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| author | Lev Proleev <levp@google.com> | 2020-01-27 15:46:59 +0000 |
|---|---|---|
| committer | Lev Proleev <levp@google.com> | 2020-02-18 20:52:55 +0000 |
| commit | 3e3da678b4abad2bfde754119a262b3b0048b3b0 (patch) | |
| tree | 0e08c91d4114df173ce0bea2f9bf645d1dafbec9 /nn/runtime/test | |
| parent | 644f69fbed6f39989c0571ad57b8b27da830679e (diff) | |
| download | ml-3e3da678b4abad2bfde754119a262b3b0048b3b0.tar.gz | |
Add parallel linking support for BIDIRECTIONAL_SEQUENCE_RNN
Previoulsy, BIDIRECTIONAL_SEQUENCE_RNN only supported cross-linking
mode, i.e. passing the regular and the auxiliary input to both the
forward and backward networks in the next BIDIRECTIONAL_SEQUENCE_RNN op:
AUX_INPUT (AUX_INPUT_REVERSED)
| |
INPUT | (INPUT_R'D.)|
| | | |
-----------------------
| \ / \ / |
| FW_RNN BW_RNN |
-----------------------
| |
FW_OUT BW_OUT
This CL adds support for parallel linking of bidirectional sequence
RNNs, where the regular input is passed only to the forward network and
the auxiliary input is passed only to the backward network:
INPUT (AUX_INPUT_REVERSED)
| |
---------------------
| FW_RNN BW_RNN |
---------------------
| |
FW_OUT BW_OUT
Fix: 138653129
Test: NNTest_static and VtsHalNeuralnetworksV1_3TargetTest
Change-Id: If08ba61d2bf24700a350ae234459f7f73e67e53e
Diffstat (limited to 'nn/runtime/test')
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_1_3.example.cpp | 6552 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_1_3.mod.py | 372 |
2 files changed, 6924 insertions, 0 deletions
diff --git a/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_1_3.example.cpp b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_1_3.example.cpp new file mode 100644 index 000000000..eccd95e25 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_rnn_1_3.example.cpp @@ -0,0 +1,6552 @@ +// Generated from bidirectional_sequence_rnn_1_3.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 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, 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.type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.147722f, 0.0f, 0.784925f, 0.0f, 1.65477f, 0.715257f, 0.0f, 0.0f, 0.0f, 0.685024f, 0.0f, 1.89505f, 1.00037f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.52659f, 0.0f, 0.0f, 0.0f, 0.0f, 0.618583f, 0.0f, 0.11115f, 0.0f, 1.37194f, 0.630225f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking", get_test_model_parallel_linking()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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= false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.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, 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TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .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 + }}, + .operations = {{ + .inputs = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_all_inputs_as_internal", get_test_model_parallel_linking_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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= 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 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0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_relaxed", get_test_model_parallel_linking_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0322124f, 0.0f, 0.0f, 0.0f, 0.0f, 0.430834f, 0.252786f, 0.0f, 0.0f, 0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 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0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_relaxed_all_inputs_as_internal", get_test_model_parallel_linking_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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= TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, -0.4224439859390259f, 0.37157198786735535f, -0.4521780014038086f, -0.556069016456604f, -0.48218798637390137f, -0.6854559779167175f, -0.7278509736061096f, 0.8418290019035339f, 0.5515350103378296f, -0.23233599960803986f, 0.7291579842567444f, -0.0029490599408745766f, -0.6975399851799011f, 0.7660729885101318f, -0.17842400074005127f, 0.36951300501823425f, -0.42324098944664f, 0.5485470294952393f, -0.015202299691736698f, -0.7574819922447205f, -0.8549100160598755f, 0.25133100152015686f, -0.9891830086708069f, 0.30626100301742554f, -0.34071600437164307f, 0.8861029744148254f, -0.07267569750547409f, -0.7235230207443237f, -0.7843030095100403f, 0.03542950004339218f, 0.5665640234947205f, -0.4854690134525299f, -0.62049800157547f, 0.8325459957122803f, 0.6978840231895447f, -0.2791149914264679f, 0.2944149971008301f, -0.5843129754066467f, 0.5487719774246216f, 0.06488189846277237f, 0.9687259793281555f, 0.7238339781761169f, -0.008045200258493423f, -0.35038599371910095f, -0.27280300855636597f, 