/runtime/test/TestValidateOperations.cpp index 01e4338d7..f8d376e3a 100644 --- a/nn/runtime/test/TestValidateOperations.cpp +++ b/nn/runtime/test/TestValidateOperations.cpp @@ -54,7 +54,7 @@ static const int32_t kAvailableOperandCodes[] = {ANEURALNETWORKS_FLOAT32, ANEURALNETWORKS_TENSOR_OEM_BYTE}; ANeuralNetworksOperandType getOpType(int32_t opcode, uint32_t dimCount = 0, - uint32_t* dim = nullptr) { + const uint32_t* dim = nullptr) { ANeuralNetworksOperandType opType = {.type = opcode, .dimensionCount = dimCount, .dimensions = dim, @@ -72,10 +72,11 @@ ANeuralNetworksOperandType getOpType(int32_t opcode, uint32_t dimCount = 0, struct OperandTypeWithExtraParams { OperandTypeWithExtraParams(const ANeuralNetworksOperandType& operandType) - : operandType(operandType), channelQuant(std::nullopt) {} + : operandType(operandType), channelQuant(std::nullopt), valueModel(std::nullopt) {} ANeuralNetworksOperandType operandType; std::optional<ANeuralNetworksSymmPerChannelQuantParams> channelQuant; + std::optional<const ANeuralNetworksModel*> valueModel; bool operator==(const OperandTypeWithExtraParams& that) const { if (operandType.type != that.operandType.type || @@ -92,6 +93,10 @@ struct OperandTypeWithExtraParams { return false; } + if (valueModel != that.valueModel) { + return false; + } + if (operandType.dimensions) { if (!that.operandType.dimensions) { return false; @@ -346,6 +351,10 @@ class OperationTestBase { mValidOutputs[index].channelQuant = channelQuant; } + void setInputOperandValueFromModel(int32_t index, const ANeuralNetworksModel* valueModel) { + mValidInputs[index].valueModel = valueModel; + } + // Add each operand separately and add the operation using these operands. // This function does not cover the cases that an operand is used mutiple times. int32_t addOperation(const std::vector<OperandTypeWithExtraParams>& inputs, @@ -362,6 +371,10 @@ class OperationTestBase { ANeuralNetworksModel_setOperandSymmPerChannelQuantParams( model, opIdx, &inputs[i].channelQuant.value()); } + if (inputs[i].valueModel) { + ANeuralNetworksModel_setOperandValueFromModel(model, opIdx, + inputs[i].valueModel.value()); + } inputIds.push_back(opIdx++); } for (uint32_t i = 0; i < outputs.size(); i++) { @@ -663,6 +676,12 @@ std::ostream& operator<<(std::ostream& os, const OperandTypeWithExtraParams& ope } else { os << ", channelQuant: nullopt"; } + + if (operand.valueModel.has_value()) { + os << ", valueModel: " << operand.valueModel.value(); + } else { + os << ", valueModel: nullopt"; + } os << "}"; return os; } @@ -4443,4 +4462,187 @@ TEST(OperationValidationTest, RANK_quant8_signed) { rankTest(ANEURALNETWORKS_TENSOR_QUANT8_ASYMM_SIGNED); } +ANeuralNetworksModel* makeIdentityModel(const ANeuralNetworksOperandType* type) { + ANeuralNetworksModel* model = nullptr; + EXPECT_EQ(ANeuralNetworksModel_create(&model), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, type), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, type), ANEURALNETWORKS_NO_ERROR); + uint32_t inputs[] = {0}; + uint32_t outputs[] = {1}; + EXPECT_EQ(ANeuralNetworksModel_addOperation(model, ANEURALNETWORKS_CAST, std::size(inputs), + inputs, std::size(outputs), outputs), + ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_identifyInputsAndOutputs(model, std::size(inputs), inputs, + std::size(outputs), outputs), + ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_finish(model), ANEURALNETWORKS_NO_ERROR); + return model; +} + +void testIf(const std::vector<uint32_t>& outerDims, const ANeuralNetworksModel* thenModel, + const ANeuralNetworksModel* elseModel, bool testMutations) { + const uint32_t kThenOperand = 1; + const uint32_t kElseOperand = 2; + const uint32_t boolDims[] = {1}; + ANeuralNetworksOperandType boolType = + getOpType(ANEURALNETWORKS_TENSOR_BOOL8, std::size(boolDims), boolDims); + ANeuralNetworksOperandType dataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, outerDims.size(), outerDims.data()); + ANeuralNetworksOperandType modelType = getOpType(ANEURALNETWORKS_MODEL); + OperationTestBase test(ANEURALNETWORKS_IF, {boolType, modelType, modelType, dataType}, + {dataType}); + test.setInputOperandValueFromModel(kThenOperand, thenModel); + test.setInputOperandValueFromModel(kElseOperand, elseModel); + if (testMutations) { + test.testOpsValidations(); + } else { + EXPECT_TRUE(test.testSuccess()); + } +} + +void testIf(const std::vector<uint32_t>& outerDims, const std::vector<uint32_t>& thenDims, + const std::vector<uint32_t>& elseDims, bool testMutations) { + ANeuralNetworksOperandType thenDataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, thenDims.size(), thenDims.data()); + ANeuralNetworksOperandType elseDataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, elseDims.size(), elseDims.data()); + ANeuralNetworksModel* thenModel = makeIdentityModel(&thenDataType); + ANeuralNetworksModel* elseModel = makeIdentityModel(&elseDataType); + testIf(outerDims, thenModel, elseModel, testMutations); + ANeuralNetworksModel_free(thenModel); + ANeuralNetworksModel_free(elseModel); +} + +TEST(OperationValidationTest, IF) { + const std::vector<std::pair<std::string, std::vector<uint32_t>>> configurations = { + {"fully specified", {1, 2, 3}}, + {"unknown dimensions", {0, 2, 0}}, + {"unknown rank", {}}, + }; + // We skip mutation testing for all but the first configuration to avoid the + // exponential runtime blowup. The value of additional operand code and + // count mutations is negligible because whether the shapes are fully + // specified should have nothing to do with the operand code or count. + bool testMutations = true; + for (const auto& [outerTrace, outerDims] : configurations) { + SCOPED_TRACE(testing::Message() << "outerDims: " << outerTrace); + for (const auto& [thenTrace, thenDims] : configurations) { + SCOPED_TRACE(testing::Message() << "thenDims: " << thenTrace); + for (const auto& [elseTrace, elseDims] : configurations) { + SCOPED_TRACE(testing::Message() << "elseDims: " << elseTrace); + testIf(outerDims, thenDims, elseDims, testMutations); + testMutations = false; + } + } + } +} + +// operand 0 --> +------+ +// | LESS | --> operand 2 +// operand 1 --> +------+ +// +ANeuralNetworksModel* makeWhileCondModel(const ANeuralNetworksOperandType* dataType, + const ANeuralNetworksOperandType* boolType) { + ANeuralNetworksModel* model = nullptr; + EXPECT_EQ(ANeuralNetworksModel_create(&model), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, dataType), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, dataType), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, boolType), ANEURALNETWORKS_NO_ERROR); + const uint32_t inputs[] = {0, 1}; + const uint32_t outputs[] = {2}; + EXPECT_EQ(ANeuralNetworksModel_addOperation(model, ANEURALNETWORKS_LESS, std::size(inputs), + inputs, std::size(outputs), outputs), + ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_identifyInputsAndOutputs(model, std::size(inputs), inputs, + std::size(outputs), outputs), + ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_finish(model), ANEURALNETWORKS_NO_ERROR); + return model; +} + +// +------+ +// operand 0 --> | CAST | --> operand 2 +// +------+ +// +// operand 1 --> (unused) +// +ANeuralNetworksModel* makeWhileBodyModel(const ANeuralNetworksOperandType* type) { + ANeuralNetworksModel* model = nullptr; + EXPECT_EQ(ANeuralNetworksModel_create(&model), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, type), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, type), ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_addOperand(model, type), ANEURALNETWORKS_NO_ERROR); + const uint32_t castInputs[] = {0}; + const uint32_t castOutputs[] = {2}; + EXPECT_EQ(ANeuralNetworksModel_addOperation(model, ANEURALNETWORKS_CAST, std::size(castInputs), + castInputs, std::size(castOutputs), castOutputs), + ANEURALNETWORKS_NO_ERROR); + const uint32_t modelInputs[] = {0, 1}; + const uint32_t modelOutputs[] = {2}; + EXPECT_EQ(ANeuralNetworksModel_identifyInputsAndOutputs(model, std::size(modelInputs), + modelInputs, std::size(modelOutputs), + modelOutputs), + ANEURALNETWORKS_NO_ERROR); + EXPECT_EQ(ANeuralNetworksModel_finish(model), ANEURALNETWORKS_NO_ERROR); + return model; +} + +void testWhile(const std::vector<uint32_t>& outerDims, const ANeuralNetworksModel* condModel, + const ANeuralNetworksModel* bodyModel, bool testMutations) { + const uint32_t kCondOperand = 0; + const uint32_t kBodyOperand = 1; + ANeuralNetworksOperandType modelType = getOpType(ANEURALNETWORKS_MODEL); + ANeuralNetworksOperandType dataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, outerDims.size(), outerDims.data()); + OperationTestBase