diff options
19 files changed, 24308 insertions, 64 deletions
diff --git a/nn/common/CpuExecutor.cpp b/nn/common/CpuExecutor.cpp index 496fc3540..c42f5cdbd 100644 --- a/nn/common/CpuExecutor.cpp +++ b/nn/common/CpuExecutor.cpp @@ -1041,18 +1041,44 @@ int CpuExecutor::executeOperation(const Operation& operation, RunTimeOperandInfo case OperationType::BIDIRECTIONAL_SEQUENCE_LSTM: { const auto merge_outputs = getScalarData<bool>( operands[ins[BidirectionalSequenceLSTM::kMergeOutputsParam]]); + const bool output_state = (outs.size() == 5 || outs.size() == 6); RunTimeOperandInfo& fwOutput = operands[outs[BidirectionalSequenceLSTM::kFwOutputTensor]]; - Shape fwOutputShape, bwOutputShape; + Shape fwOutputShape, bwOutputShape, fwOutputActivationStateShape, + fwOutputCellStateShape, bwOutputActivationStateShape, bwOutputCellStateShape; BidirectionalSequenceLSTM lstm(operation, operands); - success = lstm.Prepare(operation, operands, &fwOutputShape, &bwOutputShape) && + success = lstm.Prepare(operation, operands, &fwOutputShape, &bwOutputShape, + &fwOutputActivationStateShape, &fwOutputCellStateShape, + &bwOutputActivationStateShape, &bwOutputCellStateShape) && setInfoAndAllocateIfNeeded(&fwOutput, fwOutputShape, &result); if (!merge_outputs) { RunTimeOperandInfo& bwOutput = operands[outs[BidirectionalSequenceLSTM::kBwOutputTensor]]; success = success && setInfoAndAllocateIfNeeded(&bwOutput, bwOutputShape, &result); } + if (output_state) { + uint32_t delta = merge_outputs ? 1 : 0; + RunTimeOperandInfo& fwOutputActivationState = + operands[outs[BidirectionalSequenceLSTM::kFwOutputActivationStateTensor - + delta]]; + RunTimeOperandInfo& fwOutputCellState = + operands[outs[BidirectionalSequenceLSTM::kFwOutputCellStateTensor - delta]]; + RunTimeOperandInfo& bwOutputActivationState = + operands[outs[BidirectionalSequenceLSTM::kBwOutputActivationStateTensor - + delta]]; + RunTimeOperandInfo& bwOutputCellState = + operands[outs[BidirectionalSequenceLSTM::kBwOutputCellStateTensor - delta]]; + success = success && + setInfoAndAllocateIfNeeded(&fwOutputActivationState, + fwOutputActivationStateShape, &result) && + setInfoAndAllocateIfNeeded(&fwOutputCellState, fwOutputCellStateShape, + &result) && + setInfoAndAllocateIfNeeded(&bwOutputActivationState, + bwOutputActivationStateShape, &result) && + setInfoAndAllocateIfNeeded(&bwOutputCellState, bwOutputCellStateShape, + &result); + } success = success && lstm.Eval(); } break; case OperationType::LSTM: { diff --git a/nn/common/Utils.cpp b/nn/common/Utils.cpp index 86983eab6..67f511b6c 100644 --- a/nn/common/Utils.cpp +++ b/nn/common/Utils.cpp @@ -1059,15 +1059,12 @@ int validateOperation(ANeuralNetworksOperationType opType, uint32_t inputCount, case ANEURALNETWORKS_BIDIRECTIONAL_SEQUENCE_LSTM: { std::vector<OperandType> inExpectedTypes; auto inputType = operands[inputIndexes[0]].type; - std::vector<OperandType> outExpectedTypes{inputType, inputType}; - std::vector<OperandType> outExpectedTypesMerged{inputType}; if (inputType != OperandType::TENSOR_FLOAT32 && inputType != OperandType::TENSOR_FLOAT16) { LOG(ERROR) << "Unsupported input tensor type for operation " << getOperationName(opType); return ANEURALNETWORKS_BAD_DATA; } - NN_RETURN_IF_ERROR(validateHalVersion(opType, halVersion, HalVersion::V1_2)); inExpectedTypes = {}; for (int i = 0; i < 48; ++i) { @@ -1086,20 +1083,29 @@ int validateOperation(ANeuralNetworksOperationType opType, uint32_t inputCount, inExpectedTypes.push_back(inputType); } - if (inputCount != 61 || (outputCount != 1 && outputCount != 2)) { + const uint32_t kNumOutputs = 2; + const uint32_t kNumOutputsMerged = 1; + const uint32_t kNumOutputsWithState = 6; + const uint32_t kNumOutputsMergedWithState = 5; + + if (inputCount != 61 || + (outputCount != kNumOutputs && outputCount != kNumOutputsMerged && + outputCount != kNumOutputsWithState && + outputCount != kNumOutputsMergedWithState)) { LOG(ERROR) << "Invalid number of input operands (" << inputCount << ", expected 61) or output operands (" << outputCount - << ", expected 1 or 2) for operation " << getOperationName(opType); + << ", expected 1, 2, 5 or 6) for operation " << getOperationName(opType); return ANEURALNETWORKS_BAD_DATA; } + HalVersion minSupportedHalVersion = HalVersion::V1_2; + if (outputCount == kNumOutputsWithState || outputCount == kNumOutputsMergedWithState) { + minSupportedHalVersion = HalVersion::V1_3; + } + NN_RETURN_IF_ERROR(validateHalVersion(opType, halVersion, minSupportedHalVersion)); + std::vector<OperandType> outExpectedTypes(outputCount, inputType); auto status = validateOperationOperandTypes(operands, inputCount, inputIndexes, inExpectedTypes, outputCount, outputIndexes, outExpectedTypes); - if (status != ANEURALNETWORKS_NO_ERROR) { - status = validateOperationOperandTypes(operands, inputCount, inputIndexes, - inExpectedTypes, outputCount, outputIndexes, - outExpectedTypesMerged); - } return status; } case ANEURALNETWORKS_LSTM: { diff --git a/nn/common/operations/BidirectionalSequenceLSTM.cpp b/nn/common/operations/BidirectionalSequenceLSTM.cpp index 52ed988a9..e37438566 100644 --- a/nn/common/operations/BidirectionalSequenceLSTM.cpp +++ b/nn/common/operations/BidirectionalSequenceLSTM.cpp @@ -161,10 +161,23 @@ BidirectionalSequenceLSTM::BidirectionalSequenceLSTM(const Operation& operation, if (!params_.merge_outputs) { bw_output_ = GetOutput(operation, operands, kBwOutputTensor); } + + params_.output_state = (operation.outputs.size() == 5 || operation.outputs.size() == 6); + if (params_.output_state) { + uint32_t delta = params_.merge_outputs ? 1 : 0; + fw_output_activation_state_ = + GetOutput(operation, operands, kFwOutputActivationStateTensor - delta); + fw_output_cell_state_ = GetOutput(operation, operands, kFwOutputCellStateTensor - delta); + bw_output_activation_state_ = + GetOutput(operation, operands, kBwOutputActivationStateTensor - delta); + bw_output_cell_state_ = GetOutput(operation, operands, kBwOutputCellStateTensor - delta); + } } bool BidirectionalSequenceLSTM::Prepare(const Operation& operation, RunTimeOperandInfo* operands, - Shape* fwOutputShape, Shape* bwOutputShape) { + Shape* fwOutputShape, Shape* bwOutputShape, + Shape* fwOutputActivationState, Shape* fwOutputCellState, + Shape* bwOutputActivationState, Shape* bwOutputCellState) { // Inferring batch size, number of outputs and number of cells from the // input tensors. NN_CHECK(NumDimensions(input_) == 3); @@ -255,6 +268,13 @@ bool BidirectionalSequenceLSTM::Prepare(const Operation& operation, RunTimeOpera bwOutputShape->dimensions[2] = n_bw_output; } + if (params_.output_state) { + *fwOutputActivationState = fw_activation_state_->shape(); + *fwOutputCellState = fw_cell_state_->shape(); + *bwOutputActivationState = bw_activation_state_->shape(); + *bwOutputCellState = bw_cell_state_->shape(); + } + if (params_.use_cifg) { fw_scratch_shape_.dimensions = {n_batch, n_fw_cell * 3}; bw_scratch_shape_.dimensions = {n_batch, n_bw_cell * 3}; @@ -282,9 +302,21 @@ bool BidirectionalSequenceLSTM::Eval() { switch (input_->type) { case OperandType::TENSOR_FLOAT32: { - std::vector<float> fw_activation_state_out( - getNumberOfElements(fw_activation_state_->shape())); - std::vector<float> fw_cell_state_out(getNumberOfElements(fw_cell_state_->shape())); + float* fw_output_activation_state_buffer = nullptr; + float* fw_output_cell_state_buffer = nullptr; + std::vector<float> fw_output_activation_state; + std::vector<float> fw_output_cell_state; + if (params_.output_state) { + fw_output_activation_state_buffer = GetBuffer<float>(fw_output_activation_state_); + fw_output_cell_state_buffer = GetBuffer<float>(fw_output_cell_state_); + } else { + fw_output_activation_state.resize( + getNumberOfElements(fw_activation_state_->shape())); + fw_output_cell_state.resize(getNumberOfElements(fw_cell_state_->shape())); + + fw_output_activation_state_buffer = fw_output_activation_state.data(); + fw_output_cell_state_buffer = fw_output_cell_state.data(); + } std::vector<float> fw_scratch_buffer(getNumberOfElements(fw_scratch_shape_)); const bool kForwardSequence = true; LSTMCell::LSTMEvalFloat32( @@ -319,13 +351,25 @@ bool BidirectionalSequenceLSTM::Eval() { GetOptionalBuffer<const float>(fw_forget_layer_norm_weights_), GetOptionalBuffer<const float>(fw_cell_layer_norm_weights_), GetOptionalBuffer<const float>(fw_output_layer_norm_weights_), - fw_activation_state_out.data(), fw_cell_state_out.data(), + fw_output_activation_state_buffer, fw_output_cell_state_buffer, GetBuffer<float>(fw_output_), fw_scratch_buffer.data(), params_.time_major, kForwardSequence); - std::vector<float> bw_activation_state_out( - getNumberOfElements(bw_activation_state_->shape())); - std::vector<float> bw_cell_state_out(getNumberOfElements(bw_cell_state_->shape())); + float* bw_output_activation_state_buffer; + float* bw_output_cell_state_buffer; + std::vector<float> bw_output_activation_state; + std::vector<float> bw_output_cell_state; + if (params_.output_state) { + bw_output_activation_state_buffer = GetBuffer<float>(bw_output_activation_state_); + bw_output_cell_state_buffer = GetBuffer<float>(bw_output_cell_state_); + } else { + bw_output_activation_state.resize( + getNumberOfElements(bw_activation_state_->shape())); + bw_output_cell_state.resize(getNumberOfElements(bw_cell_state_->shape())); + + bw_output_activation_state_buffer = bw_output_activation_state.data(); + bw_output_cell_state_buffer = bw_output_cell_state.data(); + } std::vector<float> bw_scratch_buffer(getNumberOfElements(bw_scratch_shape_)); const bool kBackwardSequence = false; LSTMCell::LSTMEvalFloat32( @@ -360,7 +404,7 @@ bool BidirectionalSequenceLSTM::Eval() { GetOptionalBuffer<const float>(bw_forget_layer_norm_weights_), GetOptionalBuffer<const float>(bw_cell_layer_norm_weights_), GetOptionalBuffer<const float>(bw_output_layer_norm_weights_), - bw_activation_state_out.data(), bw_cell_state_out.data(), + bw_output_activation_state_buffer, bw_output_cell_state_buffer, params_.merge_outputs ? GetBuffer<float>(fw_output_) + n_fw_output_elements : GetBuffer<float>(bw_output_), bw_scratch_buffer.data(), params_.time_major, kBackwardSequence); @@ -374,9 +418,22 @@ bool BidirectionalSequenceLSTM::Eval() { } } break; case OperandType::TENSOR_FLOAT16: { - std::vector<_Float16> fw_activation_state_out( - getNumberOfElements(fw_activation_state_->shape())); - std::vector<_Float16> fw_cell_state_out(getNumberOfElements(fw_cell_state_->shape())); + _Float16* fw_output_activation_state_buffer; + _Float16* fw_output_cell_state_buffer; + std::vector<_Float16> fw_output_activation_state; + std::vector<_Float16> fw_output_cell_state; + if (params_.output_state) { + fw_output_activation_state_buffer = + GetBuffer<_Float16>(fw_output_activation_state_); + fw_output_cell_state_buffer = GetBuffer<_Float16>(fw_output_cell_state_); + } else { + fw_output_activation_state.resize( + getNumberOfElements(fw_activation_state_->shape())); + fw_output_cell_state.resize(getNumberOfElements(fw_cell_state_->shape())); + + fw_output_activation_state_buffer = fw_output_activation_state.data(); + fw_output_cell_state_buffer = fw_output_cell_state.data(); + } std::vector<_Float16> fw_scratch_buffer(getNumberOfElements(fw_scratch_shape_)); const bool kForwardSequence = true; LSTMCell::LSTMEvalFloat16( @@ -411,13 +468,26 @@ bool BidirectionalSequenceLSTM::Eval() { GetOptionalBuffer<const _Float16>(fw_forget_layer_norm_weights_), GetOptionalBuffer<const _Float16>(fw_cell_layer_norm_weights_), GetOptionalBuffer<const _Float16>(fw_output_layer_norm_weights_), - fw_activation_state_out.data(), fw_cell_state_out.data(), + fw_output_activation_state_buffer, fw_output_cell_state_buffer, GetBuffer<_Float16>(fw_output_), fw_scratch_buffer.data(), params_.time_major, kForwardSequence); - std::vector<_Float16> bw_activation_state_out( - getNumberOfElements(bw_activation_state_->shape())); - std::vector<_Float16> bw_cell_state_out(getNumberOfElements(bw_cell_state_->shape())); + _Float16* bw_output_activation_state_buffer; + _Float16* bw_output_cell_state_buffer; + std::vector<_Float16> bw_output_activation_state; + std::vector<_Float16> bw_output_cell_state; + if (params_.output_state) { + bw_output_activation_state_buffer = + GetBuffer<_Float16>(bw_output_activation_state_); + bw_output_cell_state_buffer = GetBuffer<_Float16>(bw_output_cell_state_); + } else { + bw_output_activation_state.resize( + getNumberOfElements(bw_activation_state_->shape())); + bw_output_cell_state.resize(getNumberOfElements(bw_cell_state_->shape())); + + bw_output_activation_state_buffer = bw_output_activation_state.data(); + bw_output_cell_state_buffer = bw_output_cell_state.data(); + } std::vector<_Float16> bw_scratch_buffer(getNumberOfElements(bw_scratch_shape_)); const bool kBackwardSequence = false; LSTMCell::LSTMEvalFloat16( @@ -452,7 +522,7 @@ bool BidirectionalSequenceLSTM::Eval() { GetOptionalBuffer<const _Float16>(bw_forget_layer_norm_weights_), GetOptionalBuffer<const _Float16>(bw_cell_layer_norm_weights_), GetOptionalBuffer<const _Float16>(bw_output_layer_norm_weights_), - bw_activation_state_out.data(), bw_cell_state_out.data(), + bw_output_activation_state_buffer, bw_output_cell_state_buffer, params_.merge_outputs ? GetBuffer<_Float16>(fw_output_) + n_fw_output_elements : GetBuffer<_Float16>(bw_output_), bw_scratch_buffer.data(), params_.time_major, kBackwardSequence); diff --git a/nn/common/operations/BidirectionalSequenceLSTM.h b/nn/common/operations/BidirectionalSequenceLSTM.h index 753e4728f..184b65da0 100644 --- a/nn/common/operations/BidirectionalSequenceLSTM.h +++ b/nn/common/operations/BidirectionalSequenceLSTM.h @@ -37,7 +37,9 @@ class BidirectionalSequenceLSTM { BidirectionalSequenceLSTM(const hal::Operation& operation, RunTimeOperandInfo* operands); bool Prepare(const hal::Operation& operation, RunTimeOperandInfo* operands, - Shape* fwOutputShape, Shape* bwOutputShape); + Shape* fwOutputShape, Shape* bwOutputShape, Shape* fwOutputActivationState, + Shape* fwOutputCellState, Shape* bwOutputActivationState, + Shape* bwOutputCellState); bool Eval(); // Input Tensors of size {max_time, n_batch, n_input} @@ -148,6 +150,11 @@ class BidirectionalSequenceLSTM { static constexpr int kFwOutputTensor = 0; static constexpr int kBwOutputTensor = 1; // Ignored if merge_outputs is set. + static constexpr int kFwOutputActivationStateTensor = 2; + static constexpr int kFwOutputCellStateTensor = 3; + static constexpr int kBwOutputActivationStateTensor = 4; + static constexpr int kBwOutputCellStateTensor = 5; + private: LSTMParams params_; Shape fw_scratch_shape_; @@ -226,6 +233,11 @@ class BidirectionalSequenceLSTM { const RunTimeOperandInfo* bw_activation_state_; const RunTimeOperandInfo* bw_cell_state_; RunTimeOperandInfo* bw_output_; + + RunTimeOperandInfo* fw_output_activation_state_; + RunTimeOperandInfo* fw_output_cell_state_; + RunTimeOperandInfo* bw_output_activation_state_; + RunTimeOperandInfo* bw_output_cell_state_; }; } // namespace nn diff --git a/nn/common/operations/BidirectionalSequenceRNN.cpp b/nn/common/operations/BidirectionalSequenceRNN.cpp index 1e37f1627..0d829ce93 100644 --- a/nn/common/operations/BidirectionalSequenceRNN.cpp +++ b/nn/common/operations/BidirectionalSequenceRNN.cpp @@ -16,6 +16,10 @@ #define LOG_TAG "Operations" +#include <algorithm> +#include <utility> +#include <vector> + #include "HalInterfaces.h" #include "OperationResolver.h" #include "RNN.h" @@ -45,8 +49,15 @@ constexpr uint32_t kActivationParam = 12; constexpr uint32_t kTimeMajorParam = 13; constexpr uint32_t kMergeOutputsParam = 14; +constexpr uint32_t kNumOutputs = 2; +constexpr uint32_t kNumOutputsMerged = 1; +constexpr uint32_t kNumOutputsWithState = 4; +constexpr uint32_t kNumOutputsMergedWithState = 3; + constexpr uint32_t kFwOutputTensor = 0; constexpr uint32_t kBwOutputTensor = 1; // Only if mergeOutputs parameter is false +constexpr uint32_t kFwOutputHiddenStateTensor = 2; +constexpr uint32_t kBwOutputHiddenStateTensor = 3; namespace { @@ -110,8 +121,8 @@ bool executeTyped(IOperationExecutionContext* context) { Shape bwAuxWeightsShape = context->getInputShape(kBwAuxWeightsTensor); int32_t activation = context->getInputValue<int32_t>(kActivationParam); - int32_t timeMajor = context->getInputValue<bool>(kTimeMajorParam); - int32_t mergeOutputs = context->getInputValue<bool>(kMergeOutputsParam); + bool timeMajor = context->getInputValue<bool>(kTimeMajorParam); + bool mergeOutputs = context->getInputValue<bool>(kMergeOutputsParam); T* fwOutput = context->getOutputBuffer<T>(kFwOutputTensor); Shape fwOutputShape = context->getOutputShape(kFwOutputTensor); @@ -184,8 +195,22 @@ bool executeTyped(IOperationExecutionContext* context) { fixedTimeAuxInputShape = removeFirstDim(auxInputShape); } + const bool outputState = (context->getNumOutputs() == kNumOutputsWithState || + context->getNumOutputs() == kNumOutputsMergedWithState); + T* fwOutputHiddenState = nullptr; + T* bwOutputHiddenState = nullptr; // Create an additional buffer to store a hidden state between steps. - std::vector<T> tempHiddenState(batchSize * fwNumUnits); + std::vector<T> tempHiddenState; + if (outputState) { + const int delta = mergeOutputs ? 