0.11512099951505661f, -0.41264399886131287f, -0.8247129917144775f, -0.992842972278595f, -0.5929039716720581f, -0.4178929924964905f, 0.8637909889221191f, -0.423460990190506f, -0.14760099351406097f, -0.7706639766693115f, -0.47900599241256714f, 0.6547819972038269f, 0.5873140096664429f, -0.6391580104827881f, 0.8169689774513245f, -0.337228000164032f, 0.6598780155181885f, 0.7310699820518494f, 0.7547680139541626f, -0.3370420038700104f, 0.0960841029882431f, 0.36835700273513794f, 0.2441910058259964f, -0.8177030086517334f, -0.21122300624847412f, 0.4420120120048523f, 0.3722499907016754f, -0.6235979795455933f, -0.40542298555374146f, 0.45510101318359375f, 0.6736559867858887f, -0.14534500241279602f, -0.5113459825515747f, -0.9016749858856201f, -0.8125200271606445f, -0.12700599431991577f, 0.8098649978637695f, -0.72188401222229f, 0.6362550258636475f, 0.8689889907836914f, -0.3479729890823364f, -0.10179000347852707f, -0.7774490118026733f, 0.917273998260498f, 0.8192859888076782f, 0.20621800422668457f, -0.00785117968916893f, 0.16714100539684296f, 0.45871999859809875f, 0.9729340076446533f, -0.2767980098724365f, 0.8378610014915466f, 0.7479580044746399f, -0.015156599693000317f, -0.3300569951534271f, -0.4690769910812378f, 0.27730798721313477f, 0.4158180058002472f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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{}, + .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>({0.23689353466033936f, 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, 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+ .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_float16", get_test_model_parallel_linking_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.0f, 0.0f, 0.42830199003219604f, 0.0f, 0.0f, 0.0f, 0.0f, 1.1326199769973755f, 0.0f, 1.6441500186920166f, 0.0f, 0.3112489879131317f, 0.5708039999008179f, 0.25969600677490234f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2623339891433716f, 0.0f, 0.0f, 0.0f, 1.2378100156784058f, 0.0f, 2.8653199672698975f, 0.0f, 0.0f, 1.3438899517059326f, 2.764090061187744f, 0.0f, 0.0f, 1.0396900177001953f, 0.0f, 0.004108650144189596f, 0.0f, 0.04702949896454811f, 0.0f, 0.0f, 0.0f, 0.37155601382255554f, 0.27175000309944153f, 1.3661400079727173f, 1.6395599842071533f, 0.6838870048522949f, 1.0617599487304688f, 0.7195519804954529f, 0.30131399631500244f, 0.9711949825286865f, 0.0f, 0.697143018245697f, 0.0f, 0.21521900594234467f, 0.21069300174713135f, 0.36302700638771057f, 0.0f, 0.5012829899787903f, 0.0f, 1.1339900493621826f, 0.623773992061615f, 0.0f, 1.0985100269317627f, 1.3331300020217896f, 0.4704410135746002f, 0.21096499264240265f, 0.0f, 0.6641780138015747f, 0.0f, 0.8396859765052795f, 0.0f, 0.0f, 0.14783400297164917f, 0.0f, 0.0f, 0.0f, 0.5878599882125854f, 0.4901280105113983f, 0.0f, 0.9058060050010681f, 0.0f, 0.9321339726448059f, 0.4242570102214813f, 0.0f, 0.0f, 0.8606290221214294f, 0.0f, 0.0f, 0.0f, 0.4764249920845032f, 0.0f, 0.5660169720649719f, 0.5137209892272949f, 0.2073410004377365f, 1.095080018043518f, 1.0838500261306763f, 0.0f, 0.9737870097160339f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.2069799900054932f, 0.0f, 0.0f, 0.0f, 1.5613499879837036f, 1.1236900091171265f, 0.9958800077438354f, 0.4598029851913452f, 0.0f, 0.9158539772033691f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.032059907913208f, 0.0f, 0.7732639908790588f, 0.26722800731658936f, 1.5501199960708618f, 1.2020000219345093f, 1.5161099433898926f, 0.7012019753456116f, 0.0f, 0.7250880002975464f, 0.0f, 0.50906902551651f, 0.0f, 0.6713489890098572f, 0.5811290144920349f, 0.3434469997882843f, 0.0f, 0.10775499790906906f, 0.6118379831314087f, 1.4330999851226807f, 1.558709979057312f, 0.015242000110447407f, 0.1406240016222f, 0.4925619959831238f, 0.39509499073028564f, 0.1477220058441162f, 0.0f, 0.7849249839782715f, 0.0f, 1.654770016670227f, 0.7152569890022278f, 0.0f, 0.0f, 0.0f, 0.6850240230560303f, 0.0f, 1.895050048828125f, 1.0003700256347656f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.5265899896621704f, 0.0f, 0.0f, 0.0f, 0.0f, 0.6185830235481262f, 0.0f, 0.11114999651908875f, 0.0f, 1.371940016746521f, 0.6302250027656555f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.03221239894628525f, 0.0f, 0.0f, 0.0f, 0.0f, 0.43083399534225464f, 0.2527860105037689f, 0.0f, 0.0f, 0.0f, 0.9912970066070557f, 1.9845099449157715f, 0.0f, 0.0f, 0.1115109995007515f, 0.0f, 1.0551300048828125f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.2904449999332428f, 0.41255900263786316f, 0.04299579933285713f, 0.2565639913082123f, 1.2785799503326416f, 0.2899479866027832f, 0.0f, 1.0169299840927124f, 0.3271409869194031f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8350800275802612f, 0.34624800086021423f, 0.0f, 0.9615349769592285f, 0.7900260090827942f, 0.5522029995918274f, 2.1345698833465576f, 2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {2, 16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -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 