test(ANEURALNETWORKS_WHILE, {modelType, modelType, dataType, dataType}, + {dataType}); + test.setInputOperandValueFromModel(kCondOperand, condModel); + test.setInputOperandValueFromModel(kBodyOperand, bodyModel); + if (testMutations) { + test.testOpsValidations(); + } else { + EXPECT_TRUE(test.testSuccess()); + } +} + +void testWhile(const std::vector<uint32_t>& outerDims, const std::vector<uint32_t>& condDims, + const std::vector<uint32_t>& bodyDims, bool testMutations) { + const uint32_t boolDims[] = {1}; + ANeuralNetworksOperandType boolType = + getOpType(ANEURALNETWORKS_TENSOR_BOOL8, std::size(boolDims), boolDims); + ANeuralNetworksOperandType condDataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, condDims.size(), condDims.data()); + ANeuralNetworksOperandType bodyDataType = + getOpType(ANEURALNETWORKS_TENSOR_FLOAT32, bodyDims.size(), bodyDims.data()); + ANeuralNetworksModel* condModel = makeWhileCondModel(&condDataType, &boolType); + ANeuralNetworksModel* bodyModel = makeWhileBodyModel(&bodyDataType); + testWhile(outerDims, condModel, bodyModel, testMutations); + ANeuralNetworksModel_free(condModel); + ANeuralNetworksModel_free(bodyModel); +} + +TEST(OperationValidationTest, WHILE) { + const std::vector<std::pair<std::string, std::vector<uint32_t>>> configurations = { + {"fully specified", {1, 2, 3}}, + {"unknown dimensions", {0, 2, 0}}, + {"unknown rank", {}}, + }; + // We skip mutation testing for all but the first configuration to avoid the + // exponential runtime blowup. The value of additional operand code and + // count mutations is negligible because whether the shapes are fully + // specified should have nothing to do with the operand code or count. + bool testMutations = true; + for (const auto& [outerTrace, outerDims] : configurations) { + SCOPED_TRACE(testing::Message() << "outerDims: " << outerTrace); + for (const auto& [condTrace, condDims] : configurations) { + SCOPED_TRACE(testing::Message() << "condDims: " << condTrace); + for (const auto& [bodyTrace, bodyDims] : configurations) { + SCOPED_TRACE(testing::Message() << "bodyDims: " << bodyTrace); + testWhile(outerDims, condDims, bodyDims, testMutations); + testMutations = false; + } + } + } +} + } // end namespace diff --git a/nn/runtime/test/generated/spec_V1_3/if_simple_dynamic.example.cpp b/nn/runtime/test/generated/spec_V1_3/if_simple_dynamic.example.cpp new file mode 100644 index 000000000..71565f270 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/if_simple_dynamic.example.cpp @@ -0,0 +1,6286 @@ +// Generated from if_simple_dynamic.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true = TestModelManager::get().add("if_simple_dynamic_true", get_test_model_true()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // y_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_all_inputs_as_internal", get_test_model_true_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_all_outputs_as_internal", get_test_model_true_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_relaxed = TestModelManager::get().add("if_simple_dynamic_true_relaxed", get_test_model_true_relaxed()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // y_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_relaxed_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_relaxed_all_inputs_as_internal", get_test_model_true_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_relaxed_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_relaxed_all_outputs_as_internal", get_test_model_true_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_float16 = TestModelManager::get().add("if_simple_dynamic_true_float16", get_test_model_true_float16()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // y_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_float16_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_float16_all_inputs_as_internal", get_test_model_true_float16_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_float16_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_float16_all_outputs_as_internal", get_test_model_true_float16_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_int32() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({10}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({10}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_int32 = TestModelManager::get().add("if_simple_dynamic_true_int32", get_test_model_true_int32()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8 = TestModelManager::get().add("if_simple_dynamic_true_quant8", get_test_model_true_quant8()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // y_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // dummy15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_quant8_all_inputs_as_internal", get_test_model_true_quant8_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // dummy16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_quant8_all_outputs_as_internal", get_test_model_true_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8_signed = TestModelManager::get().add("if_simple_dynamic_true_quant8_signed", get_test_model_true_quant8_signed()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8_signed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // y_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // dummy20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8_signed_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_quant8_signed_all_inputs_as_internal", get_test_model_true_quant8_signed_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_true_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // dummy21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_true_quant8_signed_all_outputs_as_internal", get_test_model_true_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false = TestModelManager::get().add("if_simple_dynamic_false", get_test_model_false()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // y3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_all_inputs_as_internal", get_test_model_false_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_all_outputs_as_internal", get_test_model_false_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_relaxed = TestModelManager::get().add("if_simple_dynamic_false_relaxed", get_test_model_false_relaxed()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // y3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_relaxed_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_relaxed_all_inputs_as_internal", get_test_model_false_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_relaxed_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_relaxed_all_outputs_as_internal", get_test_model_false_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_float16 = TestModelManager::get().add("if_simple_dynamic_false_float16", get_test_model_false_float16()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // y3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_float16_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_float16_all_inputs_as_internal", get_test_model_false_float16_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-9.0f, -8.0f, -7.0f, -6.0f, -5.0f, -4.0f, -3.0f, -2.0f, -1.0f, 0.0f, 1.0f, 2.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({10.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_float16_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_float16_all_outputs_as_internal", get_test_model_false_float16_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_int32() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-9, -8, -7, -6, -5, -4, -3, -2, -1, 0, 1, 2}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({10}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({10}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_int32 = TestModelManager::get().add("if_simple_dynamic_false_int32", get_test_model_false_int32()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8 = TestModelManager::get().add("if_simple_dynamic_false_quant8", get_test_model_false_quant8()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // y3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // dummy40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_quant8_all_inputs_as_internal", get_test_model_false_quant8_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // dummy41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_quant8_all_outputs_as_internal", get_test_model_false_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8_signed = TestModelManager::get().add("if_simple_dynamic_false_quant8_signed", get_test_model_false_quant8_signed()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8_signed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // y3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // dummy45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8_signed_all_inputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_quant8_signed_all_inputs_as_internal", get_test_model_false_quant8_signed_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + +namespace generated_tests::if_simple_dynamic { + +const TestModel& get_test_model_false_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 3}, + .operands = {{ // x1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // y3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // z3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // dummy46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({100}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }, { + .inputs = {4, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {7} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // param + .inputIndexes = {0}, + .operands = {{ // y4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { // param + .inputIndexes = {0}, + .operands = {{ // y5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({110}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // z5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 100 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("if_simple_dynamic_false_quant8_signed_all_outputs_as_internal", get_test_model_false_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::if_simple_dynamic + diff --git a/nn/runtime/test/generated/spec_V1_3/while_fib_dynamic.example.cpp b/nn/runtime/test/generated/spec_V1_3/while_fib_dynamic.example.cpp new file mode 100644 index 000000000..f261eb3ba --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/while_fib_dynamic.example.cpp @@ -0,0 +1,77606 @@ +// Generated from while_fib_dynamic.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output", get_test_model_n_2_unused_output()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_tensors_as_inputs", get_test_model_n_2_unused_output_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param90 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param91 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_outputs_as_internal", get_test_model_n_2_unused_output_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed", get_test_model_n_2_unused_output_relaxed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_tensors_as_inputs", get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param95 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param96 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_outputs_as_internal", get_test_model_n_2_unused_output_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16", get_test_model_n_2_unused_output_float16()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_tensors_as_inputs", get_test_model_n_2_unused_output_float16_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param100 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param101 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_outputs_as_internal", get_test_model_n_2_unused_output_float16_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8", get_test_model_n_2_unused_output_quant8()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_tensors_as_inputs", get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param105 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param106 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_outputs_as_internal", get_test_model_n_2_unused_output_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed", get_test_model_n_2_unused_output_quant8_signed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_tensors_as_inputs", get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param110 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param111 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_outputs_as_internal", get_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output", get_test_model_n_3_unused_output()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_tensors_as_inputs", get_test_model_n_3_unused_output_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init1_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param115 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param116 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_outputs_as_internal", get_test_model_n_3_unused_output_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed", get_test_model_n_3_unused_output_relaxed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_tensors_as_inputs", get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init1_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param120 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param121 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_outputs_as_internal", get_test_model_n_3_unused_output_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16", get_test_model_n_3_unused_output_float16()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_tensors_as_inputs", get_test_model_n_3_unused_output_float16_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init1_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param125 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param126 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_outputs_as_internal", get_test_model_n_3_unused_output_float16_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8", get_test_model_n_3_unused_output_quant8()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_tensors_as_inputs", get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init1_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param130 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param131 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_outputs_as_internal", get_test_model_n_3_unused_output_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed", get_test_model_n_3_unused_output_quant8_signed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_tensors_as_inputs", get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init1_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param135 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param136 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib1 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_outputs_as_internal", get_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output", get_test_model_n_4_unused_output()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_tensors_as_inputs", get_test_model_n_4_unused_output_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param140 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param141 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_outputs_as_internal", get_test_model_n_4_unused_output_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed", get_test_model_n_4_unused_output_relaxed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_tensors_as_inputs", get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param145 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param146 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_outputs_as_internal", get_test_model_n_4_unused_output_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16", get_test_model_n_4_unused_output_float16()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_tensors_as_inputs", get_test_model_n_4_unused_output_float16_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param150 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param151 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_outputs_as_internal", get_test_model_n_4_unused_output_float16_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8", get_test_model_n_4_unused_output_quant8()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_tensors_as_inputs", get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param155 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param156 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_outputs_as_internal", get_test_model_n_4_unused_output_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed", get_test_model_n_4_unused_output_quant8_signed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_tensors_as_inputs", get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init2_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param160 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param161 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib2 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_outputs_as_internal", get_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5 = TestModelManager::get().add("while_fib_dynamic_n_5", get_test_model_n_5()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_5_all_tensors_as_inputs", get_test_model_n_5_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param165 