1 : 0; + fwOutputHiddenState = context->getOutputBuffer<T>(kFwOutputHiddenStateTensor - delta); + bwOutputHiddenState = context->getOutputBuffer<T>(kBwOutputHiddenStateTensor - delta); + } else { + tempHiddenState.resize(std::max(batchSize * fwNumUnits, batchSize * bwNumUnits)); + fwOutputHiddenState = tempHiddenState.data(); + bwOutputHiddenState = tempHiddenState.data(); + } + // Forward pass for (int i = 0; i < maxTime; ++i) { const T* inputBatchPtr = input + i * batchSize * inputSize; @@ -200,12 +225,11 @@ bool executeTyped(IOperationExecutionContext* context) { fixedTimeAuxInputShape, fwHiddenState, fwBias, fwWeights, fwWeightsShape, fwAuxWeights, fwAuxWeightsShape, fwRecurrentWeights, fwRecurrentWeightsShape, activation, fwOutputBatchStride, - /*outputBatchOffset=*/0, fwOutputBatchPtr, tempHiddenState.data()); + /*outputBatchOffset=*/0, fwOutputBatchPtr, fwOutputHiddenState); - fwHiddenState = tempHiddenState.data(); + fwHiddenState = fwOutputHiddenState; } - tempHiddenState.resize(batchSize * bwNumUnits); // Backward pass for (int i = maxTime - 1; i >= 0; --i) { const T* inputBatchPtr = input + i * batchSize * inputSize; @@ -229,9 +253,9 @@ bool executeTyped(IOperationExecutionContext* context) { fixedTimeAuxInputShape, bwHiddenState, bwBias, bwWeights, bwWeightsShape, bwAuxWeights, bwAuxWeightsShape, bwRecurrentWeights, bwRecurrentWeightsShape, activation, bwOutputBatchStride, - bwOutputBatchOffset, bwOutputBatchPtr, tempHiddenState.data()); + bwOutputBatchOffset, bwOutputBatchPtr, bwOutputHiddenState); - bwHiddenState = tempHiddenState.data(); + bwHiddenState = bwOutputHiddenState; } // If the inputs were in batch major format, transpose data in temporary @@ -253,7 +277,10 @@ bool validate(const IOperationValidationContext* context) { NN_RET_CHECK_EQ(context->getNumInputs(), kNumInputs); // Exact number is dependent on the mergeOutputs parameter and checked // during preparation. - NN_RET_CHECK(context->getNumOutputs() == 1 || context->getNumOutputs() == 2); + const uint32_t numOutputs = context->getNumOutputs(); + NN_RET_CHECK(numOutputs == kNumOutputs || numOutputs == kNumOutputsMerged || + numOutputs == kNumOutputsWithState || numOutputs == kNumOutputsMergedWithState); + OperandType inputType = context->getInputType(kInputTensor); if (inputType != OperandType::TENSOR_FLOAT16 && inputType != OperandType::TENSOR_FLOAT32) { LOG(ERROR) << "Unsupported input operand type for UNIDIRECTIONAL_SEQUENCE_RNN op: " @@ -264,20 +291,24 @@ bool validate(const IOperationValidationContext* context) { context, {inputType, inputType, inputType, inputType, inputType, inputType, inputType, inputType, inputType, inputType, inputType, inputType, OperandType::INT32, OperandType::BOOL, OperandType::BOOL})); - if (context->getNumOutputs() == 1) { - NN_RET_CHECK(validateOutputTypes(context, {inputType})); - } else { - NN_RET_CHECK(validateOutputTypes(context, {inputType, inputType})); + + std::vector<OperandType> outExpectedTypes(numOutputs, inputType); + NN_RET_CHECK(validateOutputTypes(context, outExpectedTypes)); + + HalVersion minSupportedHalVersion = HalVersion::V1_2; + if (numOutputs == kNumOutputsWithState || numOutputs == kNumOutputsMergedWithState) { + minSupportedHalVersion = HalVersion::V1_3; } - return validateHalVersion(context, HalVersion::V1_2); + return validateHalVersion(context, minSupportedHalVersion); } bool prepare(IOperationExecutionContext* context) { - int32_t mergeOutputs = context->getInputValue<bool>(kMergeOutputsParam); + const bool mergeOutputs = context->getInputValue<bool>(kMergeOutputsParam); + const int32_t numOutputs = context->getNumOutputs(); if (mergeOutputs) { - NN_RET_CHECK_EQ(context->getNumOutputs(), 1); + NN_RET_CHECK(numOutputs == kNumOutputsMerged || numOutputs == kNumOutputsMergedWithState); } else { - NN_RET_CHECK_EQ(context->getNumOutputs(), 2); + NN_RET_CHECK(numOutputs == kNumOutputs || numOutputs == kNumOutputsWithState); } // Check that none of the required inputs are omitted. @@ -375,6 +406,16 @@ bool prepare(IOperationExecutionContext* context) { NN_RET_CHECK(context->setOutputShape(kBwOutputTensor, bwOutput)); } + const bool outputState = + (numOutputs == kNumOutputsWithState || numOutputs == kNumOutputsMergedWithState); + if (outputState) { + const int delta = mergeOutputs ? 1 : 0; + NN_RET_CHECK(context->setOutputShape(kFwOutputHiddenStateTensor - delta, + context->getInputShape(kFwHiddenStateTensor))); + NN_RET_CHECK(context->setOutputShape(kBwOutputHiddenStateTensor - delta, + context->getInputShape(kBwHiddenStateTensor))); + } + return true; } diff --git a/nn/common/operations/LSTM.h b/nn/common/operations/LSTM.h index 63c1ca7e9..01243aa95 100644 --- a/nn/common/operations/LSTM.h +++ b/nn/common/operations/LSTM.h @@ -40,6 +40,7 @@ struct LSTMParams { bool use_projection_bias; bool merge_outputs; bool time_major; + bool output_state; }; struct RunTimeOperandInfo; diff --git a/nn/common/operations/UnidirectionalSequenceLSTM.cpp b/nn/common/operations/UnidirectionalSequenceLSTM.cpp index abed46486..03854f65f 100644 --- a/nn/common/operations/UnidirectionalSequenceLSTM.cpp +++ b/nn/common/operations/UnidirectionalSequenceLSTM.cpp @@ -16,6 +16,8 @@ #define LOG_TAG "Operations" +#include <vector> + #include "HalInterfaces.h" #include "IndexedShapeWrapper.h" #include "LSTM.h" @@ -78,8 +80,11 @@ constexpr uint32_t kOutputLayerNormWeightsTensor = 27; // Optional // Output tensors. constexpr uint32_t kNumOutputs = 1; +constexpr uint32_t kNumOutputsWithState = 3; constexpr uint32_t kOutputTensor = 0; +constexpr uint32_t kOutputStateOutTensor = 1; +constexpr uint32_t kCellStateOutTensor = 2; namespace { @@ -112,7 +117,8 @@ inline LSTMParams getLSTMParams(IOperationExecutionContext* context) { bool validate(const IOperationValidationContext* context) { NN_RET_CHECK_EQ(context->getNumInputs(), kNumInputs); - NN_RET_CHECK_EQ(context->getNumOutputs(), kNumOutputs); + const uint32_t numOutputs = context->getNumOutputs(); + NN_RET_CHECK(numOutputs == kNumOutputs || numOutputs == kNumOutputsWithState); const OperandType inputType = context->getInputType(kInputTensor); std::vector<OperandType> inExpectedTypes; std::vector<OperandType> outExpectedTypes; @@ -153,9 +159,14 @@ bool validate(const IOperationValidationContext* context) { << "Unsupported input operand type for UNIDIRECTIONAL_SEQUENCE_LSTM op: " << toString(inputType); } + HalVersion minHalVersionSupported = HalVersion::V1_2; + if (context->getNumOutputs() == kNumOutputsWithState) { + minHalVersionSupported = HalVersion::V1_3; + outExpectedTypes.insert(outExpectedTypes.end(), {inputType, inputType}); + } NN_RET_CHECK(validateInputTypes(context, inExpectedTypes)); NN_RET_CHECK(validateOutputTypes(context, outExpectedTypes)); - return validateHalVersion(context, HalVersion::V1_2); + return validateHalVersion(context, minHalVersionSupported); } bool prepare(IOperationExecutionContext* context) { @@ -363,6 +374,23 @@ bool prepare(IOperationExecutionContext* context) { Shape outputShape = context->getInputShape(kInputTensor); outputShape.dimensions[2] = outputSize; + if (context->getNumOutputs() == kNumOutputsWithState) { + NN_RET_CHECK(!context->isOmittedOutput(kOutputStateOutTensor)); + NN_RET_CHECK(!context->isOmittedOutput(kCellStateOutTensor)); + + Shape outputStateOutTensor = context->getInputShape(kOutputStateInTensor); + outputStateOutTensor.dimensions.resize(2); + outputStateOutTensor.dimensions[0] = batchSize; + outputStateOutTensor.dimensions[1] = outputSize; + NN_RET_CHECK(context->setOutputShape(kOutputStateOutTensor, outputStateOutTensor)); + + Shape cellStateOutTensor = context->getInputShape(kCellStateInTensor); + cellStateOutTensor.dimensions.resize(2); + cellStateOutTensor.dimensions[0] = batchSize; + cellStateOutTensor.dimensions[1] = numCells; + NN_RET_CHECK(context->setOutputShape(kCellStateOutTensor, cellStateOutTensor)); + } + return context->setOutputShape(kOutputTensor, outputShape); } @@ -371,12 +399,25 @@ bool execute(IOperationExecutionContext* context) { const auto cellStateSize = getNumberOfElements(context->getInputShape(kCellStateInTensor)); const bool use_cifg = !hasTensor(context, kInputToInputWeightsTensor); const auto scratchSize = use_cifg ? 3 * cellStateSize : 4 * cellStateSize; + const bool useStateOutTensors = (context->getNumOutputs() == kNumOutputsWithState); const OperandType inputType = context->getInputType(kInputTensor); switch (inputType) { case OperandType::TENSOR_FLOAT32: { - std::vector<float> outputStateOut(outputStateSize); - std::vector<float> cellStateOut(cellStateSize); + // Initialize empty vectors and resize below only if needed + std::vector<float> outputStateOutBuffer; + std::vector<float> cellStateOutBuffer; + float* outputStateOut; + float* cellStateOut; + if (useStateOutTensors) { + outputStateOut = context->getOutputBuffer<float>(kOutputStateOutTensor); + cellStateOut = context->getOutputBuffer<float>(kCellStateOutTensor); + } else { + outputStateOutBuffer.resize(outputStateSize); + cellStateOutBuffer.resize(cellStateSize); + outputStateOut = outputStateOutBuffer.data(); + cellStateOut = cellStateOutBuffer.data(); + } std::vector<float> scratchBuffer(scratchSize); LSTMCell::LSTMEvalFloat32( getLSTMParams<float>(context), context->getInputBuffer<float>(kInputTensor), @@ -410,14 +451,25 @@ bool execute(IOperationExecutionContext* context) { context->getInputBuffer<float>(kInputLayerNormWeightsTensor), context->getInputBuffer<float>(kForgetLayerNormWeightsTensor), context->getInputBuffer<float>(kCellLayerNormWeightsTensor), - context->getInputBuffer<float>(kOutputLayerNormWeightsTensor), - outputStateOut.data(), cellStateOut.data(), - context->getOutputBuffer<float>(kOutputTensor), scratchBuffer.data(), - isTimeMajor(context)); + context->getInputBuffer<float>(kOutputLayerNormWeightsTensor), outputStateOut, + cellStateOut, context->getOutputBuffer<float>(kOutputTensor), + scratchBuffer.data(), isTimeMajor(context)); } break; case OperandType::TENSOR_FLOAT16: { - std::vector<_Float16> outputStateOut(outputStateSize); - std::vector<_Float16> cellStateOut(cellStateSize); + // Initialize empty vectors and resize below only if needed + std::vector<_Float16> outputStateOutBuffer; + std::vector<_Float16> cellStateOutBuffer; + _Float16* outputStateOut; + _Float16* cellStateOut; + if (useStateOutTensors) { + outputStateOut = context->getOutputBuffer<_Float16>(kOutputStateOutTensor); + cellStateOut = context->getOutputBuffer<_Float16>(kCellStateOutTensor); + } else { + outputStateOutBuffer.resize(outputStateSize); + cellStateOutBuffer.resize(cellStateSize); + outputStateOut = outputStateOutBuffer.data(); + cellStateOut = cellStateOutBuffer.data(); + } std::vector<_Float16> scratchBuffer(scratchSize); LSTMCell::LSTMEvalFloat16( getLSTMParams<_Float16>(context), @@ -453,9 +505,8 @@ bool execute(IOperationExecutionContext* context) { context->getInputBuffer<_Float16>(kForgetLayerNormWeightsTensor), context->getInputBuffer<_Float16>(kCellLayerNormWeightsTensor), context->getInputBuffer<_Float16>(kOutputLayerNormWeightsTensor), - outputStateOut.data(), cellStateOut.data(), - context->getOutputBuffer<_Float16>(kOutputTensor), scratchBuffer.data(), - isTimeMajor(context)); + outputStateOut, cellStateOut, context->getOutputBuffer<_Float16>(kOutputTensor), + scratchBuffer.data(), isTimeMajor(context)); } break; default: { LOG(ERROR) << "Unsupported data type: " << static_cast<int>(inputType); diff --git a/nn/common/operations/UnidirectionalSequenceRNN.cpp b/nn/common/operations/UnidirectionalSequenceRNN.cpp index 57479071c..273b7017a 100644 --- a/nn/common/operations/UnidirectionalSequenceRNN.cpp +++ b/nn/common/operations/UnidirectionalSequenceRNN.cpp @@ -16,6 +16,10 @@ #define LOG_TAG "Operations" +#include <algorithm> +#include <utility> +#include <vector> + #include "HalInterfaces.h" #include "OperationResolver.h" #include "RNN.h" @@ -34,7 +38,9 @@ constexpr uint32_t kActivationParam = 5; constexpr uint32_t kTimeMajorParam = 6; constexpr uint32_t kNumOutputs = 1; +constexpr uint32_t kNumOutputsWithState = 2; constexpr uint32_t kOutputTensor = 0; +constexpr uint32_t kStateOutputTensor = 1; namespace { @@ -111,6 +117,12 @@ bool executeTyped(IOperationExecutionContext* context) { transposeFirstTwoDims(outputTransposed.data(), outputShape, context->getOutputBuffer<T>(kOutputTensor)); } + + if (context->getNumOutputs() == kNumOutputsWithState) { + // We checked that the state output is not omitted during preparation. + T* stateOutput = context->getOutputBuffer<T>(kStateOutputTensor); + std::copy(hiddenState, hiddenState + batchSize * numUnits, stateOutput); + } return true; } @@ -118,7 +130,8 @@ bool executeTyped(IOperationExecutionContext* context) { bool validate(const IOperationValidationContext* context) { NN_RET_CHECK_EQ(context->getNumInputs(), kNumInputs); - NN_RET_CHECK_EQ(context->getNumOutputs(), kNumOutputs); + const int numOutputs = context->getNumOutputs(); + NN_RET_CHECK(numOutputs == kNumOutputs || numOutputs == kNumOutputsWithState); OperandType inputType = context->getInputType(kInputTensor); if (inputType != OperandType::TENSOR_FLOAT16 && inputType != OperandType::TENSOR_FLOAT32) { LOG(ERROR) << "Unsupported input operand type for UNIDIRECTIONAL_SEQUENCE_RNN op: " @@ -127,8 +140,14 @@ bool validate(const IOperationValidationContext* context) { } NN_RET_CHECK(validateInputTypes(context, {inputType, inputType, inputType, inputType, inputType, OperandType::INT32, OperandType::INT32})); - NN_RET_CHECK(validateOutputTypes(context, {inputType})); - return validateHalVersion(context, HalVersion::V1_2); + std::vector<OperandType> outputTypes = {inputType}; + HalVersion minHalVersionSupported = HalVersion::V1_2; + if (numOutputs == kNumOutputsWithState) { + minHalVersionSupported = HalVersion::V1_3; + outputTypes.push_back(inputType); + } + NN_RET_CHECK(validateOutputTypes(context, outputTypes)); + return validateHalVersion(context, minHalVersionSupported); } bool prepare(IOperationExecutionContext* context) { @@ -161,10 +180,20 @@ bool prepare(IOperationExecutionContext* context) { NN_RET_CHECK_EQ(numUnits, getSizeOfDimension(hiddenState, 1)); Shape output = context->getOutputShape(kOutputTensor); + output.dimensions.resize(3); output.dimensions[0] = timeMajor ? maxTime : batchSize; output.dimensions[1] = timeMajor ? batchSize : maxTime; output.dimensions[2] = numUnits; + if (context->getNumOutputs() == kNumOutputsWithState) { + NN_RET_CHECK(!context->isOmittedOutput(kStateOutputTensor)); + Shape outputStateShape = context->getInputShape(kHiddenStateTensor); + outputStateShape.dimensions.resize(2); + outputStateShape.dimensions[0] = batchSize; + outputStateShape.dimensions[1] = numUnits; + NN_RET_CHECK(context->setOutputShape(kStateOutputTensor, outputStateShape)); + } + return context->setOutputShape(kOutputTensor, output); } diff --git a/nn/runtime/include/NeuralNetworks.h b/nn/runtime/include/NeuralNetworks.h index b4851fcb0..d1121457e 100644 --- a/nn/runtime/include/NeuralNetworks.h +++ b/nn/runtime/include/NeuralNetworks.h @@ -2773,6 +2773,30 @@ typedef enum { * A 3-D tensor of shape: * If time-major: [max_time, batch_size, bw_output_size] * If batch-major: [batch_size, max_time, bw_output_size] + * * 2: The forward activation state output. + * A 2-D tensor of shape [batch_size, fw_output_size] containing an + * activation state from the last time step in the sequence. This + * output is optional and can be omitted. If this output is present + * then outputs 3-5 must be present as well. + * Available since API level 30. + * * 3: The forward cell state output. + * A tensor of shape [batch_size, fw_cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. If this output is present + * then outputs 2, 4, 5 must be present as well. + * Available since API level 30. + * * 4: The backward activation state output. + * A 2-D tensor of shape [batch_size, bw_output_size] containing an + * activation state from the last time step in the sequence. This + * output is optional and can be omitted. If this output is present + * then outputs 2, 3, 5 must be present as well. + * Available since API level 30. + * * 5: The backward cell state output. + * A tensor of shape [batch_size, bw_cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. If this output is present + * then outputs 2-4 must be present as well. + * Available since API level 30. * * Available since API level 29. * @@ -2896,6 +2920,18 @@ typedef enum { * (timeMajor). If it is set to true, then the shape is set to * [maxTime, batchSize, bwNumUnits], otherwise the shape is set to * [batchSize, maxTime, bwNumUnits]. + * * 2: The forward hidden state output. + * A 2-D tensor of shape [batchSize, fwNumUnits] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then output + * 3 must be present as well. + * Available since API level 30. + * * 3: The backward hidden state output. + * A 2-D tensor of shape [batchSize, bwNumUnits] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then output + * 2 must be present as well. + * Available since API level 30. * * Available since API level 29. * @@ -4981,6 +5017,15 @@ typedef enum { * A 3-D tensor of shape: * If time-major: [max_time, batch_size, output_size] * If batch-major: [batch_size, max_time, output_size] + * * 1: A tensor of shape [batch_size, output_size] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then + * output #2 must be present as well. + * Available since API level 30. + * * 2: A tensor of shape [batch_size, cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. + * Available since API level 30. * * Available since API level 29. * @@ -5042,6 +5087,10 @@ typedef enum { * it is set to 1, then the output has a shape [maxTime, batchSize, * numUnits], otherwise the output has a shape [batchSize, maxTime, * numUnits]. + * * 1: A tensor of shape [batchSize, numUnits] containing hidden state + * from the last time step in the sequence. This output is optional + * and can be omitted. + * Available since API level 30. * * Available since API level 29. * diff --git a/nn/runtime/test/TestValidateOperations.cpp b/nn/runtime/test/TestValidateOperations.cpp index 304935f79..6362a163d 100644 --- a/nn/runtime/test/TestValidateOperations.cpp +++ b/nn/runtime/test/TestValidateOperations.cpp @@ -341,9 +341,21 @@ class OperationTestBase { return true; } std::vector<OperandTypeWithExtraParams> outputs = mValidOutputs; - for (int i = 0; i < 5; i++) { + for (int i = 0; i < 6; i++) { outputs.push_back(outputs[0]); if (ANEURALNETWORKS_NO_ERROR == addOperation(mValidInputs, outputs)) { + if (mOpCode == ANEURALNETWORKS_UNIDIRECTIONAL_SEQUENCE_RNN && i < 1) { + continue; + } + if (mOpCode == ANEURALNETWORKS_UNIDIRECTIONAL_SEQUENCE_LSTM && i < 3) { + continue; + } + if (mOpCode == ANEURALNETWORKS_BIDIRECTIONAL_SEQUENCE_RNN && i < 3) { + continue; + } + if (mOpCode == ANEURALNETWORKS_BIDIRECTIONAL_SEQUENCE_LSTM && i < 5) { + continue; + } return false; } } diff --git a/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm_state_output.example.cpp b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm_state_output.example.cpp new file mode 100644 index 000000000..46a39dd90 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm_state_output.example.cpp @@ -0,0 +1,2380 @@ +// Generated from bidirectional_sequence_lstm_state_output.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::bidirectional_sequence_lstm_state_output { + +const TestModel& get_test_model_blackbox() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02973187f, 0.1229473f, 0.20885126f, -0.15358765f, -0.03716109f, 0.12507336f, 0.41193449f, -0.20860538f, -0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.41584f, 0.1496f, 0.407424f, -0.252775f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.402085f, 0.178675f, 0.610687f, -0.373812f}), + .