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, 0.23689353466033936f, 0.28538501262664795f, 0.03702974319458008f, -0.19858193397521973f, -0.27569133043289185f, 0.4377344846725464f, 0.6037933826446533f, 0.3556246757507324f, -0.6942484378814697f, -0.93421471118927f, -0.8728787899017334f, 0.37144362926483154f, -0.6247671842575073f, 0.2379167079925537f, 0.40060222148895264f, 0.13566219806671143f, -0.9977490305900574f, -0.9885817170143127f, -0.38952237367630005f, -0.47685933113098145f, 0.31073617935180664f, 0.7151104211807251f, -0.6376775503158569f, -0.3172910809516907f, 0.33468103408813477f, 0.7580188512802124f, 0.3066098690032959f, -0.37354087829589844f, 0.7700284719467163f, -0.6274704337120056f, -0.6857216358184814f, 0.006922006607055664f, 0.6579146385192871f, 0.35130810737609863f, 0.8083400726318359f, -0.6177767515182495f, -0.21095740795135498f, 0.41213345527648926f, 0.7378480434417725f, 0.09479415416717529f, 0.47791874408721924f, 0.8649692535400391f, -0.5337622165679932f, 0.8531515598297119f, 0.10288584232330322f, 0.8668400049209595f, -0.01118624210357666f, 0.10513687133789062f, 0.8782583475112915f, 0.5992914438247681f, 0.6282774209976196f, 0.18899452686309814f, 0.31440186500549316f, 0.9905998706817627f, 0.8717035055160522f, -0.35091716051101685f, 0.7486187219619751f, 0.17831337451934814f, 0.27554190158843994f, 0.5186471939086914f, 0.5508428812026978f, 0.5898202657699585f, -0.4744308590888977f, 0.20875751972198486f, -0.058871567249298096f, -0.6660907864570618f, 0.5909807682037354f, 0.7301709651947021f, 0.7460427284240723f, 0.3288288116455078f, -0.17503482103347778f, 0.2239614725112915f, 0.19379806518554688f, 0.29120302200317383f, 0.07711303234100342f, -0.7033160924911499f, 0.1580430269241333f, -0.9340732097625732f, 0.40182065963745117f, 0.036301374435424805f, 0.6652182340621948f, 0.03009819984436035f, -0.774704098701477f, -0.020380020141601562f, 0.020698070526123047f, -0.9030006527900696f, 0.6287028789520264f, -0.23068320751190186f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {2, 16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .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 = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_float16_all_inputs_as_internal", get_test_model_parallel_linking_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = 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TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, 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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, 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.dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major", get_test_model_parallel_linking_time_major()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 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 + }}, + .operations = {{ + .inputs = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_all_inputs_as_internal", get_test_model_parallel_linking_time_major_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, 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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, 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-0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + 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0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_relaxed", get_test_model_parallel_linking_time_major_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.991297f, 1.98451f, 0.0f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 0.111511f, 0.0f, 1.05513f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.290445f, 0.412559f, 0.0429958f, 0.256564f, 1.27858f, 0.289948f, 0.0f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 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>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 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, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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 + }}, + .operations = {{ + .inputs = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_relaxed_all_inputs_as_internal", get_test_model_parallel_linking_time_major_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + 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2.1923298835754395f, 0.3332439959049225f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {16, 2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_float16", get_test_model_parallel_linking_time_major_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 17, 20, 23, 26, 29, 32, 35, 38, 41, 44}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = 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}, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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.channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, 