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param166 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_all_outputs_as_internal", get_test_model_n_5_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed", get_test_model_n_5_relaxed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_tensors_as_inputs", get_test_model_n_5_relaxed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param170 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param171 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_outputs_as_internal", get_test_model_n_5_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16 = TestModelManager::get().add("while_fib_dynamic_n_5_float16", get_test_model_n_5_float16()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_tensors_as_inputs", get_test_model_n_5_float16_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // fib_init3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param175 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param176 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_outputs_as_internal", get_test_model_n_5_float16_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8", get_test_model_n_5_quant8()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_tensors_as_inputs", get_test_model_n_5_quant8_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // fib_init3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy90 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param180 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy91 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param181 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_outputs_as_internal", get_test_model_n_5_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed", get_test_model_n_5_quant8_signed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_tensors_as_inputs", get_test_model_n_5_quant8_signed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // fib_init3_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy95 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param185 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param35 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy96 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param186 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param30 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param31 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib3 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param32 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param33 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param34 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_outputs_as_internal", get_test_model_n_5_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6 = TestModelManager::get().add("while_fib_dynamic_n_6", get_test_model_n_6()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_6_all_tensors_as_inputs", get_test_model_n_6_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy100 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param190 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy101 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param191 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_all_outputs_as_internal", get_test_model_n_6_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed", get_test_model_n_6_relaxed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_tensors_as_inputs", get_test_model_n_6_relaxed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy105 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param195 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy106 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param196 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_outputs_as_internal", get_test_model_n_6_relaxed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16 = TestModelManager::get().add("while_fib_dynamic_n_6_float16", get_test_model_n_6_float16()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_tensors_as_inputs", get_test_model_n_6_float16_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // fib_init4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy110 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param200 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy111 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param201 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_outputs_as_internal", get_test_model_n_6_float16_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8", get_test_model_n_6_quant8()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_tensors_as_inputs", get_test_model_n_6_quant8_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // fib_init4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy115 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param205 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy116 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param206 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_outputs_as_internal", get_test_model_n_6_quant8_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed", get_test_model_n_6_quant8_signed()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_tensors_as_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_tensors_as_inputs = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_tensors_as_inputs", get_test_model_n_6_quant8_signed_all_tensors_as_inputs()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // fib_init4_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy120 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param210 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_outputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param44 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy121 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param211 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param36 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param37 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param38 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param39 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param40 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib4 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param41 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param42 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param43 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_outputs_as_internal = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_outputs_as_internal", get_test_model_n_6_quant8_signed_all_outputs_as_internal()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_2", get_test_model_n_2_unused_output_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_tensors_as_inputs_2", get_test_model_n_2_unused_output_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init5_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy125 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param215 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_2_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy126 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param216 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out10_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_all_outputs_as_internal_2", get_test_model_n_2_unused_output_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_2", get_test_model_n_2_unused_output_relaxed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_tensors_as_inputs_2", get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init5_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy130 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param220 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_2_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_relaxed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy131 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param221 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out10_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_relaxed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_relaxed_all_outputs_as_internal_2", get_test_model_n_2_unused_output_relaxed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_2", get_test_model_n_2_unused_output_float16_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_tensors_as_inputs_2", get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init5_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy135 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param225 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_2_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_float16_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy136 