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, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62, 63, 64, 65, 66}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62, 63, 64, 65, 66} + }; + return model; +} + +const auto dummy_test_model_blackbox = TestModelManager::get().add("bidirectional_sequence_lstm_state_output_blackbox", get_test_model_blackbox()); + +} // namespace generated_tests::bidirectional_sequence_lstm_state_output + +namespace generated_tests::bidirectional_sequence_lstm_state_output { + +const TestModel& get_test_model_blackbox_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 16, 17, 26, 27, 28, 33, 34, 39, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60, 67, 70, 73, 76, 79, 82, 85, 88, 91, 94, 97, 100, 103, 106, 109, 112, 115, 118, 121, 124, 127, 130, 133, 136, 139, 142, 145, 148, 151}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 + }, { + .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 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02973187f, 0.1229473f, 0.20885126f, -0.15358765f, -0.03716109f, 0.12507336f, 0.41193449f, -0.20860538f, -0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.41584f, 0.1496f, 0.407424f, -0.252775f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.402085f, 0.178675f, 0.610687f, -0.373812f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {67, 68, 69}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {70, 71, 72}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {73, 74, 75}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {76, 77, 78}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {79, 80, 81}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {82, 83, 84}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {85, 86, 87}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {88, 89, 90}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {91, 92, 93}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {94, 95, 96}, + .outputs = {12}, + .type = TestOperationType::ADD + }, { + .inputs = {97, 98, 99}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {100, 101, 102}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {103, 104, 105}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {106, 107, 108}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {109, 110, 111}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {112, 113, 114}, + .outputs = {20}, + .type = TestOperationType::ADD + }, { + .inputs = {115, 116, 117}, + .outputs = {21}, + .type = TestOperationType::ADD + }, { + .inputs = {118, 119, 120}, + .outputs = {22}, + .type = TestOperationType::ADD + }, { + .inputs = {121, 122, 123}, + .outputs = {23}, + .type = TestOperationType::ADD + }, { + .inputs = {124, 125, 126}, + .outputs = {24}, + .type = TestOperationType::ADD + }, { + .inputs = {127, 128, 129}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {130, 131, 132}, + .outputs = {29}, + .type = TestOperationType::ADD + }, { + .inputs = {133, 134, 135}, + .outputs = {30}, + .type = TestOperationType::ADD + }, { + .inputs = {136, 137, 138}, + .outputs = {31}, + .type = TestOperationType::ADD + }, { + .inputs = {139, 140, 141}, + .outputs = {32}, + .type = TestOperationType::ADD + }, { + .inputs = {142, 143, 144}, + .outputs = {35}, + .type = TestOperationType::ADD + }, { + .inputs = {145, 146, 147}, + .outputs = {36}, + .type = TestOperationType::ADD + }, { + .inputs = {148, 149, 150}, + .outputs = {37}, + .type = TestOperationType::ADD + }, { + .inputs = {151, 152, 153}, + .outputs = {38}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62, 63, 64, 65, 66}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62, 63, 64, 65, 66} + }; + return model; +} + +const auto dummy_test_model_blackbox_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_lstm_state_output_blackbox_all_inputs_as_internal", get_test_model_blackbox_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_lstm_state_output + diff --git a/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_state_output.example.cpp b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_state_output.example.cpp new file mode 100644 index 000000000..577c44856 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_state_output.example.cpp @@ -0,0 +1,13770 @@ +// Generated from bidirectional_sequence_rnn_state_output.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 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0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 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0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox", get_test_model_blackbox()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 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0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_all_inputs_as_internal", get_test_model_blackbox_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 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0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_relaxed", get_test_model_blackbox_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_relaxed_all_inputs_as_internal", get_test_model_blackbox_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, 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-0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, 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-0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 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0.015242000110447407f, 0.1406240016222f, 0.4925619959831238f, 0.39509499073028564f, 0.1477220058441162f, 0.0f, 0.7849249839782715f, 0.0f, 1.654770016670227f, 0.7152569890022278f, 0.0f, 0.0f, 0.0f, 0.6850240230560303f, 0.0f, 1.895050048828125f, 1.0003700256347656f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5265899896621704f, 0.0f, 0.0f, 0.0f, 0.0f, 0.6185830235481262f, 0.0f, 0.11114999651908875f, 0.0f, 1.371940016746521f, 0.6302250027656555f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.03221239894628525f, 0.0f, 0.0f, 0.0f, 0.0f, 0.43083399534225464f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 0.9912970066070557f, 1.9845099449157715f, 0.0f, 0.0f, 0.1115109995007515f, 0.0f, 1.0551300048828125f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.41255900263786316f, 0.04299579933285713f, 0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_float16", get_test_model_blackbox_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.0f, 0.0f, 0.5249009728431702f, 0.0f, 0.0f, 0.0f, 0.0f, 1.0211600065231323f, 0.0f, 1.3576200008392334f, 0.0f, 0.35690900683403015f, 0.4364149868488312f, 0.03557270020246506f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.26233500242233276f, 0.0f, 0.0f, 0.0f, 1.3399200439453125f, 0.0f, 2.973900079727173f, 0.0f, 0.0f, 1.3191399574279785f, 2.6614699363708496f, 0.0f, 0.0f, 0.9425680041313171f, 0.0f, 0.0f, 0.0f, 0.02550699934363365f, 0.0f, 0.0f, 0.0f, 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0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_float16_all_inputs_as_internal", get_test_model_blackbox_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 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1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major", get_test_model_blackbox_time_major()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 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0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_all_inputs_as_internal", get_test_model_blackbox_time_major_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 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0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 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0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_relaxed", get_test_model_blackbox_time_major_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_relaxed_all_inputs_as_internal", get_test_model_blackbox_time_major_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, 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0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, 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0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 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0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_float16", get_test_model_blackbox_time_major_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 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TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, 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0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, 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.zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_float16_all_inputs_as_internal", get_test_model_blackbox_time_major_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = 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0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs", get_test_model_blackbox_time_major_merge_outputs()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 18, 21, 24, 27, 30, 33, 36, 39, 42}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 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TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {18, 19, 20}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {24, 25, 26}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {27, 28, 29}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {30, 31, 32}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {33, 34, 35}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {36, 37, 38}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {39, 40, 41}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {42, 43, 44}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs_all_inputs_as_internal", get_test_model_blackbox_time_major_merge_outputs_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 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TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs_relaxed", get_test_model_blackbox_time_major_merge_outputs_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 18, 21, 24, 27, 30, 33, 36, 39, 42}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {18, 19, 20}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {24, 25, 26}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {27, 28, 29}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {30, 31, 32}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {33, 34, 35}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {36, 37, 38}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {39, 40, 41}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {42, 43, 44}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs_relaxed_all_inputs_as_internal", get_test_model_blackbox_time_major_merge_outputs_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 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false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + 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0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs_float16", get_test_model_blackbox_time_major_merge_outputs_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_time_major_merge_outputs_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 18, 21, 24, 27, 30, 33, 36, 39, 42}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 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= {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {18, 19, 20}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {24, 25, 26}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {27, 28, 29}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {30, 31, 32}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {33, 34, 35}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {36, 37, 38}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {39, 40, 41}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {42, 43, 44}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_merge_outputs_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_time_major_merge_outputs_float16_all_inputs_as_internal", get_test_model_blackbox_time_major_merge_outputs_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 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0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, 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TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 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1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs", get_test_model_blackbox_reversed_inputs()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 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0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs_all_inputs_as_internal", get_test_model_blackbox_reversed_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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-0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, 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-0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 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0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.00981836f, 0.0f, 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0.0291232f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs_relaxed", get_test_model_blackbox_reversed_inputs_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 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0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs_relaxed_all_inputs_as_internal", get_test_model_blackbox_reversed_inputs_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 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-0.8825535178184509f, -0.851479172706604f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, 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-0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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-0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f, 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.zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.9862639904022217f, 0.3092010021209717f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.648959994316101f, 0.34624800086021423f, 0.0f, 0.9181749820709229f, 0.7888399958610535f, 0.5249810218811035f, 1.9207600355148315f, 2.0701301097869873f, 0.3332439959049225f, 0.009818360209465027f, 0.0f, 1.0637099742889404f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.3164060115814209f, 0.0f, 0.304161012172699f, 1.250789999961853f, 0.07071519643068314f, 0.0f, 0.0f, 0.0f, 0.0857888013124466f, 0.0f, 0.0f, 0.0f, 0.0f, 0.4883829951286316f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 1.0281699895858765f, 1.8566499948501587f, 0.0f, 0.0f, 0.0f, 0.0f, 1.59089994430542f, 0.0f, 0.0f, 0.0f, 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0.007202980108559132f, 0.9275370240211487f, 0.0f, 1.0443600416183472f, 0.0f, 0.6307250261306763f, 0.0f, 0.13380099833011627f, 0.21069300174713135f, 0.3630259931087494f, 0.0f, 0.5334259867668152f, 0.0f, 1.2592600584030151f, 0.7227069735527039f, 0.0f, 1.2203099727630615f, 1.301169991493225f, 0.4958670139312744f, 0.9425680041313171f, 0.0f, 0.0f, 0.0f, 0.02550699934363365f, 0.0f, 0.0f, 0.0f, 0.3214290142059326f, 0.5691409707069397f, 1.2527400255203247f, 1.5771900415420532f, 0.8158000111579895f, 1.2180500030517578f, 0.5862389802932739f, 0.2542699873447418f, 0.0f, 0.0f, 0.0f, 0.26233500242233276f, 0.0f, 0.0f, 0.0f, 1.3399200439453125f, 0.0f, 2.973900079727173f, 0.0f, 0.0f, 1.3191399574279785f, 2.6614699363708496f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5249009728431702f, 0.0f, 0.0f, 0.0f, 0.0f, 1.0211600065231323f, 0.0f, 1.3576200008392334f, 0.0f, 0.35690900683403015f, 0.4364149868488312f, 0.03557270020246506f, 0.0f, 0.0f, 0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs_float16", get_test_model_blackbox_reversed_inputs_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_reversed_inputs_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 10, 11, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.1115109995007515f, 0.0f, 1.0551300048828125f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.41255900263786316f, 0.04299579933285713f, 0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 0.0f, 0.0f, 0.03221239894628525f, 0.0f, 0.0f, 0.0f, 0.0f, 0.43083399534225464f, 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= false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, 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0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_reversed_inputs_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_reversed_inputs_float16_all_inputs_as_internal", get_test_model_blackbox_reversed_inputs_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input", get_test_model_blackbox_aux_input()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 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1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input_all_inputs_as_internal", get_test_model_blackbox_aux_input_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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-0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 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0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input_relaxed", get_test_model_blackbox_aux_input_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input_relaxed_all_inputs_as_internal", get_test_model_blackbox_aux_input_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, 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0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 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TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.0f, 0.0f, 0.5249009728431702f, 0.0f, 0.0f, 0.0f, 0.0f, 1.0211600065231323f, 0.0f, 1.3576200008392334f, 0.0f, 0.35690900683403015f, 0.4364149868488312f, 0.03557270020246506f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.26233500242233276f, 0.0f, 0.0f, 0.0f, 1.3399200439453125f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.03221239894628525f, 0.0f, 0.0f, 0.0f, 0.0f, 0.43083399534225464f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 0.9912970066070557f, 1.9845099449157715f, 0.0f, 0.0f, 0.1115109995007515f, 0.0f, 