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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, 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0.0f, 0.0f, 0.0f, 0.0f, 0.10000000149011612f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.23689353466033936f, 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, 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-0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {17, 18, 19}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {20, 21, 22}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {23, 24, 25}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {26, 27, 28}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {29, 30, 31}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {32, 33, 34}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {35, 36, 37}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {41, 42, 43}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {44, 45, 46}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15, 16}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15, 16} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_float16_all_inputs_as_internal", get_test_model_parallel_linking_time_major_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .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, 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-0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 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1.29273f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs", get_test_model_parallel_linking_time_major_merge_outputs()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 16, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 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0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .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 + }}, + .operations = {{ + .inputs = {16, 17, 18}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {19, 20, 21}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs_all_inputs_as_internal", get_test_model_parallel_linking_time_major_merge_outputs_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs_relaxed() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .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, 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TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, 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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, 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.dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 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TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs_relaxed = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs_relaxed", get_test_model_parallel_linking_time_major_merge_outputs_relaxed()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs_relaxed_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = true, + .main = { + .inputIndexes = {10, 11, 16, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.496726f, 0.0f, 0.965996f, 0.0f, 0.0584254f, 0.0f, 0.0f, 0.12315f, 0.0f, 0.0f, 0.612266f, 0.456601f, 0.0f, 0.52286f, 1.16099f, 0.0291232f, 0.496726f, 0.0f, 1.00883f, 0.0f, 0.0584256f, 0.0f, 0.0f, 0.236412f, 0.0f, 0.0f, 0.612267f, 0.487726f, 0.0f, 0.54883f, 1.16099f, 0.0291233f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.524901f, 0.0f, 0.0f, 0.0f, 0.0f, 1.02116f, 0.0f, 1.35762f, 0.0f, 0.356909f, 0.436415f, 0.0355727f, 0.0f, 0.0f, 0.0f, 0.0f, 0.428302f, 0.0f, 0.0f, 0.0f, 0.0f, 1.13262f, 0.0f, 1.64415f, 0.0f, 0.311249f, 0.570804f, 0.259696f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262335f, 0.0f, 0.0f, 0.0f, 1.33992f, 0.0f, 2.9739f, 0.0f, 0.0f, 1.31914f, 2.66147f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.262334f, 0.0f, 0.0f, 0.0f, 1.23781f, 0.0f, 2.86532f, 0.0f, 0.0f, 1.34389f, 2.76409f, 0.0f, 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1.55012f, 1.202f, 1.51611f, 0.701202f, 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, 0.915854f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.03206f, 0.0f, 0.773264f, 0.267228f, 1.55012f, 1.202f, 1.51611f, 0.701202f, 0.0f, 0.804329f, 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, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.804329f, 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, 0.725088f, 0.0f, 0.509069f, 0.0f, 0.671349f, 0.581129f, 0.343447f, 0.0f, 0.107755f, 0.611838f, 1.4331f, 1.55871f, 0.015242f, 0.140624f, 0.492562f, 0.395095f, 0.228154f, 0.0f, 0.675323f, 0.0f, 1.70536f, 0.766217f, 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0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.986264f, 0.309201f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.64896f, 0.346248f, 0.0f, 0.918175f, 0.78884f, 0.524981f, 1.92076f, 2.07013f, 