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param226 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out10_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_float16_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_float16_all_outputs_as_internal_2", get_test_model_n_2_unused_output_float16_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_2", get_test_model_n_2_unused_output_quant8_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_tensors_as_inputs_2", get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init5_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy140 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param230 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_2_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy141 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param231 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out10_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_all_outputs_as_internal_2", get_test_model_n_2_unused_output_quant8_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_2", get_test_model_n_2_unused_output_quant8_signed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_tensors_as_inputs_2", get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init5_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy145 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param235 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_2_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param53 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy146 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param236 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out10_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param45 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param46 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param47 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param48 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param49 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib5 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param50 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param51 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param52 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_2_unused_output_quant8_signed_all_outputs_as_internal_2", get_test_model_n_2_unused_output_quant8_signed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_2", get_test_model_n_3_unused_output_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_tensors_as_inputs_2", get_test_model_n_3_unused_output_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy150 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param240 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_3_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy151 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param241 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out12_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_all_outputs_as_internal_2", get_test_model_n_3_unused_output_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_2", get_test_model_n_3_unused_output_relaxed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_tensors_as_inputs_2", get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy155 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param245 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_3_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_relaxed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy156 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param246 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out12_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_relaxed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_relaxed_all_outputs_as_internal_2", get_test_model_n_3_unused_output_relaxed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_2", get_test_model_n_3_unused_output_float16_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_tensors_as_inputs_2", get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy160 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param250 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_3_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_float16_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy161 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param251 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out12_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_float16_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_float16_all_outputs_as_internal_2", get_test_model_n_3_unused_output_float16_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_2", get_test_model_n_3_unused_output_quant8_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_tensors_as_inputs_2", get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy165 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param255 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_3_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy166 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param256 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out12_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_all_outputs_as_internal_2", get_test_model_n_3_unused_output_quant8_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_2", get_test_model_n_3_unused_output_quant8_signed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_tensors_as_inputs_2", get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init6_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy170 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param260 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_3_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param62 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out11 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy171 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param261 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out12_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2}), + .dimensions = {1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n20 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out10 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param54 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param55 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param56 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param57 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param58 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib6 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param59 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param60 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param61 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_3_unused_output_quant8_signed_all_outputs_as_internal_2", get_test_model_n_3_unused_output_quant8_signed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_2", get_test_model_n_4_unused_output_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_tensors_as_inputs_2", get_test_model_n_4_unused_output_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init7_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy175 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param265 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_4_unused_output_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy176 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param266 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out14_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_all_outputs_as_internal_2", get_test_model_n_4_unused_output_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_2", get_test_model_n_4_unused_output_relaxed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_tensors_as_inputs_2", get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init7_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy180 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param270 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_4_unused_output_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_relaxed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy181 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param271 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out14_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_relaxed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_relaxed_all_outputs_as_internal_2", get_test_model_n_4_unused_output_relaxed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_2", get_test_model_n_4_unused_output_float16_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_tensors_as_inputs_2", get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init7_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy185 