1.0551300048828125f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.41255900263786316f, 0.04299579933285713f, 0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input_float16", get_test_model_blackbox_aux_input_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_aux_input_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + 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0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = 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{}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, 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.scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_aux_input_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_aux_input_float16_all_inputs_as_internal", get_test_model_blackbox_aux_input_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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= {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 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0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input", get_test_model_blackbox_regular_and_aux_input()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 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TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 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0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input_all_inputs_as_internal", get_test_model_blackbox_regular_and_aux_input_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 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0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 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0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input_relaxed", get_test_model_blackbox_regular_and_aux_input_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 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0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 1.03969f, 0.0f, 0.00410865f, 0.0f, 0.0470295f, 0.0f, 0.0f, 0.0f, 0.371556f, 0.27175f, 1.36614f, 1.63956f, 0.683887f, 1.06176f, 0.719552f, 0.301314f, 0.971195f, 0.0f, 0.697143f, 0.0f, 0.215219f, 0.210693f, 0.363027f, 0.0f, 0.501283f, 0.0f, 1.13399f, 0.623774f, 0.0f, 1.09851f, 1.33313f, 0.470441f, 0.210965f, 0.0f, 0.664178f, 0.0f, 0.839686f, 0.0f, 0.0f, 0.147834f, 0.0f, 0.0f, 0.0f, 0.58786f, 0.490128f, 0.0f, 0.905806f, 0.0f, 0.932134f, 0.424257f, 0.0f, 0.0f, 0.860629f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.513721f, 0.207341f, 1.09508f, 1.08385f, 0.0f, 0.973787f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.20698f, 0.0f, 0.0f, 0.0f, 1.56135f, 1.12369f, 0.99588f, 0.459803f, 0.0f, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.676267f, -0.211346f, 0.317493f, 0.969689f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input_relaxed_all_inputs_as_internal", get_test_model_blackbox_regular_and_aux_input_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 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{16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { 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0.10775499790906906f, 0.6118379831314087f, 1.4330999851226807f, 1.558709979057312f, 0.015242000110447407f, 0.1406240016222f, 0.4925619959831238f, 0.39509499073028564f, 0.1477220058441162f, 0.0f, 0.7849249839782715f, 0.0f, 1.654770016670227f, 0.7152569890022278f, 0.0f, 0.0f, 0.0f, 0.6850240230560303f, 0.0f, 1.895050048828125f, 1.0003700256347656f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5265899896621704f, 0.0f, 0.0f, 0.0f, 0.0f, 0.6185830235481262f, 0.0f, 0.11114999651908875f, 0.0f, 1.371940016746521f, 0.6302250027656555f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.03221239894628525f, 0.0f, 0.0f, 0.0f, 0.0f, 0.43083399534225464f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 0.9912970066070557f, 1.9845099449157715f, 0.0f, 0.0f, 0.1115109995007515f, 0.0f, 1.0551300048828125f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.41255900263786316f, 0.04299579933285713f, 0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input_float16", get_test_model_blackbox_regular_and_aux_input_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + +namespace generated_tests::bidirectional_sequence_rnn_state_output { + +const TestModel& get_test_model_blackbox_regular_and_aux_input_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {19, 22, 25, 28, 31, 34, 37, 40, 43, 46, 49, 52}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.0f, 0.0f, 0.5249009728431702f, 0.0f, 0.0f, 0.0f, 0.0f, 1.0211600065231323f, 0.0f, 1.3576200008392334f, 0.0f, 0.35690900683403015f, 0.4364149868488312f, 0.03557270020246506f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.26233500242233276f, 0.0f, 0.0f, 0.0f, 1.3399200439453125f, 0.0f, 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.numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {19, 20, 21}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16, 17, 18}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16, 17, 18} + }; + return model; +} + +const auto dummy_test_model_blackbox_regular_and_aux_input_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_state_output_blackbox_regular_and_aux_input_float16_all_inputs_as_internal", get_test_model_blackbox_regular_and_aux_input_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_state_output + diff --git a/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.example.cpp b/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.example.cpp new file mode 100644 index 000000000..2e8868f5d --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.example.cpp @@ -0,0 +1,3846 @@ +// Generated from unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 24, 25, 26, 27}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.8f, 0.1f, 0.2f, 0.3f, 0.3f, 0.2f, 0.9f, 0.8f, 0.1f, 0.8f, 0.1f, 0.2f, 0.4f, 0.5f, 0.1f, 0.5f, 0.2f, 0.4f, 0.2f, 0.2f, 0.7f, 0.7f, 0.1f, 0.7f, 0.6f, 0.9f, 0.2f, 0.5f, 0.7f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.6f, -0.1f, 0.3f, 0.2f, 0.9f, -0.5f, -0.2f, -0.4f, 0.3f, -0.8f, -0.4f, 0.3f, -0.5f, -0.4f, -0.6f, 0.3f, -0.4f, -0.6f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.4f, -0.3f, -0.2f, -0.1f, -0.5f, 0.5f, -0.2f, -0.3f, -0.2f, -0.6f, 0.6f, -0.1f, -0.4f, -0.3f, -0.7f, 0.7f, -0.9f, -0.5f, 0.8f, 0.6f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.8f, -0.4f, -0.2f, -0.9f, -0.1f, -0.7f, 0.3f, -0.3f, -0.8f, -0.2f, 0.6f, -0.2f, 0.4f, -0.7f, -0.3f, -0.5f, 0.1f, 0.5f, -0.6f, -0.4f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.5f, -0.3f, -0.5f, -0.2f, 0.6f, 0.4f, 0.9f, 0.3f, -0.1f, 0.2f, 0.5f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3f, 0.2f, 0.1f, -0.3f, 0.8f, -0.08f, -0.2f, 0.3f, 0.8f, -0.6f, -0.1f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.3f, -0.1f, 0.1f, -0.2f, -0.5f, -0.7f, -0.2f, -0.6f, -0.1f, -0.4f, -0.7f, -0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02f, -0.15f, -0.25f, -0.03f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.1f, -0.5f, 0.05f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.3f, -0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.05f, 0.72f, 0.25f, 0.08f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.05f, -0.01f, 0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.1f, 0.2f, 0.01f, -0.2f, 0.1f, 0.5f, 0.3f, 0.08f, 0.07f, 0.2f, -0.4f, 0.2f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.2f, 0.2f, 0.4f, 0.3f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.2f, 0.3f, 0.8f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.6f, 0.2f, 0.2f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.02129706f, 0.140816242f, 0.0112733059f, -0.0226350538f, 0.0916948169f, 0.0769175813f, 0.0132302344f, 0.152308047f, 0.0346313119f, -0.0269966982f, 0.149707705f, 0.094149217f, -0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.573662f, 0.59525f, 0.129295f, 0.711027f, -0.532303f, 0.555613f, 0.180099f, 0.784506f}), + .dimensions = {2, 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, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output", get_test_model()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {1, 5, 9, 12, 17, 24, 31, 34, 37, 40, 43, 46, 49, 52, 55, 58, 61, 64, 67, 70, 73, 76, 79, 82}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.02129706f, 0.140816242f, 0.0112733059f, -0.0226350538f, 0.0916948169f, 0.0769175813f, 0.0132302344f, 0.152308047f, 0.0346313119f, -0.0269966982f, 0.149707705f, 0.094149217f, -0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.573662f, 0.59525f, 0.129295f, 0.711027f, -0.532303f, 0.555613f, 0.180099f, 0.784506f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.8f, 0.1f, 0.2f, 0.3f, 0.3f, 0.2f, 0.9f, 0.8f, 0.1f, 0.8f, 0.1f, 0.2f, 0.4f, 0.5f, 0.1f, 0.5f, 0.2f, 0.4f, 0.2f, 0.2f, 0.7f, 0.7f, 0.1f, 0.7f, 0.6f, 0.9f, 0.2f, 0.5f, 0.7f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.6f, -0.1f, 0.3f, 0.2f, 0.9f, -0.5f, -0.2f, -0.4f, 0.3f, -0.8f, -0.4f, 0.3f, -0.5f, -0.4f, -0.6f, 0.3f, -0.4f, -0.6f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.4f, -0.3f, -0.2f, -0.1f, -0.5f, 0.5f, -0.2f, -0.3f, -0.2f, -0.6f, 0.6f, -0.1f, -0.4f, -0.3f, -0.7f, 0.7f, -0.9f, -0.5f, 0.8f, 0.6f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.8f, -0.4f, -0.2f, -0.9f, -0.1f, -0.7f, 0.3f, -0.3f, -0.8f, -0.2f, 0.6f, -0.2f, 0.4f, -0.7f, -0.3f, -0.5f, 0.1f, 0.5f, -0.6f, -0.4f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.5f, -0.3f, -0.5f, -0.2f, 0.6f, 0.4f, 0.9f, 0.3f, -0.1f, 0.2f, 0.5f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3f, 0.2f, 0.1f, -0.3f, 0.8f, -0.08f, -0.2f, 0.3f, 0.8f, -0.6f, -0.1f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.3f, -0.1f, 0.1f, -0.2f, -0.5f, -0.7f, -0.2f, -0.6f, -0.1f, -0.4f, -0.7f, -0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02f, -0.15f, -0.25f, -0.03f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.1f, -0.5f, 0.05f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.3f, -0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.05f, 0.72f, 0.25f, 0.08f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.05f, -0.01f, 0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.1f, 0.2f, 0.01f, -0.2f, 0.1f, 0.5f, 0.3f, 0.08f, 0.07f, 0.2f, -0.4f, 0.2f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.2f, 0.2f, 0.4f, 0.3f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.2f, 0.3f, 0.8f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.6f, 0.2f, 0.2f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {31, 32, 33}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {55, 56, 57}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {58, 59, 60}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {61, 62, 63}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {64, 65, 66}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {67, 68, 69}, + .outputs = {16}, + .type = TestOperationType::ADD + }, { + .inputs = {70, 71, 72}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {73, 74, 75}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {76, 77, 78}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {79, 80, 81}, + .outputs = {26}, + .type = TestOperationType::ADD + }, { + .inputs = {82, 83, 84}, + .outputs = {27}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output_all_inputs_as_internal", get_test_model_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 24, 25, 26, 27}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.8f, 0.1f, 0.2f, 0.3f, 0.3f, 0.2f, 0.9f, 0.8f, 0.1f, 0.8f, 0.1f, 0.2f, 0.4f, 0.5f, 0.1f, 0.5f, 0.2f, 0.4f, 0.2f, 0.2f, 0.7f, 0.7f, 0.1f, 0.7f, 0.6f, 0.9f, 0.2f, 0.5f, 0.7f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.6f, -0.1f, 0.3f, 0.2f, 0.9f, -0.5f, -0.2f, -0.4f, 0.3f, -0.8f, -0.4f, 0.3f, -0.5f, -0.4f, -0.6f, 0.3f, -0.4f, -0.6f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.4f, -0.3f, -0.2f, -0.1f, -0.5f, 0.5f, -0.2f, -0.3f, -0.2f, -0.6f, 0.6f, -0.1f, -0.4f, -0.3f, -0.7f, 0.7f, -0.9f, -0.5f, 0.8f, 0.6f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.8f, -0.4f, -0.2f, -0.9f, -0.1f, -0.7f, 0.3f, -0.3f, -0.8f, -0.2f, 0.6f, -0.2f, 0.4f, -0.7f, -0.3f, -0.5f, 0.1f, 0.5f, -0.6f, -0.4f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.5f, -0.3f, -0.5f, -0.2f, 0.6f, 0.4f, 0.9f, 0.3f, -0.1f, 0.2f, 0.5f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3f, 0.2f, 0.1f, -0.3f, 0.8f, -0.08f, -0.2f, 0.3f, 0.8f, -0.6f, -0.1f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.3f, -0.1f, 0.1f, -0.2f, -0.5f, -0.7f, -0.2f, -0.6f, -0.1f, -0.4f, -0.7f, -0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02f, -0.15f, -0.25f, -0.03f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.1f, -0.5f, 0.05f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.3f, -0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.05f, 0.72f, 0.25f, 0.08f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.05f, -0.01f, 0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.1f, 0.2f, 0.01f, -0.2f, 0.1f, 0.5f, 0.3f, 0.08f, 0.07f, 0.2f, -0.4f, 0.2f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.2f, 0.2f, 0.4f, 0.3f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.2f, 0.3f, 0.8f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.6f, 0.2f, 0.2f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.02129706f, 0.140816242f, 0.0112733059f, -0.0226350538f, 0.0916948169f, 0.0769175813f, 0.0132302344f, 0.152308047f, 0.0346313119f, -0.0269966982f, 0.149707705f, 0.094149217f, -0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.573662f, 0.59525f, 0.129295f, 0.711027f, -0.532303f, 0.555613f, 0.180099f, 0.784506f}), + .dimensions = {2, 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, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model_relaxed = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output_relaxed", get_test_model_relaxed()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {1, 5, 9, 12, 17, 24, 31, 34, 37, 40, 43, 46, 49, 52, 55, 58, 61, 64, 67, 70, 73, 76, 79, 82}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.02129706f, 0.140816242f, 0.0112733059f, -0.0226350538f, 0.0916948169f, 0.0769175813f, 0.0132302344f, 0.152308047f, 0.0346313119f, -0.0269966982f, 0.149707705f, 0.094149217f, -0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0123688057f, 0.165790111f, 0.0893077999f, -0.0103429332f, 0.173016444f, 0.0720508844f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.573662f, 0.59525f, 0.129295f, 0.711027f, -0.532303f, 0.555613f, 0.180099f, 0.784506f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.8f, 0.1f, 0.2f, 0.3f, 0.3f, 0.2f, 0.9f, 0.8f, 0.1f, 0.8f, 0.1f, 0.2f, 0.4f, 0.5f, 0.1f, 0.5f, 0.2f, 0.4f, 0.2f, 0.2f, 0.7f, 0.7f, 0.1f, 0.7f, 0.6f, 0.9f, 0.2f, 0.5f, 0.7f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.6f, -0.1f, 0.3f, 0.2f, 0.9f, -0.5f, -0.2f, -0.4f, 0.3f, -0.8f, -0.4f, 0.3f, -0.5f, -0.4f, -0.6f, 0.3f, -0.4f, -0.6f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.4f, -0.3f, -0.2f, -0.1f, -0.5f, 0.5f, -0.2f, -0.3f, -0.2f, -0.6f, 0.6f, -0.1f, -0.4f, -0.3f, -0.7f, 0.7f, -0.9f, -0.5f, 0.8f, 0.6f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.8f, -0.4f, -0.2f, -0.9f, -0.1f, -0.7f, 0.3f, -0.3f, -0.8f, -0.2f, 0.6f, -0.2f, 0.4f, -0.7f, -0.3f, -0.5f, 0.1f, 0.5f, -0.6f, -0.4f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.5f, -0.3f, -0.5f, -0.2f, 0.6f, 0.4f, 0.9f, 0.3f, -0.1f, 0.2f, 0.5f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3f, 0.2f, 0.1f, -0.3f, 0.8f, -0.08f, -0.2f, 0.3f, 0.8f, -0.6f, -0.1f, 0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.3f, -0.1f, 0.1f, -0.2f, -0.5f, -0.7f, -0.2f, -0.6f, -0.1f, -0.4f, -0.7f, -0.2f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02f, -0.15f, -0.25f, -0.03f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.1f, -0.5f, 0.05f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, -0.3f, -0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.05f, 0.72f, 0.25f, 0.08f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.05f, -0.01f, 0.2f, 0.1f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.1f, 0.2f, 0.01f, -0.2f, 0.1f, 0.5f, 0.3f, 0.08f, 0.07f, 0.2f, -0.4f, 0.2f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.2f, 0.2f, 0.4f, 0.3f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.7f, 0.2f, 0.3f, 0.8f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.6f, 0.2f, 0.2f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {31, 32, 33}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {55, 56, 57}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {58, 59, 60}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {61, 62, 63}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {64, 65, 66}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {67, 68, 69}, + .outputs = {16}, + .type = TestOperationType::ADD + }, { + .inputs = {70, 71, 72}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {73, 74, 75}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {76, 77, 78}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {79, 80, 81}, + .outputs = {26}, + .type = TestOperationType::ADD + }, { + .inputs = {82, 83, 84}, + .outputs = {27}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model_relaxed_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output_relaxed_all_inputs_as_internal", get_test_model_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 24, 25, 26, 27}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.699999988079071f, 0.800000011920929f, 0.10000000149011612f, 0.20000000298023224f, 0.30000001192092896f, 0.30000001192092896f, 0.20000000298023224f, 0.8999999761581421f, 0.800000011920929f, 0.10000000149011612f, 0.800000011920929f, 0.10000000149011612f, 0.20000000298023224f, 0.4000000059604645f, 0.5f, 0.10000000149011612f, 0.5f, 0.20000000298023224f, 0.4000000059604645f, 0.20000000298023224f, 0.20000000298023224f, 0.699999988079071f, 0.699999988079071f, 0.10000000149011612f, 0.699999988079071f, 0.6000000238418579f, 0.8999999761581421f, 0.20000000298023224f, 0.5f, 0.699999988079071f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.6000000238418579f, -0.10000000149011612f, 0.30000001192092896f, 0.20000000298023224f, 0.8999999761581421f, -0.5f, -0.20000000298023224f, -0.4000000059604645f, 0.30000001192092896f, -0.800000011920929f, -0.4000000059604645f, 0.30000001192092896f, -0.5f, -0.4000000059604645f, -0.6000000238418579f, 0.30000001192092896f, -0.4000000059604645f, -0.6000000238418579f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.4000000059604645f, -0.30000001192092896f, -0.20000000298023224f, -0.10000000149011612f, -0.5f, 