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authorLev Proleev <levp@google.com>2020-01-14 15:40:39 +0000
committerLev Proleev <levp@google.com>2020-02-05 12:41:48 +0000
commitfab4fb12ca85d226a9b41391df7334aab892bb3f (patch)
tree389fae5a4a25635011ac37c5fe1f9dd666260ae7 /nn
parent88195b1c6e3f6653615b0ae2795263de5f56f86f (diff)
downloadml-fab4fb12ca85d226a9b41391df7334aab892bb3f.tar.gz
Add a state output for UNIDIRECTIONAL_SEQUENCE_RNN
Bug: 138443991 Test: NNTest_static and VtsHalNeuralnetworksV1_3TargetTest Change-Id: I87c4735b9ced983142cac502635c1a6a21deed0c
Diffstat (limited to 'nn')
-rw-r--r--nn/common/operations/UnidirectionalSequenceRNN.cpp35
-rw-r--r--nn/runtime/include/NeuralNetworks.h4
-rw-r--r--nn/runtime/test/TestValidateOperations.cpp3
-rw-r--r--nn/runtime/test/generated/spec_V1_3/unidirectional_sequence_rnn.example.cpp2394
-rw-r--r--nn/runtime/test/specs/V1_3/unidirectional_sequence_rnn.mod.py229
-rw-r--r--nn/tools/api/types.spec6
6 files changed, 2668 insertions, 3 deletions
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 20c9021dc..65dd30264 100644
--- a/nn/runtime/include/NeuralNetworks.h
+++ b/nn/runtime/include/NeuralNetworks.h
@@ -5042,6 +5042,10 @@ 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..686920d13 100644
--- a/nn/runtime/test/TestValidateOperations.cpp
+++ b/nn/runtime/test/TestValidateOperations.cpp
@@ -344,6 +344,9 @@ class OperationTestBase {
for (int i = 0; i < 5; i++) {
outputs.push_back(outputs[0]);
if (ANEURALNETWORKS_NO_ERROR == addOperation(mValidInputs, outputs)) {
+ if (mOpCode == ANEURALNETWORKS_UNIDIRECTIONAL_SEQUENCE_RNN && i < 1) {
+ continue;
+ }
return false;
}
}
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, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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, 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, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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_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, -0.23068320751190186f, 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+ .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, 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<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, 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, 0.3214290142059326f, 0.5691409707069397f, 1.2527400255203247f, 1.5771900415420532f, 0.8158000111579895f, 1.2180500030517578f, 0.5862389802932739f, 0.2542699873447418f, 1.0443600416183472f, 0.0f, 0.6307250261306763f, 0.0f, 0.13380099833011627f, 0.21069300174713135f, 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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, 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, 0.3214290142059326f, 0.5691409707069397f, 1.2527400255203247f, 1.5771900415420532f, 0.8158000111579895f, 1.2180500030517578f, 0.5862389802932739f, 0.2542699873447418f, 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, 0.22218699753284454f, 0.0f, 0.7272499799728394f, 0.0f, 0.7670029997825623f, 0.0f, 0.0f, 0.14783500134944916f, 0.0f, 0.0f, 0.0f, 0.6087579727172852f, 0.4693939983844757f, 0.007202980108559132f, 0.9275370240211487f, 0.0f, 0.8569740056991577f, 0.4242570102214813f, 0.0f, 0.0f, 0.9373289942741394f, 0.0f, 0.0f, 0.0f, 0.4764249920845032f, 0.0f, 0.5660169720649719f, 0.41846200823783875f, 0.14191100001335144f, 0.996213972568512f, 1.1306300163269043f, 0.0f, 0.9678990244865417f, 0.0f, 0.0f, 0.0f, 0.08313039690256119f, 0.0f, 0.0f, 1.0037800073623657f, 0.0f, 0.0f, 0.0f, 1.4481799602508545f, 1.017680048942566f, 0.9438909888267517f, 0.5027449727058411f, 0.0f, 0.9401350021362305f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.132430076599121f, 0.0f, 0.7120800018310547f, 0.12391799688339233f, 1.5390700101852417f, 1.3022500276565552f, 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+ .numberOfConsumers = 0,
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+ .zeroPoint = 0
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+ .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
+ .numberOfConsumers = 0,
+ .scale = 0.0f,
+ .type = TestOperandType::TENSOR_FLOAT16,
+ .zeroPoint = 0
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+ .dimensions = {2, 16, 8},
+ .isIgnored = false,
+ .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
+ .numberOfConsumers = 1,
+ .scale = 0.0f,
+ .type = TestOperandType::TENSOR_FLOAT16,
+ .zeroPoint = 0
+ }, {
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+ .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
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+ .data = TestBuffer::createFromVector<int32_t>({0}),
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+ .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, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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 = 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, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 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+ .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, -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<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, 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, 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, 0.5249009728431702f, 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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0.8418300151824951f, 0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 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, 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, 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, 0.5249009728431702f, 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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+ .dimensions = {16, 2, 8},
+ .isIgnored = false,
+ .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
+ .numberOfConsumers = 1,
+ .scale = 0.0f,
+ .type = TestOperandType::TENSOR_FLOAT16,
+ .zeroPoint = 0
+ }, {
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+ .data = TestBuffer::createFromVector<_Float16>({0.0f}),
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+ .lifetime = TestOperandLifeTime::CONSTANT_COPY,
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+ .zeroPoint = 0
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+ .data = TestBuffer::createFromVector<int32_t>({0}),
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+ .lifetime = TestOperandLifeTime::CONSTANT_COPY,
+ .numberOfConsumers = 1,
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+ .zeroPoint = 0
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+ .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/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 55c48f660..144b90aee 100644
--- a/nn/tools/api/types.spec
+++ b/nn/tools/api/types.spec
@@ -5671,6 +5671,12 @@
* 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
*/
generated by cgit v1.2.3 (git 2.25.1) at 2024-07-24 05:30:17 +0000