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param275 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_4_unused_output_float16_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_float16_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy186 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param276 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out14_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_float16_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_float16_all_outputs_as_internal_2", get_test_model_n_4_unused_output_float16_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_2", get_test_model_n_4_unused_output_quant8_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_tensors_as_inputs_2", get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init7_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy190 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param280 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_4_unused_output_quant8_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy191 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param281 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out14_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_all_outputs_as_internal_2", get_test_model_n_4_unused_output_quant8_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_2", get_test_model_n_4_unused_output_quant8_signed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_tensors_as_inputs_2", get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_init7_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy195 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param285 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_4_unused_output_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param71 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n21 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out13 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // dummy196 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param286 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out14_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5, 6}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 7, 8}, + .outputs = {9}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {9} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n22 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n23 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out12 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param63 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param64 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param65 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param66 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param67 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib7 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param68 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param69 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param70 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_4_unused_output_quant8_signed_all_outputs_as_internal_2", get_test_model_n_4_unused_output_quant8_signed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_2 = TestModelManager::get().add("while_fib_dynamic_n_5_2", get_test_model_n_5_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_5_all_tensors_as_inputs_2", get_test_model_n_5_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy200 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param290 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_5_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy201 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param291 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out16_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_all_outputs_as_internal_2", get_test_model_n_5_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_2 = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_2", get_test_model_n_5_relaxed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_tensors_as_inputs_2", get_test_model_n_5_relaxed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy205 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param295 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_5_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_relaxed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy206 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param296 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out16_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_relaxed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_relaxed_all_outputs_as_internal_2", get_test_model_n_5_relaxed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_2 = TestModelManager::get().add("while_fib_dynamic_n_5_float16_2", get_test_model_n_5_float16_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_tensors_as_inputs_2", get_test_model_n_5_float16_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // fib_init8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy210 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param300 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_5_float16_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_float16_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy211 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param301 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out16_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_float16_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_float16_all_outputs_as_internal_2", get_test_model_n_5_float16_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_2", get_test_model_n_5_quant8_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_tensors_as_inputs_2", get_test_model_n_5_quant8_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // fib_init8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy215 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param305 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_5_quant8_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy216 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param306 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out16_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_all_outputs_as_internal_2", get_test_model_n_5_quant8_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_2", get_test_model_n_5_quant8_signed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_tensors_as_inputs_2", get_test_model_n_5_quant8_signed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // fib_init8_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy220 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param310 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_5_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_5_quant8_signed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param80 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n24 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy221 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param311 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out16_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5}), + .dimensions = {1, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i16 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n25 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n26 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out17 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out14 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param72 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param73 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param74 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param75 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param76 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib8 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param77 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param78 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param79 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_5_quant8_signed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_5_quant8_signed_all_outputs_as_internal_2", get_test_model_n_5_quant8_signed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_2 = TestModelManager::get().add("while_fib_dynamic_n_6_2", get_test_model_n_6_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_6_all_tensors_as_inputs_2", get_test_model_n_6_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init9_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy225 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param315 