0.5f, -0.20000000298023224f, -0.30000001192092896f, -0.20000000298023224f, -0.6000000238418579f, 0.6000000238418579f, -0.10000000149011612f, -0.4000000059604645f, -0.30000001192092896f, -0.699999988079071f, 0.699999988079071f, -0.8999999761581421f, -0.5f, 0.800000011920929f, 0.6000000238418579f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.800000011920929f, -0.4000000059604645f, -0.20000000298023224f, -0.8999999761581421f, -0.10000000149011612f, -0.699999988079071f, 0.30000001192092896f, -0.30000001192092896f, -0.800000011920929f, -0.20000000298023224f, 0.6000000238418579f, -0.20000000298023224f, 0.4000000059604645f, -0.699999988079071f, -0.30000001192092896f, -0.5f, 0.10000000149011612f, 0.5f, -0.6000000238418579f, -0.4000000059604645f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.5f, -0.30000001192092896f, -0.5f, -0.20000000298023224f, 0.6000000238418579f, 0.4000000059604645f, 0.8999999761581421f, 0.30000001192092896f, -0.10000000149011612f, 0.20000000298023224f, 0.5f, 0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.30000001192092896f, 0.20000000298023224f, 0.10000000149011612f, -0.30000001192092896f, 0.800000011920929f, -0.07999999821186066f, -0.20000000298023224f, 0.30000001192092896f, 0.800000011920929f, -0.6000000238418579f, -0.10000000149011612f, 0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f, -0.10000000149011612f, 0.10000000149011612f, -0.20000000298023224f, -0.5f, -0.699999988079071f, -0.20000000298023224f, -0.6000000238418579f, -0.10000000149011612f, -0.4000000059604645f, -0.699999988079071f, -0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.019999999552965164f, -0.15000000596046448f, -0.25f, -0.029999999329447746f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, -0.10000000149011612f, -0.5f, 0.05000000074505806f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, -0.30000001192092896f, -0.20000000298023224f, 0.10000000149011612f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.05000000074505806f, 0.7200000286102295f, 0.25f, 0.07999999821186066f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.05000000074505806f, -0.009999999776482582f, 0.20000000298023224f, 0.10000000149011612f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.10000000149011612f, 0.20000000298023224f, 0.009999999776482582f, -0.20000000298023224f, 0.10000000149011612f, 0.5f, 0.30000001192092896f, 0.07999999821186066f, 0.07000000029802322f, 0.20000000298023224f, -0.4000000059604645f, 0.20000000298023224f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.20000000298023224f, 0.20000000298023224f, 0.4000000059604645f, 0.30000001192092896f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.699999988079071f, 0.20000000298023224f, 0.30000001192092896f, 0.800000011920929f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.6000000238418579f, 0.20000000298023224f, 0.20000000298023224f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.021297059953212738f, 0.14081624150276184f, 0.011273305863142014f, -0.02263505384325981f, 0.09169481694698334f, 0.07691758126020432f, 0.013230234384536743f, 0.15230804681777954f, 0.034631311893463135f, -0.02699669823050499f, 0.14970770478248596f, 0.09414921700954437f, -0.012368805706501007f, 0.1657901108264923f, 0.08930779993534088f, -0.010342933237552643f, 0.17301644384860992f, 0.07205088436603546f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.012368805706501007f, 0.1657901108264923f, 0.08930779993534088f, -0.010342933237552643f, 0.17301644384860992f, 0.07205088436603546f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.5736619830131531f, 0.5952500104904175f, 0.1292950063943863f, 0.7110270261764526f, -0.532302975654602f, 0.5556129813194275f, 0.1800989955663681f, 0.7845060229301453f}), + .dimensions = {2, 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, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model_float16 = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output_float16", get_test_model_float16()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + +namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output { + +const TestModel& get_test_model_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {1, 5, 9, 12, 17, 24, 31, 34, 37, 40, 43, 46, 49, 52, 55, 58, 61, 64, 67, 70, 73, 76, 79, 82}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0, 0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.021297059953212738f, 0.14081624150276184f, 0.011273305863142014f, -0.02263505384325981f, 0.09169481694698334f, 0.07691758126020432f, 0.013230234384536743f, 0.15230804681777954f, 0.034631311893463135f, -0.02699669823050499f, 0.14970770478248596f, 0.09414921700954437f, -0.012368805706501007f, 0.1657901108264923f, 0.08930779993534088f, -0.010342933237552643f, 0.17301644384860992f, 0.07205088436603546f}), + .dimensions = {3, 2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.012368805706501007f, 0.1657901108264923f, 0.08930779993534088f, -0.010342933237552643f, 0.17301644384860992f, 0.07205088436603546f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.5736619830131531f, 0.5952500104904175f, 0.1292950063943863f, 0.7110270261764526f, -0.532302975654602f, 0.5556129813194275f, 0.1800989955663681f, 0.7845060229301453f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.699999988079071f, 0.800000011920929f, 0.10000000149011612f, 0.20000000298023224f, 0.30000001192092896f, 0.30000001192092896f, 0.20000000298023224f, 0.8999999761581421f, 0.800000011920929f, 0.10000000149011612f, 0.800000011920929f, 0.10000000149011612f, 0.20000000298023224f, 0.4000000059604645f, 0.5f, 0.10000000149011612f, 0.5f, 0.20000000298023224f, 0.4000000059604645f, 0.20000000298023224f, 0.20000000298023224f, 0.699999988079071f, 0.699999988079071f, 0.10000000149011612f, 0.699999988079071f, 0.6000000238418579f, 0.8999999761581421f, 0.20000000298023224f, 0.5f, 0.699999988079071f}), + .dimensions = {3, 2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.6000000238418579f, -0.10000000149011612f, 0.30000001192092896f, 0.20000000298023224f, 0.8999999761581421f, -0.5f, -0.20000000298023224f, -0.4000000059604645f, 0.30000001192092896f, -0.800000011920929f, -0.4000000059604645f, 0.30000001192092896f, -0.5f, -0.4000000059604645f, -0.6000000238418579f, 0.30000001192092896f, -0.4000000059604645f, -0.6000000238418579f, -0.5f, -0.5f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.4000000059604645f, -0.30000001192092896f, -0.20000000298023224f, -0.10000000149011612f, -0.5f, 0.5f, -0.20000000298023224f, -0.30000001192092896f, -0.20000000298023224f, -0.6000000238418579f, 0.6000000238418579f, -0.10000000149011612f, -0.4000000059604645f, -0.30000001192092896f, -0.699999988079071f, 0.699999988079071f, -0.8999999761581421f, -0.5f, 0.800000011920929f, 0.6000000238418579f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.800000011920929f, -0.4000000059604645f, -0.20000000298023224f, -0.8999999761581421f, -0.10000000149011612f, -0.699999988079071f, 0.30000001192092896f, -0.30000001192092896f, -0.800000011920929f, -0.20000000298023224f, 0.6000000238418579f, -0.20000000298023224f, 0.4000000059604645f, -0.699999988079071f, -0.30000001192092896f, -0.5f, 0.10000000149011612f, 0.5f, -0.6000000238418579f, -0.4000000059604645f}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.5f, -0.30000001192092896f, -0.5f, -0.20000000298023224f, 0.6000000238418579f, 0.4000000059604645f, 0.8999999761581421f, 0.30000001192092896f, -0.10000000149011612f, 0.20000000298023224f, 0.5f, 0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.30000001192092896f, 0.20000000298023224f, 0.10000000149011612f, -0.30000001192092896f, 0.800000011920929f, -0.07999999821186066f, -0.20000000298023224f, 0.30000001192092896f, 0.800000011920929f, -0.6000000238418579f, -0.10000000149011612f, 0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f, -0.10000000149011612f, 0.10000000149011612f, -0.20000000298023224f, -0.5f, -0.699999988079071f, -0.20000000298023224f, -0.6000000238418579f, -0.10000000149011612f, -0.4000000059604645f, -0.699999988079071f, -0.20000000298023224f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.019999999552965164f, -0.15000000596046448f, -0.25f, -0.029999999329447746f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, -0.10000000149011612f, -0.5f, 0.05000000074505806f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, -0.30000001192092896f, -0.20000000298023224f, 0.10000000149011612f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.05000000074505806f, 0.7200000286102295f, 0.25f, 0.07999999821186066f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.05000000074505806f, -0.009999999776482582f, 0.20000000298023224f, 0.10000000149011612f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({-0.10000000149011612f, 0.20000000298023224f, 0.009999999776482582f, -0.20000000298023224f, 0.10000000149011612f, 0.5f, 0.30000001192092896f, 0.07999999821186066f, 0.07000000029802322f, 0.20000000298023224f, -0.4000000059604645f, 0.20000000298023224f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.20000000298023224f, 0.20000000298023224f, 0.4000000059604645f, 0.30000001192092896f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.699999988079071f, 0.20000000298023224f, 0.30000001192092896f, 0.800000011920929f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.6000000238418579f, 0.20000000298023224f, 0.20000000298023224f, 0.5f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {31, 32, 33}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {46, 47, 48}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {49, 50, 51}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {52, 53, 54}, + .outputs = {10}, + .type = TestOperationType::ADD + }, { + .inputs = {55, 56, 57}, + .outputs = {11}, + .type = TestOperationType::ADD + }, { + .inputs = {58, 59, 60}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {61, 62, 63}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {64, 65, 66}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {67, 68, 69}, + .outputs = {16}, + .type = TestOperationType::ADD + }, { + .inputs = {70, 71, 72}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {73, 74, 75}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {76, 77, 78}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {79, 80, 81}, + .outputs = {26}, + .type = TestOperationType::ADD + }, { + .inputs = {82, 83, 84}, + .outputs = {27}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27}, + .outputs = {28, 29, 30}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {28, 29, 30} + }; + return model; +} + +const auto dummy_test_model_float16_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output_float16_all_inputs_as_internal", get_test_model_float16_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output + diff --git a/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_rnn.example.cpp b/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_rnn.example.cpp new file mode 100644 index 000000000..14a6bc769 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_rnn.example.cpp @@ -0,0 +1,2394 @@ +// Generated from unidirectional_sequence_rnn.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output", get_test_model_blackbox_state_output()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 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0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output_all_inputs_as_internal", get_test_model_blackbox_state_output_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output_relaxed = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output_relaxed", get_test_model_blackbox_state_output_relaxed()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 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0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output_relaxed_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output_relaxed_all_inputs_as_internal", get_test_model_blackbox_state_output_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, 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0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 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0.0f, 0.0f, 0.0857888013124466f, 0.0f, 0.0f, 0.0f, 0.0f, 0.4883829951286316f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 1.0281699895858765f, 1.8566499948501587f, 0.0f, 0.0f, 0.009818360209465027f, 0.0f, 1.0637099742889404f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.3164060115814209f, 0.0f, 0.304161012172699f, 1.250789999961853f, 0.07071519643068314f, 0.0f, 0.9862639904022217f, 0.3092010021209717f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.648959994316101f, 0.34624800086021423f, 0.0f, 0.9181749820709229f, 0.7888399958610535f, 0.5249810218811035f, 1.9207600355148315f, 2.0701301097869873f, 0.3332439959049225f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output_float16 = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output_float16", get_test_model_blackbox_state_output_float16()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_state_output_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 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TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 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0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_state_output_float16_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_state_output_float16_all_inputs_as_internal", get_test_model_blackbox_state_output_float16_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output", get_test_model_blackbox_time_major_state_output()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output_all_inputs_as_internal", get_test_model_blackbox_time_major_state_output_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output_relaxed = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output_relaxed", get_test_model_blackbox_time_major_state_output_relaxed()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = true, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 0.942568f, 0.0f, 0.0f, 0.0f, 0.025507f, 0.0f, 0.0f, 0.0f, 0.321429f, 0.569141f, 1.25274f, 1.57719f, 0.8158f, 1.21805f, 0.586239f, 0.25427f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 1.04436f, 0.0f, 0.630725f, 0.0f, 0.133801f, 0.210693f, 0.363026f, 0.0f, 0.533426f, 0.0f, 1.25926f, 0.722707f, 0.0f, 1.22031f, 1.30117f, 0.495867f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.222187f, 0.0f, 0.72725f, 0.0f, 0.767003f, 0.0f, 0.0f, 0.147835f, 0.0f, 0.0f, 0.0f, 0.608758f, 0.469394f, 0.00720298f, 0.927537f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.856974f, 0.424257f, 0.0f, 0.0f, 0.937329f, 0.0f, 0.0f, 0.0f, 0.476425f, 0.0f, 0.566017f, 0.418462f, 0.141911f, 0.996214f, 1.13063f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.967899f, 0.0f, 0.0f, 0.0f, 0.0831304f, 0.0f, 0.0f, 1.00378f, 0.0f, 0.0f, 0.0f, 1.44818f, 1.01768f, 0.943891f, 0.502745f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.940135f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.13243f, 0.0f, 0.71208f, 0.123918f, 1.53907f, 1.30225f, 1.59644f, 0.70222f, 0.0f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.804329f, 0.0f, 0.430576f, 0.0f, 0.505872f, 0.509603f, 0.343448f, 0.0f, 0.107756f, 0.614544f, 1.44549f, 1.52311f, 0.0454298f, 0.300267f, 0.562784f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 0.0f, 0.0f, 0.0f, 0.735363f, 0.0759267f, 1.91017f, 0.941888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5909f, 0.0f, 0.0f, 0.0f, 0.0f, 0.5755f, 0.0f, 0.184687f, 0.0f, 1.56296f, 0.625285f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0857888f, 0.0f, 0.0f, 0.0f, 0.0f, 0.488383f, 0.252786f, 0.0f, 0.0f, 0.0f, 1.02817f, 1.85665f, 0.0f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.00981836f, 0.0f, 1.06371f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.316406f, 0.0f, 0.304161f, 1.25079f, 0.0707152f, 0.0f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.090745f, 0.628881f, 3.58099f, 1.49974f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output_relaxed_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output_relaxed_all_inputs_as_internal", get_test_model_blackbox_time_major_state_output_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {0, 1, 2, 3, 4}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, 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-0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.2815326452255249f, 0.19455957412719727f, 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TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, 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0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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1.4997400045394897f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output_float16 = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output_float16", get_test_model_blackbox_time_major_state_output_float16()); + +} // namespace generated_tests::unidirectional_sequence_rnn + +namespace generated_tests::unidirectional_sequence_rnn { + +const TestModel& get_test_model_blackbox_time_major_state_output_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .inputIndexes = {9, 12, 15, 18, 21}, + .isRelaxed = false, + .minSupportedVersion = TestHalVersion::V1_3, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 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1.4997400045394897f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.41515299677848816f, 0.21031799912452698f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0261600017547607f, 0.0f, 0.7282559871673584f, 0.8418300151824951f, 0.0907450020313263f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, -0.9977490305900574f, -0.9885817170143127f, 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0.10513687133789062f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .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 + }, { + .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 = {9, 10, 11}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {12, 13, 14}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {15, 16, 17}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {18, 19, 20}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {21, 22, 23}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6}, + .outputs = {7, 8}, + .type = TestOperationType::UNIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {7, 8} + }; + return model; +} + +const auto dummy_test_model_blackbox_time_major_state_output_float16_all_inputs_as_internal = TestModelManager::get().add("unidirectional_sequence_rnn_blackbox_time_major_state_output_float16_all_inputs_as_internal", get_test_model_blackbox_time_major_state_output_float16_all_inputs_as_internal()); + +} // namespace generated_tests::unidirectional_sequence_rnn + diff --git a/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm_state_output.mod.py b/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm_state_output.mod.py new file mode 100644 index 000000000..73b004e6e --- /dev/null +++ b/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm_state_output.mod.py @@ -0,0 +1,494 @@ +# +# Copyright (C) 2019 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. +# + +# Bidirectional Sequence LSTM Test: +# FLOAT32, No Layer Normalization, No Cifg, No Peephole, No Projection, and No Clipping. + +n_batch = 1 +n_input = 2 +n_cell = 4 +n_output = 4 +max_time = 3 + +input = Input("input", "TENSOR_FLOAT32", "{{{}, {}, {}}}".format(max_time, n_batch, n_input)) + +fw_input_to_input_weights = Input( + "fw_input_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_input_to_forget_weights = Input( + "fw_input_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_input_to_cell_weights = Input( + "fw_input_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_input_to_output_weights = Input( + "fw_input_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) + +fw_recurrent_to_input_weights = Input( + "fw_recurrent_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +fw_recurrent_to_forget_weights = Input( + "fw_recurrent_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +fw_recurrent_to_cell_weights = Input( + "fw_recurrent_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +fw_recurrent_to_output_weights = Input( + "fw_recurrent_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) + +fw_cell_to_input_weights = Input( + "fw_cell_to_input_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +fw_cell_to_forget_weights = Input( + "fw_cell_to_forget_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +fw_cell_to_output_weights = Input( + "fw_cell_to_output_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) + +fw_input_gate_bias = Input( + "fw_input_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +fw_forget_gate_bias = Input( + "fw_forget_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +fw_cell_bias = Input( + "fw_cell_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +fw_output_gate_bias = Input( + "fw_output_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) + +fw_projection_weights = Input( + "fw_projection_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_output, n_cell)) +fw_projection_bias = Input( + "fw_projection_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_output)) + +bw_input_to_input_weights = Input( + "bw_input_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_input_to_forget_weights = Input( + "bw_input_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_input_to_cell_weights = Input( + "bw_input_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_input_to_output_weights = Input( + "bw_input_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) + +bw_recurrent_to_input_weights = Input( + "bw_recurrent_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +bw_recurrent_to_forget_weights = Input( + "bw_recurrent_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +bw_recurrent_to_cell_weights = Input( + "bw_recurrent_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) +bw_recurrent_to_output_weights = Input( + "bw_recurrent_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_output)) + +bw_cell_to_input_weights = Input( + "bw_cell_to_input_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +bw_cell_to_forget_weights = Input( + "bw_cell_to_forget_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +bw_cell_to_output_weights = Input( + "bw_cell_to_output_weights", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) + +bw_input_gate_bias = Input( + "bw_input_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +bw_forget_gate_bias = Input( + "bw_forget_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +bw_cell_bias = Input( + "bw_cell_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) +bw_output_gate_bias = Input( + "bw_output_gate_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_cell)) + +bw_projection_weights = Input( + "bw_projection_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_output, n_cell)) +bw_projection_bias = Input( + "bw_projection_bias", "TENSOR_FLOAT32", "{{{}}}".format(n_output)) + +fw_activation_state = Input( + "fw_activatiom_state", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_batch, n_output)) +fw_cell_state = Input( + "fw_cell_state", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_batch, n_cell)) + +bw_activation_state = Input( + "bw_activatiom_state", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_batch, n_output)) +bw_cell_state = Input( + "bw_cell_state", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_batch, n_cell)) + +aux_input = Input("input", "TENSOR_FLOAT32", "{{{}, {}, {}}}".format(max_time, n_batch, n_input)) + +fw_aux_input_to_input_weights = Input( + "fw_aux_input_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_aux_input_to_forget_weights = Input( + "fw_input_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_aux_input_to_cell_weights = Input( + "fw_aux_input_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +fw_aux_input_to_output_weights = Input( + "fw_aux_input_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) + +bw_aux_input_to_input_weights = Input( + "bw_aux_input_to_input_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_aux_input_to_forget_weights = Input( + "bw_input_to_forget_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_aux_input_to_cell_weights = Input( + "bw_aux_input_to_cell_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) +bw_aux_input_to_output_weights = Input( + "bw_aux_input_to_output_weights", "TENSOR_FLOAT32", "{{{}, {}}}".format(n_cell, n_input)) + +fw_input_layer_norm_weights = Input("input_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +fw_forget_layer_norm_weights = Input("forget_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +fw_cell_layer_norm_weights = Input("cell_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +fw_output_layer_norm_weights = Input("output_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) + +bw_input_layer_norm_weights = Input("input_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +bw_forget_layer_norm_weights = Input("forget_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +bw_cell_layer_norm_weights = Input("cell_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) +bw_output_layer_norm_weights = Input("output_layer_norm_weights", "TENSOR_FLOAT32", "{%d}" % n_cell) + +fw_output=Output("fw_output", "TENSOR_FLOAT32", "{{{}, {}, {}}}".format(max_time, n_batch, n_output)) +bw_output=Output("bw_output", "TENSOR_FLOAT32", "{{{}, {}, {}}}".format(max_time, n_batch, n_output)) + +fw_output_activation_state = Output("fw_output_activation_state", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_output)) +fw_output_cell_state = Output("fw_output_cell_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_cell)) +bw_output_activation_state = Output("bw_output_activation_state", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_output)) +bw_output_cell_state = Output("bw_output_cell_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_cell)) + + +def test( + name, + input_data=[], + fw_input_to_input_weights_data=[], + fw_input_to_forget_weights_data=[], + fw_input_to_cell_weights_data=[], + fw_input_to_output_weights_data=[], + fw_recurrent_to_input_weights_data=[], + fw_recurrent_to_forget_weights_data=[], + fw_recurrent_to_cell_weights_data=[], + fw_recurrent_to_output_weights_data=[], + fw_cell_to_input_weights_data=[], + fw_cell_to_forget_weights_data=[], + fw_cell_to_output_weights_data=[], + fw_input_gate_bias_data=[], + fw_forget_gate_bias_data=[], + fw_cell_bias_data=[], + fw_output_gate_bias_data=[], + fw_projection_weights_data=[], + fw_projection_bias_data=[], + bw_input_to_input_weights_data=[], + bw_input_to_forget_weights_data=[], + bw_input_to_cell_weights_data=[], + bw_input_to_output_weights_data=[], + bw_recurrent_to_input_weights_data=[], + bw_recurrent_to_forget_weights_data=[], + bw_recurrent_to_cell_weights_data=[], + bw_recurrent_to_output_weights_data=[], + bw_cell_to_input_weights_data=[], + bw_cell_to_forget_weights_data=[], + bw_cell_to_output_weights_data=[], + bw_input_gate_bias_data=[], + bw_forget_gate_bias_data=[], + bw_cell_bias_data=[], + bw_output_gate_bias_data=[], + bw_projection_weights_data=[], + bw_projection_bias_data=[], + fw_activation_state_data=[], + fw_cell_state_data=[], + bw_activation_state_data=[], + bw_cell_state_data=[], + aux_input_data=[], + fw_aux_input_to_input_weights_data=[], + fw_aux_input_to_forget_weights_data=[], + fw_aux_input_to_cell_weights_data=[], + fw_aux_input_to_output_weights_data=[], + bw_aux_input_to_input_weights_data=[], + bw_aux_input_to_forget_weights_data=[], + bw_aux_input_to_cell_weights_data=[], + bw_aux_input_to_output_weights_data=[], + fw_input_layer_norm_weights_data=[], + fw_forget_layer_norm_weights_data=[], + fw_cell_layer_norm_weights_data=[], + fw_output_layer_norm_weights_data=[], + bw_input_layer_norm_weights_data=[], + bw_forget_layer_norm_weights_data=[], + bw_cell_layer_norm_weights_data=[], + bw_output_layer_norm_weights_data=[], + fw_output_data=[], + bw_output_data=[], + fw_output_activation_state_data=[], + fw_output_cell_state_data=[], + bw_output_activation_state_data=[], + bw_output_cell_state_data=[],): + + activation = Int32Scalar("activation", 4) + cell_clip = Float32Scalar("cell_clip", 0.0) + proj_clip = Float32Scalar("proj_clip", 0.0) + merge_outputs = BoolScalar("merge_outputs", False) + time_major = BoolScalar("time_major", True) + + model = Model().Operation( + "BIDIRECTIONAL_SEQUENCE_LSTM", + input, + fw_input_to_input_weights, + fw_input_to_forget_weights, + fw_input_to_cell_weights, + fw_input_to_output_weights, + fw_recurrent_to_input_weights, + fw_recurrent_to_forget_weights, + fw_recurrent_to_cell_weights, + fw_recurrent_to_output_weights, + fw_cell_to_input_weights, + fw_cell_to_forget_weights, + fw_cell_to_output_weights, + fw_input_gate_bias, + fw_forget_gate_bias, + fw_cell_bias, + fw_output_gate_bias, + fw_projection_weights, + fw_projection_bias, + bw_input_to_input_weights, + bw_input_to_forget_weights, + bw_input_to_cell_weights, + bw_input_to_output_weights, + bw_recurrent_to_input_weights, + bw_recurrent_to_forget_weights, + bw_recurrent_to_cell_weights, + bw_recurrent_to_output_weights, + bw_cell_to_input_weights, + bw_cell_to_forget_weights, + bw_cell_to_output_weights, + bw_input_gate_bias, + bw_forget_gate_bias, + bw_cell_bias, + bw_output_gate_bias, + bw_projection_weights, + bw_projection_bias, + fw_activation_state, + fw_cell_state, + bw_activation_state, + bw_cell_state, + aux_input, + fw_aux_input_to_input_weights, + fw_aux_input_to_forget_weights, + fw_aux_input_to_cell_weights, + fw_aux_input_to_output_weights, + bw_aux_input_to_input_weights, + bw_aux_input_to_forget_weights, + bw_aux_input_to_cell_weights, + bw_aux_input_to_output_weights, + activation, + cell_clip, + proj_clip, + merge_outputs, + time_major, + fw_input_layer_norm_weights, + fw_forget_layer_norm_weights, + fw_cell_layer_norm_weights, + fw_output_layer_norm_weights, + bw_input_layer_norm_weights, + bw_forget_layer_norm_weights, + bw_cell_layer_norm_weights, + bw_output_layer_norm_weights, + ).To(fw_output, bw_output, fw_output_activation_state, fw_output_cell_state, + bw_output_activation_state, bw_output_cell_state) + + example = Example( + { + input: input_data, + fw_input_to_input_weights: fw_input_to_input_weights_data, + fw_input_to_forget_weights: fw_input_to_forget_weights_data, + fw_input_to_cell_weights: fw_input_to_cell_weights_data, + fw_input_to_output_weights: fw_input_to_output_weights_data, + fw_recurrent_to_input_weights: fw_recurrent_to_input_weights_data, + fw_recurrent_to_forget_weights: fw_recurrent_to_forget_weights_data, + fw_recurrent_to_cell_weights: fw_recurrent_to_cell_weights_data, + fw_recurrent_to_output_weights: fw_recurrent_to_output_weights_data, + fw_cell_to_input_weights: fw_cell_to_input_weights_data, + fw_cell_to_forget_weights: fw_cell_to_forget_weights_data, + fw_cell_to_output_weights: fw_cell_to_output_weights_data, + fw_input_gate_bias: fw_input_gate_bias_data, + fw_forget_gate_bias: fw_forget_gate_bias_data, + fw_cell_bias: fw_cell_bias_data, + fw_output_gate_bias: fw_output_gate_bias_data, + fw_projection_weights: fw_projection_weights_data, + fw_projection_bias: fw_projection_bias_data, + bw_input_to_input_weights: bw_input_to_input_weights_data, + bw_input_to_forget_weights: bw_input_to_forget_weights_data, + bw_input_to_cell_weights: bw_input_to_cell_weights_data, + bw_input_to_output_weights: bw_input_to_output_weights_data, + bw_recurrent_to_input_weights: bw_recurrent_to_input_weights_data, + bw_recurrent_to_forget_weights: bw_recurrent_to_forget_weights_data, + bw_recurrent_to_cell_weights: bw_recurrent_to_cell_weights_data, + bw_recurrent_to_output_weights: bw_recurrent_to_output_weights_data, + bw_cell_to_input_weights: bw_cell_to_input_weights_data, + bw_cell_to_forget_weights: bw_cell_to_forget_weights_data, + bw_cell_to_output_weights: bw_cell_to_output_weights_data, + bw_input_gate_bias: bw_input_gate_bias_data, + bw_forget_gate_bias: bw_forget_gate_bias_data, + bw_cell_bias: bw_cell_bias_data, + bw_output_gate_bias: bw_output_gate_bias_data, + bw_projection_weights: bw_projection_weights_data, + bw_projection_bias: bw_projection_bias_data, + fw_activation_state: fw_activation_state_data, + fw_cell_state: fw_cell_state_data, + bw_activation_state: bw_activation_state_data, + bw_cell_state: bw_cell_state_data, + aux_input: aux_input_data, + fw_aux_input_to_input_weights: fw_aux_input_to_input_weights_data, + fw_aux_input_to_forget_weights: fw_aux_input_to_forget_weights_data, + fw_aux_input_to_cell_weights: fw_aux_input_to_cell_weights_data, + fw_aux_input_to_output_weights: fw_aux_input_to_output_weights_data, + bw_aux_input_to_input_weights: bw_aux_input_to_input_weights_data, + bw_aux_input_to_forget_weights: bw_aux_input_to_forget_weights_data, + bw_aux_input_to_cell_weights: bw_aux_input_to_cell_weights_data, + bw_aux_input_to_output_weights: bw_aux_input_to_output_weights_data, + fw_input_layer_norm_weights: fw_input_layer_norm_weights_data, + fw_forget_layer_norm_weights: fw_forget_layer_norm_weights_data, + fw_cell_layer_norm_weights: fw_cell_layer_norm_weights_data, + fw_output_layer_norm_weights: fw_output_layer_norm_weights_data, + bw_input_layer_norm_weights: bw_input_layer_norm_weights_data, + bw_forget_layer_norm_weights: bw_forget_layer_norm_weights_data, + bw_cell_layer_norm_weights: bw_cell_layer_norm_weights_data, + bw_output_layer_norm_weights: bw_output_layer_norm_weights_data, + fw_output: fw_output_data, + bw_output: bw_output_data, + fw_output_activation_state: fw_output_activation_state_data, + fw_output_cell_state: fw_output_cell_state_data, + bw_output_activation_state: bw_output_activation_state_data, + bw_output_cell_state: bw_output_cell_state_data, + }, + model=model, name=name) + + +fw_input_to_input_weights_data = [ + -0.45018822, -0.02338299, -0.0870589, + -0.34550029, 0.04266912, -0.15680569, + -0.34856534, 0.43890524 +] +bw_input_to_input_weights_data = fw_input_to_input_weights_data + +fw_input_to_forget_weights_data = [ + 0.09701663, 0.20334584, -0.50592935, + -0.31343272, -0.40032279, 0.44781327, + 0.01387155, -0.35593212 +] +bw_input_to_forget_weights_data = fw_input_to_forget_weights_data + +fw_input_to_cell_weights_data = [ + -0.50013041, 0.1370284, 0.11810488, 0.2013163, + -0.20583314, 0.44344562, 0.22077113, + -0.29909778 +] +bw_input_to_cell_weights_data = fw_input_to_cell_weights_data + +fw_input_to_output_weights_data = [ + -0.25065863, -0.28290087, 0.04613829, + 0.40525138, 0.44272184, 0.03897077, -0.1556896, + 0.19487578 +] +bw_input_to_output_weights_data = fw_input_to_output_weights_data + +fw_recurrent_to_input_weights_data = [ + -0.0063535, -0.2042388, 0.31454784, -0.35746509, 0.28902304, 0.08183324, + -0.16555229, 0.02286911, -0.13566875, 0.03034258, 0.48091322, + -0.12528998, 0.24077177, -0.51332325, -0.33502164, 0.10629296 +] +bw_recurrent_to_input_weights_data = fw_recurrent_to_input_weights_data + +fw_recurrent_to_forget_weights_data = [ + -0.48684245, -0.06655136, 0.42224967, 0.2112639, 0.27654213, 0.20864892, + -0.07646349, 0.45877004, 0.00141793, -0.14609534, 0.36447752, 0.09196436, + 0.28053468, 0.01560611, -0.20127171, -0.01140004 +] +bw_recurrent_to_forget_weights_data = fw_recurrent_to_forget_weights_data + +fw_recurrent_to_cell_weights_data = [ + -0.3407414, 0.24443203, -0.2078532, 0.26320225, 0.05695659, -0.00123841, + -0.4744786, -0.35869038, -0.06418842, -0.13502428, -0.501764, 0.22830659, + -0.46367589, 0.26016325, -0.03894562, -0.16368064 +] +bw_recurrent_to_cell_weights_data = fw_recurrent_to_cell_weights_data + +fw_recurrent_to_output_weights_data = [ + 0.43385774, -0.17194885, 0.2718237, 0.09215671, 0.24107647, -0.39835793, + 0.18212086, 0.01301402, 0.48572797, -0.50656658, 0.20047462, -0.20607421, + -0.51818722, -0.15390486, 0.0468148, 0.39922136 +] +bw_recurrent_to_output_weights_data = fw_recurrent_to_output_weights_data + +fw_input_gate_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_input_gate_bias_data = [0.0, 0.0, 0.0, 0.0] + +fw_forget_gate_bias_data = [1.0, 1.0, 1.0, 1.0] +bw_forget_gate_bias_data = [1.0, 1.0, 1.0, 1.0] + +fw_cell_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_cell_bias_data = [0.0, 0.0, 0.0, 0.0] + +fw_output_gate_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_output_gate_bias_data = [0.0, 0.0, 0.0, 0.0] + +input_data = [2.0, 3.0, 3.0, 4.0, 1.0, 1.0] + +fw_activation_state_data = [0 for _ in range(n_batch * n_output)] +bw_activation_state_data = [0 for _ in range(n_batch * n_output)] + +fw_cell_state_data = [0 for _ in range(n_batch * n_cell)] +bw_cell_state_data = [0 for _ in range(n_batch * n_cell)] + +fw_golden_output_data = [ + -0.02973187, 0.1229473, 