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_6_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy226 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param316 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out18_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_all_outputs_as_internal_2", get_test_model_n_6_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_2 = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_2", get_test_model_n_6_relaxed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_tensors_as_inputs_2", get_test_model_n_6_relaxed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // fib_init9_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy230 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param320 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_6_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_relaxed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // dummy231 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param321 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out18_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_relaxed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_relaxed_all_outputs_as_internal_2", get_test_model_n_6_relaxed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_2 = TestModelManager::get().add("while_fib_dynamic_n_6_float16_2", get_test_model_n_6_float16_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_tensors_as_inputs_2", get_test_model_n_6_float16_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // fib_init9_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy235 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param325 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_6_float16_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_float16_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // dummy236 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param326 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out18_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 2.0f, 3.0f, 5.0f, 8.0f}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_float16_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_float16_all_outputs_as_internal_2", get_test_model_n_6_float16_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_2", get_test_model_n_6_quant8_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_tensors_as_inputs_2", get_test_model_n_6_quant8_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // fib_init9_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy240 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param330 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // dummy241 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param331 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out18_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_all_outputs_as_internal_2", get_test_model_n_6_quant8_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_2", get_test_model_n_6_quant8_signed_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_tensors_as_inputs_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {2, 4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_tensors_as_inputs_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_tensors_as_inputs_2", get_test_model_n_6_quant8_signed_all_tensors_as_inputs_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // fib_init9_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy245 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param335 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_n_6_quant8_signed_all_tensors_as_inputs_all_inputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + +namespace generated_tests::while_fib_dynamic { + +const TestModel& get_test_model_n_6_quant8_signed_all_outputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4}, + .operands = {{ // cond9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // body9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { // fib_init9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param89 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n27 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({6}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // dummy246 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param336 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // fib_out18_new + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1, 2, 3, 5, 8}), + .dimensions = {1, 6}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }, { + .inputs = {5, 6, 7}, + .outputs = {8}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {8} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ // cond + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i18 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n28 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // out9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { // body + .inputIndexes = {0, 1, 2}, + .operands = {{ // fib19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // n29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // fib_out19 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // i_out15 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param81 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param82 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // i_minus_29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param83 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 1}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param84 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // slice_start9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // slice_size9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1, 2}), + .dimensions = {2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // last29 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // matrix9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({1, 1}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // zero_bias9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param85 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // new_fib9 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {1, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { // param86 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { // param87 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { // param88 + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_REFERENCE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {7, 8, 9}, + .outputs = {10}, + .type = TestOperationType::MUL + }, { + .inputs = {0, 10, 11}, + .outputs = {12}, + .type = TestOperationType::SLICE + }, { + .inputs = {12, 13, 14, 15}, + .outputs = {16}, + .type = TestOperationType::FULLY_CONNECTED + }, { + .inputs = {0, 16, 17}, + .outputs = {3}, + .type = TestOperationType::CONCATENATION + }, { + .inputs = {1, 18, 19}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_n_6_quant8_signed_all_outputs_as_internal_2 = TestModelManager::get().add("while_fib_dynamic_n_6_quant8_signed_all_outputs_as_internal_2", get_test_model_n_6_quant8_signed_all_outputs_as_internal_2()); + +} // namespace generated_tests::while_fib_dynamic + diff --git a/nn/runtime/test/specs/V1_3/if_simple_dynamic.mod.py b/nn/runtime/test/specs/V1_3/if_simple_dynamic.mod.py new file mode 100644 index 000000000..9ef405d18 --- /dev/null +++ b/nn/runtime/test/specs/V1_3/if_simple_dynamic.mod.py @@ -0,0 +1,48 @@ +# +# Copyright (C) 2020 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# Model: z = if (x) then (y + 10) else (y - 10) + +input_data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] +output_add = [y + 10 for y in input_data] +output_sub = [y - 10 for y in input_data] + +ValueType = ["TENSOR_FLOAT32", []] # Unknown rank. +ValueTypeKnownShape = ["TENSOR_FLOAT32", [3, 4]] +BoolType = ["TENSOR_BOOL8", [1]] + +def MakeBranchModel(operation_name): + y = Input("y", ValueType) + z = Output("z", ValueType) + return Model().Operation(operation_name, y, [10.0], 0).To(z) + +def Test(x_data, y_data, z_data, name): + x = Input("x", BoolType) + y = Input("y", ValueTypeKnownShape) + z = Output("z", ValueTypeKnownShape) + then_model = MakeBranchModel("ADD") + else_model = MakeBranchModel("SUB") + model = Model().Operation("IF", x, then_model, else_model, y).To(z) + + quant8 = DataTypeConverter("quant8", scale=1.0, zeroPoint=100) + quant8_signed = DataTypeConverter("quant8_signed", scale=1.0, zeroPoint=100) + + example = Example({x: [x_data], y: y_data, z: z_data}, name=name) + example.AddVariations("relaxed", "float16", "int32", quant8, quant8_signed) + example.AddVariations(AllOutputsAsInternalCoverter()) + +Test(x_data=True, y_data=input_data, z_data=output_add, name="true") +Test(x_data=False, y_data=input_data, z_data=output_sub, name="false") diff --git a/nn/runtime/test/specs/V1_3/while_fib_dynamic.mod.py b/nn/runtime/test/specs/V1_3/while_fib_dynamic.mod.py new file mode 100644 index 000000000..c69d732c0 --- /dev/null +++ b/nn/runtime/test/specs/V1_3/while_fib_dynamic.mod.py @@ -0,0 +1,134 @@ +# +# Copyright (C) 2020 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# Model: given n >= 2, produces [fib(1), ..., fib(n)]. +# +# i = 2 +# fib = [1, 1] # shape=[1, i + 1] +# while i < n: +# last2 = fib[0:1, (i - 2):i] # shape=[1, 2] +# new_fib = matmul(last2, [1; 1]) # shape=[1, 1] +# fib = append(fib, new_fib) # shape=[1, i + 2] +# i = i + 1 + +FibType = ["TENSOR_FLOAT32", []] # Unknown rank. +CounterType = ["TENSOR_INT32", [1]] +BoolType = ["TENSOR_BOOL8", [1]] + +Quant8Params = ["TENSOR_QUANT8_ASYMM", 1.0, 0] +Quant8SignedParams = ["TENSOR_QUANT8_ASYMM_SIGNED", 1.0, 0] + +def MakeConditionModel(): + fib = Input("fib", FibType) + i = Input("i", CounterType) + n = Input("n", CounterType) + out = Output("out", BoolType) + model = Model() + model.IdentifyInputs(fib, i, n) + model.IdentifyOutputs(out) + model.Operation("LESS", i, n).To(out) + + quant8 = DataTypeConverter().Identify({ + fib: Quant8Params, + }) + quant8_signed = DataTypeConverter().Identify({ + fib: Quant8SignedParams, + }) + + return SubgraphReference("cond", model), quant8, quant8_signed + +def MakeBodyModel(): + fib = Input("fib", FibType) + i = Input("i", CounterType) + n = Input("n", CounterType) + fib_out = Output("fib_out", FibType) + i_out = Output("i_out", CounterType) + matrix = Parameter("matrix", ["TENSOR_FLOAT32", [1, 2]], [1, 1]) + zero_bias = Parameter("zero_bias", ["TENSOR_FLOAT32", [1]], [0]) + i_minus_2 = Internal("i_minus_2", ["TENSOR_INT32", [1]]) + slice_start = Internal("slice_start", ["TENSOR_INT32", [2]]) + slice_size = Parameter("slice_size", ["TENSOR_INT32", [2]], [1, 2]) + last2 = Internal("last2", ["TENSOR_FLOAT32", [1, 2]]) + new_fib = Internal("new_fib", ["TENSOR_FLOAT32", [1, 1]]) + model = Model() + model.IdentifyInputs(fib, i, n) + model.IdentifyOutputs(fib_out, i_out) + model.Operation("ADD", i, [-2], 0).To(i_minus_2) + model.Operation("MUL", i_minus_2, [0, 1], 0).To(slice_start) + model.Operation("SLICE", fib, slice_start, slice_size).To(last2) + model.Operation("FULLY_CONNECTED", last2, matrix, zero_bias, 0).To(new_fib) + model.Operation("CONCATENATION", fib, new_fib, 1).To(fib_out) + model.Operation("ADD", i, [1], 0).To(i_out) + + quant8 = DataTypeConverter().Identify({ + fib_out: Quant8Params, + fib: Quant8Params, + last2: Quant8Params, + matrix: Quant8Params, + new_fib: Quant8Params, + zero_bias: ["TENSOR_INT32", 1.0, 0], + }) + quant8_signed = DataTypeConverter().Identify({ + fib_out: Quant8SignedParams, + fib: Quant8SignedParams, + last2: Quant8SignedParams, + matrix: Quant8SignedParams, + new_fib: Quant8SignedParams, + zero_bias: ["TENSOR_INT32", 1.0, 0], + }) + + return SubgraphReference("body", model), quant8, quant8_signed + +def Test(n_data, fib_data, add_unused_output=False): + n = Input("n", CounterType) + fib_out = Output("fib_out", ["TENSOR_FLOAT32", [1, len(fib_data)]]) # Known dimensions. + cond, cond_quant8, cond_quant8_signed = MakeConditionModel() + body, body_quant8, body_quant8_signed = MakeBodyModel() + fib_init = Parameter("fib_init", ["TENSOR_FLOAT32", [1, 2]], [1, 1]) + i_init = [2] + outputs = [fib_out] + if add_unused_output: + i_out = Internal("i_out", CounterType) # Unused. + outputs.append(i_out) + model = Model().Operation("WHILE", cond, body, fib_init, i_init, n).To(outputs) + + quant8 = DataTypeConverter().Identify({ + fib_init: Quant8Params, + fib_out: Quant8Params, + cond: cond_quant8, + body: body_quant8, + }) + quant8_signed = DataTypeConverter().Identify({ + fib_init: Quant8SignedParams, + fib_out: Quant8SignedParams, + cond: cond_quant8_signed, + body: body_quant8_signed, + }) + + name = "n_{}".format(n_data) + if add_unused_output: + name += "_unused_output" + example = Example({n: [n_data], fib_out: fib_data}, name=name) + example.AddVariations("relaxed", "float16", quant8, quant8_signed) + example.AddVariations(AllOutputsAsInternalCoverter()) + +for use_shm_for_weights in [False, True]: + Configuration.use_shm_for_weights = use_shm_for_weights + Test(n_data=2, fib_data=[1, 1], add_unused_output=True) + Test(n_data=3, fib_data=[1, 1, 2], add_unused_output=True) + Test(n_data=4, fib_data=[1, 1, 2, 3], add_unused_output=True) + Test(n_data=5, fib_data=[1, 1, 2, 3, 5]) + Test(n_data=6, fib_data=[1, 1, 2, 3, 5, 8]) diff --git a/nn/tools/api/NeuralNetworks.t b/nn/tools/api/NeuralNetworks.t index c4ce06fdf..a6ab569cd 100644 --- a/nn/tools/api/NeuralNetworks.t +++ b/nn/tools/api/NeuralNetworks.t @@ -594,7 +594,9 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * * If a tensor operand's type is not fully specified, the dimensions * of the operand are deduced from the operand types and values of the - * operation for which that operand is an output. + * operation for which that operand is an output or from the corresponding + * {@link ANEURALNETWORKS_IF} or {@link ANEURALNETWORKS_WHILE} operation input + * operand type in the case of referenced model input operands. * * <p>In the following situations, a tensor operand type must be fully * specified:<ul> @@ -603,10 +605,10 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * non-nullptr buffer) or * {@link ANeuralNetworksModel_setOperandValueFromMemory}.</li> * <li>The operand is a model input (see - * {@link ANeuralNetworksModel_identifyInputsAndOutputs}). A - * fully specified tensor operand type must either be provided - * to {@link ANeuralNetworksModel_addOperand}; or it must be - * provided to the corresponding + * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) of the main + * model within a compilation. A fully specified tensor operand type + * must either be provided to {@link ANeuralNetworksModel_addOperand}; + * or it must be provided to the corresponding * {@link ANeuralNetworksExecution_setInput}, or * {@link ANeuralNetworksExecution_setInputFromMemory}. * EXCEPTION: If the input is optional and omitted @@ -614,9 +616,9 @@ typedef struct ANeuralNetworksBurst ANeuralNetworksBurst; * {@link ANeuralNetworksExecution_setInput}) then it need * not have a fully specified tensor operand type.</li> * <li>The operand is a model output (see - * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) - * and is to be used with - * {@link ANeuralNetworksExecution_startComputeWithDependencies}. + * {@link ANeuralNetworksModel_identifyInputsAndOutputs}) of the main + * model within a compilation and is to be used with {@link + * ANeuralNetworksExecution_startComputeWithDependencies}. * A fully specified tensor operand type must either be provided * to {@link ANeuralNetworksModel_addOperand}; or it must be * provided to the corresponding diff --git a/nn/tools/api/types.spec b/nn/tools/api/types.spec index bb91b9e43..5ef9f68d4 100644 --- a/nn/tools/api/types.spec +++ b/nn/tools/api/types.spec @@ -6176,7 +6176,8 @@ * The inputs and outputs of the two referenced %{model_or_subgraph}s must agree with the * signature of this operation. That is, if the operation has (3 + n) inputs * and m outputs, both %{model_or_subgraph}s must have n inputs and m outputs with the same - * types as the corresponding operation inputs and outputs. + * types, ranks (if specified), and dimensions (if specified) as the + * corresponding operation inputs and outputs. * * Inputs: * * 0: A value of type {@link %{OperandTypeLinkPfx}TENSOR_BOOL8} and shape [1] @@ -6246,13 +6247,13 @@ * Inputs: * * 0: A {@link %{OperandTypeLinkPfx}%{MODEL_or_SUBGRAPH}} reference to the condition * %{model_or_subgraph}. The %{model_or_subgraph} must have (m + k + n) inputs with - * the same types as the corresponding inputs of the WHILE operation - * and exactly one output of {@link %{OperandTypeLinkPfx}TENSOR_BOOL8} - * and shape [1]. + * the same types, ranks (if specified), and dimensions (if specified) + * as the corresponding inputs of the WHILE operation and exactly one + * output of {@link %{OperandTypeLinkPfx}TENSOR_BOOL8} and shape [1]. * * 1: A {@link %{OperandTypeLinkPfx}%{MODEL_or_SUBGRAPH}} reference to the body %{model_or_subgraph}. * The %{model_or_subgraph} must have (m + k + n) inputs and (m + k) outputs with - * the same types as the corresponding inputs and outputs of the WHILE - * operation. + * the same types, ranks (if specified), and dimensions (if specified) + * as the corresponding inputs and outputs of the WHILE operation. * * (m inputs): Initial values for input-output operands. * * (k inputs): Initial values for state-only operands. * * (n inputs): Values for input-only operands. |