0.20885126, -0.15358765, + -0.03716109, 0.12507336, 0.41193449, -0.20860538, + -0.15053082, 0.09120187, 0.24278517, -0.12222792 +] +bw_golden_output_data = [ + -0.0806187, 0.139077, 0.400476, -0.197842, + -0.0332076, 0.123838, 0.309777, -0.17621, + -0.0490733, 0.0739237, 0.067706, -0.0208124 +] + +fw_output_cell_state_data = [-0.41584, 0.1496, 0.407424, -0.252775] +bw_output_cell_state_data = [-0.402085, 0.178675, 0.610687, -0.373812] + + +test( + name="blackbox", + input_data=input_data, + fw_input_to_input_weights_data=fw_input_to_input_weights_data, + fw_input_to_forget_weights_data=fw_input_to_forget_weights_data, + fw_input_to_cell_weights_data=fw_input_to_cell_weights_data, + fw_input_to_output_weights_data=fw_input_to_output_weights_data, + fw_recurrent_to_input_weights_data=fw_recurrent_to_input_weights_data, + fw_recurrent_to_forget_weights_data=fw_recurrent_to_forget_weights_data, + fw_recurrent_to_cell_weights_data=fw_recurrent_to_cell_weights_data, + fw_recurrent_to_output_weights_data=fw_recurrent_to_output_weights_data, + fw_input_gate_bias_data=fw_input_gate_bias_data, + fw_forget_gate_bias_data=fw_forget_gate_bias_data, + fw_cell_bias_data=fw_cell_bias_data, + fw_output_gate_bias_data=fw_output_gate_bias_data, + bw_input_to_input_weights_data=bw_input_to_input_weights_data, + bw_input_to_forget_weights_data=bw_input_to_forget_weights_data, + bw_input_to_cell_weights_data=bw_input_to_cell_weights_data, + bw_input_to_output_weights_data=bw_input_to_output_weights_data, + bw_recurrent_to_input_weights_data=bw_recurrent_to_input_weights_data, + bw_recurrent_to_forget_weights_data=bw_recurrent_to_forget_weights_data, + bw_recurrent_to_cell_weights_data=bw_recurrent_to_cell_weights_data, + bw_recurrent_to_output_weights_data=bw_recurrent_to_output_weights_data, + bw_input_gate_bias_data=bw_input_gate_bias_data, + bw_forget_gate_bias_data=bw_forget_gate_bias_data, + bw_cell_bias_data=bw_cell_bias_data, + bw_output_gate_bias_data=bw_output_gate_bias_data, + fw_activation_state_data = fw_activation_state_data, + bw_activation_state_data = bw_activation_state_data, + fw_cell_state_data = fw_cell_state_data, + bw_cell_state_data = bw_cell_state_data, + fw_output_data=fw_golden_output_data, + bw_output_data=bw_golden_output_data, + fw_output_activation_state_data=fw_golden_output_data[2 * (n_batch * n_output):], + fw_output_cell_state_data=fw_output_cell_state_data, + bw_output_activation_state_data=bw_golden_output_data[:(n_batch * n_output)], + bw_output_cell_state_data=bw_output_cell_state_data, +) diff --git a/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_state_output.mod.py b/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_state_output.mod.py new file mode 100644 index 000000000..7c1140f7a --- /dev/null +++ b/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_state_output.mod.py @@ -0,0 +1,585 @@ +# +# Copyright (C) 2019 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. +# +import numpy as np +import sys + + +def convert_to_time_major(tensor, tensor_shape): + return np.array(tensor).reshape(tensor_shape).transpose([1, 0, 2 + ]).flatten().tolist() + + +def merge_outputs(a, a_shape, b, b_shape): + a = np.array(a).reshape(a_shape) + b = np.array(b).reshape(b_shape) + return np.concatenate((a, b), axis=2).flatten().tolist() + + +def reverse_batch_major(tensor, tensor_shape): + return np.array(tensor).reshape(tensor_shape)[:, ::-1, :].flatten().tolist() + + +def split_tensor_in_two(tensor, tensor_shape): + tensor = np.array(tensor).reshape(tensor_shape) + left, right = np.split(tensor, 2, axis=len(tensor_shape) - 1) + return left.flatten().tolist(), right.flatten().tolist() + + +def test( + name, input, fw_weights, fw_recurrent_weights, fw_bias, fw_hidden_state, + bw_weights, bw_recurrent_weights, bw_bias, bw_hidden_state, aux_input, + fw_aux_weights, bw_aux_weights, activation, time_major, merge_outputs, + fw_output, bw_output, fw_output_hidden_state, bw_output_hidden_state, + input_data, fw_weights_data, fw_recurrent_weights_data, fw_bias_data, + fw_hidden_state_data, bw_weights_data, bw_recurrent_weights_data, + bw_bias_data, bw_hidden_state_data, aux_input_data, fw_aux_weights_data, + bw_aux_weights_data, fw_output_data, bw_output_data, + fw_output_hidden_state_data, bw_output_hidden_state_data): + activation = Int32Scalar("activation", activation) + time_major = BoolScalar("time_major", time_major) + merge_outputs_scalar = BoolScalar("merge_outputs", merge_outputs) + model = Model().Operation("BIDIRECTIONAL_SEQUENCE_RNN", input, fw_weights, + fw_recurrent_weights, fw_bias, fw_hidden_state, + bw_weights, bw_recurrent_weights, bw_bias, + bw_hidden_state, aux_input, fw_aux_weights, + bw_aux_weights, activation, time_major, + merge_outputs_scalar) + if merge_outputs: + model = model.To(fw_output, fw_output_hidden_state, bw_output_hidden_state) + else: + model = model.To(fw_output, bw_output, fw_output_hidden_state, + bw_output_hidden_state) + + data_dict = { + input: input_data, + fw_weights: fw_weights_data, + fw_recurrent_weights: fw_recurrent_weights_data, + fw_bias: fw_bias_data, + fw_hidden_state: fw_hidden_state_data, + bw_weights: bw_weights_data, + bw_recurrent_weights: bw_recurrent_weights_data, + bw_bias: bw_bias_data, + bw_hidden_state: bw_hidden_state_data, + aux_input: aux_input_data, + fw_aux_weights: fw_aux_weights_data, + bw_aux_weights: bw_aux_weights_data, + fw_output: fw_output_data, + fw_output_hidden_state: fw_output_hidden_state_data, + bw_output_hidden_state: bw_output_hidden_state_data, + } + if not merge_outputs: + data_dict[bw_output] = bw_output_data + + example = Example( + data_dict, model=model, name=name).AddVariations("relaxed", "float16") + + +num_batches = 2 +max_time = 16 +input_size = 8 +fw_num_units = 16 +bw_num_units = 16 + +input_data = [ + 0.23689353, 0.285385, 0.037029743, -0.19858193, -0.27569133, 0.43773448, + 0.60379338, 0.35562468, -0.69424844, -0.93421471, -0.87287879, 0.37144363, + -0.62476718, 0.23791671, 0.40060222, 0.1356622, -0.99774903, -0.98858172, + -0.38952237, -0.47685933, 0.31073618, 0.71511042, -0.63767755, -0.31729108, + 0.33468103, 0.75801885, 0.30660987, -0.37354088, 0.77002847, -0.62747043, + -0.68572164, 0.0069220066, 0.65791464, 0.35130811, 0.80834007, -0.61777675, + -0.21095741, 0.41213346, 0.73784804, 0.094794154, 0.47791874, 0.86496925, + -0.53376222, 0.85315156, 0.10288584, 0.86684, -0.011186242, 0.10513687, + 0.87825835, 0.59929144, 0.62827742, 0.18899453, 0.31440187, 0.99059987, + 0.87170351, -0.35091716, 0.74861872, 0.17831337, 0.2755419, 0.51864719, + 0.55084288, 0.58982027, -0.47443086, 0.20875752, -0.058871567, -0.66609079, + 0.59098077, 0.73017097, 0.74604273, 0.32882881, -0.17503482, 0.22396147, + 0.19379807, 0.29120302, 0.077113032, -0.70331609, 0.15804303, -0.93407321, + 0.40182066, 0.036301374, 0.66521823, 0.0300982, -0.7747041, -0.02038002, + 0.020698071, -0.90300065, 0.62870288, -0.23068321, 0.27531278, -0.095755219, + -0.712036, -0.17384434, -0.50593495, -0.18646687, -0.96508682, 0.43519354, + 0.14744234, 0.62589407, 0.1653645, -0.10651493, -0.045277178, 0.99032974, + -0.88255352, -0.85147917, 0.28153265, 0.19455957, -0.55479527, -0.56042433, + 0.26048636, 0.84702539, 0.47587705, -0.074295521, -0.12287641, 0.70117295, + 0.90532446, 0.89782166, 0.79817224, 0.53402734, -0.33286154, 0.073485017, + -0.56172788, -0.044897556, 0.89964068, -0.067662835, 0.76863563, 0.93455386, + -0.6324693, -0.083922029 +] * 2 + +weights_data = [ + 0.461459, 0.153381, 0.529743, -0.00371218, 0.676267, -0.211346, 0.317493, + 0.969689, -0.343251, 0.186423, 0.398151, 0.152399, 0.448504, 0.317662, + 0.523556, -0.323514, 0.480877, 0.333113, -0.757714, -0.674487, -0.643585, + 0.217766, -0.0251462, 0.79512, -0.595574, -0.422444, 0.371572, -0.452178, + -0.556069, -0.482188, -0.685456, -0.727851, 0.841829, 0.551535, -0.232336, + 0.729158, -0.00294906, -0.69754, 0.766073, -0.178424, 0.369513, -0.423241, + 0.548547, -0.0152023, -0.757482, -0.85491, 0.251331, -0.989183, 0.306261, + -0.340716, 0.886103, -0.0726757, -0.723523, -0.784303, 0.0354295, 0.566564, + -0.485469, -0.620498, 0.832546, 0.697884, -0.279115, 0.294415, -0.584313, + 0.548772, 0.0648819, 0.968726, 0.723834, -0.0080452, -0.350386, -0.272803, + 0.115121, -0.412644, -0.824713, -0.992843, -0.592904, -0.417893, 0.863791, + -0.423461, -0.147601, -0.770664, -0.479006, 0.654782, 0.587314, -0.639158, + 0.816969, -0.337228, 0.659878, 0.73107, 0.754768, -0.337042, 0.0960841, + 0.368357, 0.244191, -0.817703, -0.211223, 0.442012, 0.37225, -0.623598, + -0.405423, 0.455101, 0.673656, -0.145345, -0.511346, -0.901675, -0.81252, + -0.127006, 0.809865, -0.721884, 0.636255, 0.868989, -0.347973, -0.10179, + -0.777449, 0.917274, 0.819286, 0.206218, -0.00785118, 0.167141, 0.45872, + 0.972934, -0.276798, 0.837861, 0.747958, -0.0151566, -0.330057, -0.469077, + 0.277308, 0.415818 +] + +recurrent_weights_data = [ + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1 +] + +bias_data = [ + 0.065691948, -0.69055247, 0.1107955, -0.97084129, -0.23957068, -0.23566568, + -0.389184, 0.47481549, -0.4791103, 0.29931796, 0.10463274, 0.83918178, + 0.37197268, 0.61957061, 0.3956964, -0.37609905 +] + +fw_output_data = [ + 0.496726, 0, 0.965996, 0, 0.0584254, 0, 0, 0.12315, 0, 0, 0.612266, + 0.456601, 0, 0.52286, 1.16099, 0.0291232, 0, 0, 0.524901, 0, 0, 0, 0, + 1.02116, 0, 1.35762, 0, 0.356909, 0.436415, 0.0355727, 0, 0, 0, 0, 0, + 0.262335, 0, 0, 0, 1.33992, 0, 2.9739, 0, 0, 1.31914, 2.66147, 0, 0, + 0.942568, 0, 0, 0, 0.025507, 0, 0, 0, 0.321429, 0.569141, 1.25274, 1.57719, + 0.8158, 1.21805, 0.586239, 0.25427, 1.04436, 0, 0.630725, 0, 0.133801, + 0.210693, 0.363026, 0, 0.533426, 0, 1.25926, 0.722707, 0, 1.22031, 1.30117, + 0.495867, 0.222187, 0, 0.72725, 0, 0.767003, 0, 0, 0.147835, 0, 0, 0, + 0.608758, 0.469394, 0.00720298, 0.927537, 0, 0.856974, 0.424257, 0, 0, + 0.937329, 0, 0, 0, 0.476425, 0, 0.566017, 0.418462, 0.141911, 0.996214, + 1.13063, 0, 0.967899, 0, 0, 0, 0.0831304, 0, 0, 1.00378, 0, 0, 0, 1.44818, + 1.01768, 0.943891, 0.502745, 0, 0.940135, 0, 0, 0, 0, 0, 0, 2.13243, 0, + 0.71208, 0.123918, 1.53907, 1.30225, 1.59644, 0.70222, 0, 0.804329, 0, + 0.430576, 0, 0.505872, 0.509603, 0.343448, 0, 0.107756, 0.614544, 1.44549, + 1.52311, 0.0454298, 0.300267, 0.562784, 0.395095, 0.228154, 0, 0.675323, 0, + 1.70536, 0.766217, 0, 0, 0, 0.735363, 0.0759267, 1.91017, 0.941888, 0, 0, 0, + 0, 0, 1.5909, 0, 0, 0, 0, 0.5755, 0, 0.184687, 0, 1.56296, 0.625285, 0, 0, + 0, 0, 0, 0.0857888, 0, 0, 0, 0, 0.488383, 0.252786, 0, 0, 0, 1.02817, + 1.85665, 0, 0, 0.00981836, 0, 1.06371, 0, 0, 0, 0, 0, 0, 0.290445, 0.316406, + 0, 0.304161, 1.25079, 0.0707152, 0, 0.986264, 0.309201, 0, 0, 0, 0, 0, + 1.64896, 0.346248, 0, 0.918175, 0.78884, 0.524981, 1.92076, 2.07013, + 0.333244, 0.415153, 0.210318, 0, 0, 0, 0, 0, 2.02616, 0, 0.728256, 0.84183, + 0.0907453, 0.628881, 3.58099, 1.49974, 0 +] * 2 + +bw_output_data = [ + 0.496726, 0, 1.00883, 0, 0.0584256, 0, 0, 0.236412, 0, 0, 0.612267, + 0.487726, 0, 0.54883, 1.16099, 0.0291233, 0, 0, 0.428302, 0, 0, 0, 0, + 1.13262, 0, 1.64415, 0, 0.311249, 0.570804, 0.259696, 0, 0, 0, 0, 0, + 0.262334, 0, 0, 0, 1.23781, 0, 2.86532, 0, 0, 1.34389, 2.76409, 0, 0, + 1.03969, 0, 0.00410865, 0, 0.0470295, 0, 0, 0, 0.371556, 0.27175, 1.36614, + 1.63956, 0.683887, 1.06176, 0.719552, 0.301314, 0.971195, 0, 0.697143, 0, + 0.215219, 0.210693, 0.363027, 0, 0.501283, 0, 1.13399, 0.623774, 0, 1.09851, + 1.33313, 0.470441, 0.210965, 0, 0.664178, 0, 0.839686, 0, 0, 0.147834, 0, 0, + 0, 0.58786, 0.490128, 0, 0.905806, 0, 0.932134, 0.424257, 0, 0, 0.860629, 0, + 0, 0, 0.476425, 0, 0.566017, 0.513721, 0.207341, 1.09508, 1.08385, 0, + 0.973787, 0, 0, 0, 0, 0, 0, 1.20698, 0, 0, 0, 1.56135, 1.12369, 0.99588, + 0.459803, 0, 0.915854, 0, 0, 0, 0, 0, 0, 2.03206, 0, 0.773264, 0.267228, + 1.55012, 1.202, 1.51611, 0.701202, 0, 0.725088, 0, 0.509069, 0, 0.671349, + 0.581129, 0.343447, 0, 0.107755, 0.611838, 1.4331, 1.55871, 0.015242, + 0.140624, 0.492562, 0.395095, 0.147722, 0, 0.784925, 0, 1.65477, 0.715257, + 0, 0, 0, 0.685024, 0, 1.89505, 1.00037, 0, 0, 0, 0, 0, 1.52659, 0, 0, 0, 0, + 0.618583, 0, 0.11115, 0, 1.37194, 0.630225, 0, 0, 0, 0, 0, 0.0322124, 0, 0, + 0, 0, 0.430834, 0.252786, 0, 0, 0, 0.991297, 1.98451, 0, 0, 0.111511, 0, + 1.05513, 0, 0, 0, 0, 0, 0, 0.290445, 0.412559, 0.0429958, 0.256564, 1.27858, + 0.289948, 0, 1.01693, 0.327141, 0, 0, 0, 0, 0, 1.83508, 0.346248, 0, + 0.961535, 0.790026, 0.552203, 2.13457, 2.19233, 0.333244, 0.316526, + 0.179398, 0, 0, 0, 0, 0, 1.86126, 0, 0.728256, 0.750013, 0.011861, 0.576383, + 3.38891, 1.29273, 0 +] * 2 + +fw_output_hidden_state_data = fw_output_data[-fw_num_units:] * 2 +bw_output_hidden_state_data = bw_output_data[:bw_num_units] * 2 + +test( + name="blackbox", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input("aux_input", "TENSOR_FLOAT32", "{0}"), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + activation=1, + time_major=0, + merge_outputs=0, + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, bw_num_units)), + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + input_data=input_data, + fw_weights_data=weights_data, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=[], + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=fw_output_data, + bw_output_data=bw_output_data, + fw_output_hidden_state_data=fw_output_hidden_state_data, + bw_output_hidden_state_data=bw_output_hidden_state_data, +) + +test( + name="blackbox_time_major", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input("aux_input", "TENSOR_FLOAT32", "{0}"), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, bw_num_units)), + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + activation=1, + time_major=1, + merge_outputs=0, + input_data=convert_to_time_major(input_data, + [num_batches, max_time, input_size]), + fw_weights_data=weights_data, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=[], + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=convert_to_time_major(fw_output_data, + [num_batches, max_time, fw_num_units]), + bw_output_data=convert_to_time_major(bw_output_data, + [num_batches, max_time, bw_num_units]), + fw_output_hidden_state_data=fw_output_hidden_state_data, + bw_output_hidden_state_data=bw_output_hidden_state_data, +) + +test( + name="blackbox_time_major_merge_outputs", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input("aux_input", "TENSOR_FLOAT32", "{0}"), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + activation=1, + time_major=1, + merge_outputs=1, + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, + fw_num_units + bw_num_units)), + bw_output=None, + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + input_data=convert_to_time_major(input_data, + [num_batches, max_time, input_size]), + fw_weights_data=weights_data, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=[], + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=merge_outputs( + convert_to_time_major(fw_output_data, + [num_batches, max_time, fw_num_units]), + [max_time, num_batches, fw_num_units], + convert_to_time_major(bw_output_data, + [num_batches, max_time, bw_num_units]), + [max_time, num_batches, bw_num_units], + ), + bw_output_data=None, + fw_output_hidden_state_data=fw_output_hidden_state_data, + bw_output_hidden_state_data=bw_output_hidden_state_data, +) + +test( + name="blackbox_reversed_inputs", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input("aux_input", "TENSOR_FLOAT32", "{0}"), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + activation=1, + time_major=0, + merge_outputs=0, + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, bw_num_units)), + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + input_data=reverse_batch_major(input_data, + [num_batches, max_time, input_size]), + fw_weights_data=weights_data, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=[], + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=reverse_batch_major(bw_output_data, + [num_batches, max_time, bw_num_units]), + bw_output_data=reverse_batch_major(fw_output_data, + [num_batches, max_time, fw_num_units]), + fw_output_hidden_state_data=bw_output_hidden_state_data, + bw_output_hidden_state_data=fw_output_hidden_state_data, +) + +# Same test as blackbox but an input is passed to auxiliary input instead of the +# regular one. Regular input and weights are set to zero. +test( + name="blackbox_aux_input", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input( + "aux_input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + activation=1, + time_major=0, + merge_outputs=0, + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, bw_num_units)), + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + input_data=[0] * num_batches * max_time * input_size, + fw_weights_data=[0] * fw_num_units * input_size, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=[0] * bw_num_units * input_size, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=input_data, + fw_aux_weights_data=weights_data, + bw_aux_weights_data=weights_data, + fw_output_data=fw_output_data, + bw_output_data=bw_output_data, + fw_output_hidden_state_data=fw_output_hidden_state_data, + bw_output_hidden_state_data=bw_output_hidden_state_data, +) + +# Same test as blackbox but input is split in half and passed to both regular +# and auxiliary input to test their interaction. +regular_input_data, aux_input_data = split_tensor_in_two( + input_data, [num_batches, max_time, input_size]) +regular_fw_weights, aux_fw_weights = split_tensor_in_two( + weights_data, [fw_num_units, input_size]) +regular_bw_weights, aux_bw_weights = split_tensor_in_two( + weights_data, [bw_num_units, input_size]) + +test( + name="blackbox_regular_and_aux_input", + input=Input( + "input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size // 2)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size // 2)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size // 2)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input( + "aux_input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size // 2)), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size // 2)), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size // 2)), + activation=1, + time_major=0, + merge_outputs=0, + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, bw_num_units)), + fw_output_hidden_state=Output( + "fw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_output_hidden_state=Output( + "bw_output_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + input_data=regular_input_data, + fw_weights_data=regular_fw_weights, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=regular_bw_weights, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=aux_input_data, + fw_aux_weights_data=aux_fw_weights, + bw_aux_weights_data=aux_bw_weights, + fw_output_data=fw_output_data, + bw_output_data=bw_output_data, + fw_output_hidden_state_data=fw_output_hidden_state_data, + bw_output_hidden_state_data=bw_output_hidden_state_data, +) diff --git a/nn/runtime/test/specs/V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.mod.py b/nn/runtime/test/specs/V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.mod.py new file mode 100644 index 000000000..450671eff --- /dev/null +++ b/nn/runtime/test/specs/V1_3/unidirectional_sequence_lstm_layer_norm_cifg_peephole_state_output.mod.py @@ -0,0 +1,192 @@ +# +# Copyright (C) 2019 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. +# + +# Unidirectional Sequence LSTM Test: +# 3 Time Step, Layer Normalization, Cifg, Peephole, Projection, and No Clipping. +import copy + +model = Model() + +max_time = 3 +n_batch = 2 +n_input = 5 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 3 + +input = Input("input", "TENSOR_FLOAT32", + "{%d, %d, %d}" % (max_time, n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", + "{0, 0}") +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", + "TENSOR_FLOAT32", "{0, 0}") +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", + "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", + "TENSOR_FLOAT32", + "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", + "{%d}" % (n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", + "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{0}") +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", + "{%d}" % (n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", + "{%d}" % (n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", + "{%d,%d}" % (n_output, n_cell)) +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", + "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", + "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) +time_major_param = BoolScalar("time_major_param", True) + +input_layer_norm_weights = Input("input_layer_norm_weights", "TENSOR_FLOAT32", + "{0}") +forget_layer_norm_weights = Input("forget_layer_norm_weights", "TENSOR_FLOAT32", + "{%d}" % n_cell) +cell_layer_norm_weights = Input("cell_layer_norm_weights", "TENSOR_FLOAT32", + "{%d}" % n_cell) +output_layer_norm_weights = Input("output_layer_norm_weights", "TENSOR_FLOAT32", + "{%d}" % n_cell) + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d}" % (max_time, n_batch, n_output)) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", + "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", + "{%d, %d}" % (n_batch, n_cell)) + +model = model.Operation( + "UNIDIRECTIONAL_SEQUENCE_LSTM", input, input_to_input_weights, + input_to_forget_weights, input_to_cell_weights, input_to_output_weights, + recurrent_to_input_weights, recurrent_to_forget_weights, + recurrent_to_cell_weights, recurrent_to_output_weights, + cell_to_input_weights, cell_to_forget_weights, cell_to_output_weights, + input_gate_bias, forget_gate_bias, cell_gate_bias, output_gate_bias, + projection_weights, projection_bias, output_state_in, cell_state_in, + activation_param, cell_clip_param, proj_clip_param, time_major_param, + input_layer_norm_weights, forget_layer_norm_weights, + cell_layer_norm_weights, output_layer_norm_weights).To( + [output, output_state_out, cell_state_out]) + +# Example 1. Input in operand 0, +input0 = { + input_to_input_weights: [], + input_to_forget_weights: [ + -0.6, -0.1, 0.3, 0.2, 0.9, -0.5, -0.2, -0.4, 0.3, -0.8, -0.4, 0.3, -0.5, + -0.4, -0.6, 0.3, -0.4, -0.6, -0.5, -0.5 + ], + input_to_cell_weights: [ + -0.4, -0.3, -0.2, -0.1, -0.5, 0.5, -0.2, -0.3, -0.2, -0.6, 0.6, -0.1, + -0.4, -0.3, -0.7, 0.7, -0.9, -0.5, 0.8, 0.6 + ], + input_to_output_weights: [ + -0.8, -0.4, -0.2, -0.9, -0.1, -0.7, 0.3, -0.3, -0.8, -0.2, 0.6, -0.2, + 0.4, -0.7, -0.3, -0.5, 0.1, 0.5, -0.6, -0.4 + ], + input_gate_bias: [], + forget_gate_bias: [0.1, -0.3, -0.2, 0.1], + cell_gate_bias: [-0.05, 0.72, 0.25, 0.08], + output_gate_bias: [0.05, -0.01, 0.2, 0.1], + recurrent_to_input_weights: [], + recurrent_to_cell_weights: [ + -0.3, 0.2, 0.1, -0.3, 0.8, -0.08, -0.2, 0.3, 0.8, -0.6, -0.1, 0.2 + ], + recurrent_to_forget_weights: [ + -0.5, -0.3, -0.5, -0.2, 0.6, 0.4, 0.9, 0.3, -0.1, 0.2, 0.5, 0.2 + ], + recurrent_to_output_weights: [ + 0.3, -0.1, 0.1, -0.2, -0.5, -0.7, -0.2, -0.6, -0.1, -0.4, -0.7, -0.2 + ], + cell_to_input_weights: [], + cell_to_forget_weights: [-0.02, -0.15, -0.25, -0.03], + cell_to_output_weights: [0.1, -0.1, -0.5, 0.05], + projection_weights: [ + -0.1, 0.2, 0.01, -0.2, 0.1, 0.5, 0.3, 0.08, 0.07, 0.2, -0.4, 0.2 + ], + projection_bias: [], + input_layer_norm_weights: [], + forget_layer_norm_weights: [0.2, 0.2, 0.4, 0.3], + cell_layer_norm_weights: [0.7, 0.2, 0.3, 0.8], + output_layer_norm_weights: [0.6, 0.2, 0.2, 0.5] +} + +test_input = [ + 0.7, 0.8, 0.1, 0.2, 0.3, 0.3, 0.2, 0.9, 0.8, 0.1, 0.8, 0.1, 0.2, 0.4, 0.5, + 0.1, 0.5, 0.2, 0.4, 0.2, 0.2, 0.7, 0.7, 0.1, 0.7, 0.6, 0.9, 0.2, 0.5, 0.7 +] + +golden_output = [ + 0.02129706, + 0.140816242, + 0.0112733059, + -0.0226350538, + 0.0916948169, + 0.0769175813, + 0.0132302344, + 0.152308047, + 0.0346313119, + -0.0269966982, + 0.149707705, + 0.094149217, + -0.0123688057, + 0.165790111, + 0.0893077999, + -0.0103429332, + 0.173016444, + 0.0720508844, +] + +output0 = { + output: + golden_output, + output_state_out: + golden_output[(max_time - 1) * (n_batch * n_output):], + cell_state_out: [ + -0.573662, 0.59525, 0.129295, 0.711027, -0.532303, 0.555613, 0.180099, + 0.784506 + ] +} + +input0[input] = test_input +input0[output_state_in] = [0 for _ in range(n_batch * n_output)] +input0[cell_state_in] = [0 for _ in range(n_batch * n_cell)] + +Example((input0, output0)).AddVariations("relaxed", "float16") diff --git a/nn/runtime/test/specs/V1_3/unidirectional_sequence_rnn.mod.py b/nn/runtime/test/specs/V1_3/unidirectional_sequence_rnn.mod.py new file mode 100644 index 000000000..75563e12c --- /dev/null +++ b/nn/runtime/test/specs/V1_3/unidirectional_sequence_rnn.mod.py @@ -0,0 +1,229 @@ +# +# Copyright (C) 2019 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. +# +import numpy as np + + +def test(name, input, weights, recurrent_weights, bias, hidden_state, + activation, time_major, output, output_state, input_data, weights_data, + recurrent_weights_data, bias_data, hidden_state_data, output_data, + output_state_data): + activation = Int32Scalar("activation", activation) + time_major = Int32Scalar("time_major", time_major) + model = Model().Operation("UNIDIRECTIONAL_SEQUENCE_RNN", input, weights, + recurrent_weights, bias, hidden_state, activation, + time_major).To(output, output_state) + example = Example( + { + input: input_data, + weights: weights_data, + recurrent_weights: recurrent_weights_data, + bias: bias_data, + hidden_state: hidden_state_data, + output: output_data, + output_state: output_state_data, + }, + model=model, + name=name).AddVariations("relaxed", "float16") + + +def convert_to_time_major(tensor, num_batches, max_time, input_size): + return np.array(tensor).reshape([num_batches, max_time, input_size + ]).transpose([1, 0, 2]).flatten().tolist() + + +num_batches = 2 +max_time = 16 +input_size = 8 +num_units = 16 + +input_data = [ + 0.23689353, 0.285385, 0.037029743, -0.19858193, -0.27569133, 0.43773448, + 0.60379338, 0.35562468, -0.69424844, -0.93421471, -0.87287879, 0.37144363, + -0.62476718, 0.23791671, 0.40060222, 0.1356622, -0.99774903, -0.98858172, + -0.38952237, -0.47685933, 0.31073618, 0.71511042, -0.63767755, -0.31729108, + 0.33468103, 0.75801885, 0.30660987, -0.37354088, 0.77002847, -0.62747043, + -0.68572164, 0.0069220066, 0.65791464, 0.35130811, 0.80834007, -0.61777675, + -0.21095741, 0.41213346, 0.73784804, 0.094794154, 0.47791874, 0.86496925, + -0.53376222, 0.85315156, 0.10288584, 0.86684, -0.011186242, 0.10513687, + 0.87825835, 0.59929144, 0.62827742, 0.18899453, 0.31440187, 0.99059987, + 0.87170351, -0.35091716, 0.74861872, 0.17831337, 0.2755419, 0.51864719, + 0.55084288, 0.58982027, -0.47443086, 0.20875752, -0.058871567, -0.66609079, + 0.59098077, 0.73017097, 0.74604273, 0.32882881, -0.17503482, 0.22396147, + 0.19379807, 0.29120302, 0.077113032, -0.70331609, 0.15804303, -0.93407321, + 0.40182066, 0.036301374, 0.66521823, 0.0300982, -0.7747041, -0.02038002, + 0.020698071, -0.90300065, 0.62870288, -0.23068321, 0.27531278, -0.095755219, + -0.712036, -0.17384434, -0.50593495, -0.18646687, -0.96508682, 0.43519354, + 0.14744234, 0.62589407, 0.1653645, -0.10651493, -0.045277178, 0.99032974, + -0.88255352, -0.85147917, 0.28153265, 0.19455957, -0.55479527, -0.56042433, + 0.26048636, 0.84702539, 0.47587705, -0.074295521, -0.12287641, 0.70117295, + 0.90532446, 0.89782166, 0.79817224, 0.53402734, -0.33286154, 0.073485017, + -0.56172788, -0.044897556, 0.89964068, -0.067662835, 0.76863563, 0.93455386, + -0.6324693, -0.083922029 +] * 2 +weights_data = [ + 0.461459, 0.153381, 0.529743, -0.00371218, 0.676267, -0.211346, 0.317493, + 0.969689, -0.343251, 0.186423, 0.398151, 0.152399, 0.448504, 0.317662, + 0.523556, -0.323514, 0.480877, 0.333113, -0.757714, -0.674487, -0.643585, + 0.217766, -0.0251462, 0.79512, -0.595574, -0.422444, 0.371572, -0.452178, + -0.556069, -0.482188, -0.685456, -0.727851, 0.841829, 0.551535, -0.232336, + 0.729158, -0.00294906, -0.69754, 0.766073, -0.178424, 0.369513, -0.423241, + 0.548547, -0.0152023, -0.757482, -0.85491, 0.251331, -0.989183, 0.306261, + -0.340716, 0.886103, -0.0726757, -0.723523, -0.784303, 0.0354295, 0.566564, + -0.485469, -0.620498, 0.832546, 0.697884, -0.279115, 0.294415, -0.584313, + 0.548772, 0.0648819, 0.968726, 0.723834, -0.0080452, -0.350386, -0.272803, + 0.115121, -0.412644, -0.824713, -0.992843, -0.592904, -0.417893, 0.863791, + -0.423461, -0.147601, -0.770664, -0.479006, 0.654782, 0.587314, -0.639158, + 0.816969, -0.337228, 0.659878, 0.73107, 0.754768, -0.337042, 0.0960841, + 0.368357, 0.244191, -0.817703, -0.211223, 0.442012, 0.37225, -0.623598, + -0.405423, 0.455101, 0.673656, -0.145345, -0.511346, -0.901675, -0.81252, + -0.127006, 0.809865, -0.721884, 0.636255, 0.868989, -0.347973, -0.10179, + -0.777449, 0.917274, 0.819286, 0.206218, -0.00785118, 0.167141, 0.45872, + 0.972934, -0.276798, 0.837861, 0.747958, -0.0151566, -0.330057, -0.469077, + 0.277308, 0.415818 +] +recurrent_weights_data = [ + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1 +] +bias_data = [ + 0.065691948, -0.69055247, 0.1107955, -0.97084129, -0.23957068, -0.23566568, + -0.389184, 0.47481549, -0.4791103, 0.29931796, 0.10463274, 0.83918178, + 0.37197268, 0.61957061, 0.3956964, -0.37609905 +] + +output_data = [ + 0.496726, 0, 0.965996, 0, 0.0584254, 0, 0, 0.12315, 0, 0, 0.612266, + 0.456601, 0, 0.52286, 1.16099, 0.0291232, 0, 0, 0.524901, 0, 0, 0, 0, + 1.02116, 0, 1.35762, 0, 0.356909, 0.436415, 0.0355727, 0, 0, 0, 0, 0, + 0.262335, 0, 0, 0, 1.33992, 0, 2.9739, 0, 0, 1.31914, 2.66147, 0, 0, + 0.942568, 0, 0, 0, 0.025507, 0, 0, 0, 0.321429, 0.569141, 1.25274, 1.57719, + 0.8158, 1.21805, 0.586239, 0.25427, 1.04436, 0, 0.630725, 0, 0.133801, + 0.210693, 0.363026, 0, 0.533426, 0, 1.25926, 0.722707, 0, 1.22031, 1.30117, + 0.495867, 0.222187, 0, 0.72725, 0, 0.767003, 0, 0, 0.147835, 0, 0, 0, + 0.608758, 0.469394, 0.00720298, 0.927537, 0, 0.856974, 0.424257, 0, 0, + 0.937329, 0, 0, 0, 0.476425, 0, 0.566017, 0.418462, 0.141911, 0.996214, + 1.13063, 0, 0.967899, 0, 0, 0, 0.0831304, 0, 0, 1.00378, 0, 0, 0, 1.44818, + 1.01768, 0.943891, 0.502745, 0, 0.940135, 0, 0, 0, 0, 0, 0, 2.13243, 0, + 0.71208, 0.123918, 1.53907, 1.30225, 1.59644, 0.70222, 0, 0.804329, 0, + 0.430576, 0, 0.505872, 0.509603, 0.343448, 0, 0.107756, 0.614544, 1.44549, + 1.52311, 0.0454298, 0.300267, 0.562784, 0.395095, 0.228154, 0, 0.675323, 0, + 1.70536, 0.766217, 0, 0, 0, 0.735363, 0.0759267, 1.91017, 0.941888, 0, 0, 0, + 0, 0, 1.5909, 0, 0, 0, 0, 0.5755, 0, 0.184687, 0, 1.56296, 0.625285, 0, 0, + 0, 0, 0, 0.0857888, 0, 0, 0, 0, 0.488383, 0.252786, 0, 0, 0, 1.02817, + 1.85665, 0, 0, 0.00981836, 0, 1.06371, 0, 0, 0, 0, 0, 0, 0.290445, 0.316406, + 0, 0.304161, 1.25079, 0.0707152, 0, 0.986264, 0.309201, 0, 0, 0, 0, 0, + 1.64896, 0.346248, 0, 0.918175, 0.78884, 0.524981, 1.92076, 2.07013, + 0.333244, 0.415153, 0.210318, 0, 0, 0, 0, 0, 2.02616, 0, 0.728256, 0.84183, + 0.0907453, 0.628881, 3.58099, 1.49974, 0 +] * 2 + +output_state_data = [ + 0.415153, + 0.210318, + 0, + 0, + 0, + 0, + 0, + 2.02616, + 0, + 0.728256, + 0.84183, + 0.090745, + 0.628881, + 3.58099, + 1.49974, + 0, + 0.415153, + 0.210318, + 0, + 0, + 0, + 0, + 0, + 2.02616, + 0, + 0.728256, + 0.84183, + 0.090745, + 0.628881, + 3.58099, + 1.49974, + 0, +] + +test( + name="blackbox_state_output", + input=Input("input", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(num_batches, max_time, input_size)), + weights=Input("weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_units, input_size)), + recurrent_weights=Input("recurrent_weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_units, num_units)), + bias=Input("bias", "TENSOR_FLOAT32", "{{{}}}".format(num_units)), + hidden_state=Input("hidden_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_batches, num_units)), + output=Output("output", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(num_batches, max_time, num_units)), + output_state=Output("output_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_batches, num_units)), + activation=1, + time_major=0, + input_data=input_data, + weights_data=weights_data, + recurrent_weights_data=recurrent_weights_data, + bias_data=bias_data, + hidden_state_data=[0] * num_batches * num_units, + output_data=output_data, + output_state_data=output_state_data, +) + +test( + name="blackbox_time_major_state_output", + input=Input("input", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, num_batches, input_size)), + weights=Input("weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_units, input_size)), + recurrent_weights=Input("recurrent_weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_units, num_units)), + bias=Input("bias", "TENSOR_FLOAT32", "{{{}}}".format(num_units)), + hidden_state=Input("hidden_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_batches, num_units)), + output=Output("output", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, num_batches, num_units)), + output_state=Output("output_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(num_batches, num_units)), + activation=1, + time_major=1, + input_data=convert_to_time_major(input_data, num_batches, max_time, + input_size), + weights_data=weights_data, + recurrent_weights_data=recurrent_weights_data, + bias_data=bias_data, + hidden_state_data=[0] * num_batches * num_units, + output_data=convert_to_time_major(output_data, num_batches, max_time, + num_units), + output_state_data=output_state_data, +) diff --git a/nn/tools/api/types.spec b/nn/tools/api/types.spec index ebd528881..95d8b0206 100644 --- a/nn/tools/api/types.spec +++ b/nn/tools/api/types.spec @@ -3257,6 +3257,32 @@ * A 3-D tensor of shape: * If time-major: [max_time, batch_size, bw_output_size] * If batch-major: [batch_size, max_time, bw_output_size] +%kind ndk hal_1.3+ + * * 2: The forward activation state output. + * A 2-D tensor of shape [batch_size, fw_output_size] containing an + * activation state from the last time step in the sequence. This + * output is optional and can be omitted. If this output is present + * then outputs 3-5 must be present as well. + * Available since %{APILevel30}. + * * 3: The forward cell state output. + * A tensor of shape [batch_size, fw_cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. If this output is present + * then outputs 2, 4, 5 must be present as well. + * Available since %{APILevel30}. + * * 4: The backward activation state output. + * A 2-D tensor of shape [batch_size, bw_output_size] containing an + * activation state from the last time step in the sequence. This + * output is optional and can be omitted. If this output is present + * then outputs 2, 3, 5 must be present as well. + * Available since %{APILevel30}. + * * 5: The backward cell state output. + * A tensor of shape [batch_size, bw_cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. If this output is present + * then outputs 2-4 must be present as well. + * Available since %{APILevel30}. +%/kind %insert-lines AVAIL29 %insert-lines OutputState */ @@ -3376,6 +3402,20 @@ * (timeMajor). If it is set to true, then the shape is set to * [maxTime, batchSize, bwNumUnits], otherwise the shape is set to * [batchSize, maxTime, bwNumUnits]. +%kind ndk hal_1.3+ + * * 2: The forward hidden state output. + * A 2-D tensor of shape [batchSize, fwNumUnits] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then output + * 3 must be present as well. + * Available since %{APILevel30}. + * * 3: The backward hidden state output. + * A 2-D tensor of shape [batchSize, bwNumUnits] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then output + * 2 must be present as well. + * Available since %{APILevel30}. +%/kind %insert-lines AVAIL29 %insert-lines OutputState */ @@ -5614,6 +5654,17 @@ * A 3-D tensor of shape: * If time-major: [max_time, batch_size, output_size] * If batch-major: [batch_size, max_time, output_size] +%kind ndk hal_1.3+ + * * 1: A tensor of shape [batch_size, output_size] containing a hidden + * state from the last time step in the sequence. This output is + * optional and can be omitted. If this output is present then + * output #2 must be present as well. + * Available since %{APILevel30}. + * * 2: A tensor of shape [batch_size, cell_size] containing a cell state + * from the last time step in the sequence. This output is optional + * and can be omitted. + * Available since %{APILevel30}. +%/kind %insert-lines AVAIL29 %insert-lines OutputState */ @@ -5671,6 +5722,12 @@ * it is set to 1, then the output has a shape [maxTime, batchSize, * numUnits], otherwise the output has a shape [batchSize, maxTime, * numUnits]. +%kind ndk hal_1.3+ + * * 1: A tensor of shape [batchSize, numUnits] containing hidden state + * from the last time step in the sequence. This output is optional + * and can be omitted. + * Available since %{APILevel30}. +%/kind %insert-lines AVAIL29 %insert-lines OutputState */ |