0.333244f, 1.01693f, 0.327141f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.83508f, 0.346248f, 0.0f, 0.961535f, 0.790026f, 0.552203f, 2.13457f, 2.19233f, 0.333244f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f, 0.415153f, 0.210318f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.02616f, 0.0f, 0.728256f, 0.84183f, 0.0907453f, 0.628881f, 3.58099f, 1.49974f, 0.0f, 0.316526f, 0.179398f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.86126f, 0.0f, 0.728256f, 0.750013f, 0.011861f, 0.576383f, 3.38891f, 1.29273f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.69424844f, -0.93421471f, -0.87287879f, 0.37144363f, -0.62476718f, 0.23791671f, 0.40060222f, 0.1356622f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, -0.99774903f, -0.98858172f, -0.38952237f, -0.47685933f, 0.31073618f, 0.71511042f, -0.63767755f, -0.31729108f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.33468103f, 0.75801885f, 0.30660987f, -0.37354088f, 0.77002847f, -0.62747043f, -0.68572164f, 0.0069220066f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.65791464f, 0.35130811f, 0.80834007f, -0.61777675f, -0.21095741f, 0.41213346f, 0.73784804f, 0.094794154f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.47791874f, 0.86496925f, -0.53376222f, 0.85315156f, 0.10288584f, 0.86684f, -0.011186242f, 0.10513687f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.87825835f, 0.59929144f, 0.62827742f, 0.18899453f, 0.31440187f, 0.99059987f, 0.87170351f, -0.35091716f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, 0.74861872f, 0.17831337f, 0.2755419f, 0.51864719f, 0.55084288f, 0.58982027f, -0.47443086f, 0.20875752f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, -0.058871567f, -0.66609079f, 0.59098077f, 0.73017097f, 0.74604273f, 0.32882881f, -0.17503482f, 0.22396147f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.19379807f, 0.29120302f, 0.077113032f, -0.70331609f, 0.15804303f, -0.93407321f, 0.40182066f, 0.036301374f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.66521823f, 0.0300982f, -0.7747041f, -0.02038002f, 0.020698071f, -0.90300065f, 0.62870288f, -0.23068321f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.27531278f, -0.095755219f, -0.712036f, -0.17384434f, -0.50593495f, -0.18646687f, -0.96508682f, 0.43519354f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.14744234f, 0.62589407f, 0.1653645f, -0.10651493f, -0.045277178f, 0.99032974f, -0.88255352f, -0.85147917f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, 0.28153265f, 0.19455957f, -0.55479527f, -0.56042433f, 0.26048636f, 0.84702539f, 0.47587705f, -0.074295521f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.12287641f, 0.70117295f, 0.90532446f, 0.89782166f, 0.79817224f, 0.53402734f, -0.33286154f, 0.073485017f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f, -0.56172788f, -0.044897556f, 0.89964068f, -0.067662835f, 0.76863563f, 0.93455386f, -0.6324693f, -0.083922029f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.461459f, 0.153381f, 0.529743f, -0.00371218f, 0.676267f, -0.211346f, 0.317493f, 0.969689f, -0.343251f, 0.186423f, 0.398151f, 0.152399f, 0.448504f, 0.317662f, 0.523556f, -0.323514f, 0.480877f, 0.333113f, -0.757714f, -0.674487f, -0.643585f, 0.217766f, -0.0251462f, 0.79512f, -0.595574f, -0.422444f, 0.371572f, -0.452178f, -0.556069f, -0.482188f, -0.685456f, -0.727851f, 0.841829f, 0.551535f, -0.232336f, 0.729158f, -0.00294906f, -0.69754f, 0.766073f, -0.178424f, 0.369513f, -0.423241f, 0.548547f, -0.0152023f, -0.757482f, -0.85491f, 0.251331f, -0.989183f, 0.306261f, -0.340716f, 0.886103f, -0.0726757f, -0.723523f, -0.784303f, 0.0354295f, 0.566564f, -0.485469f, -0.620498f, 0.832546f, 0.697884f, -0.279115f, 0.294415f, -0.584313f, 0.548772f, 0.0648819f, 0.968726f, 0.723834f, -0.0080452f, -0.350386f, -0.272803f, 0.115121f, -0.412644f, -0.824713f, -0.992843f, -0.592904f, -0.417893f, 0.863791f, -0.423461f, -0.147601f, -0.770664f, -0.479006f, 0.654782f, 0.587314f, -0.639158f, 0.816969f, -0.337228f, 0.659878f, 0.73107f, 0.754768f, -0.337042f, 0.0960841f, 0.368357f, 0.244191f, -0.817703f, -0.211223f, 0.442012f, 0.37225f, -0.623598f, -0.405423f, 0.455101f, 0.673656f, -0.145345f, -0.511346f, -0.901675f, -0.81252f, -0.127006f, 0.809865f, -0.721884f, 0.636255f, 0.868989f, -0.347973f, -0.10179f, -0.777449f, 0.917274f, 0.819286f, 0.206218f, -0.00785118f, 0.167141f, 0.45872f, 0.972934f, -0.276798f, 0.837861f, 0.747958f, -0.0151566f, -0.330057f, -0.469077f, 0.277308f, 0.415818f}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.1f}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.065691948f, -0.69055247f, 0.1107955f, -0.97084129f, -0.23957068f, -0.23566568f, -0.389184f, 0.47481549f, -0.4791103f, 0.29931796f, 0.10463274f, 0.83918178f, 0.37197268f, 0.61957061f, 0.3956964f, -0.37609905f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.23689353f, 0.285385f, 0.037029743f, -0.19858193f, -0.27569133f, 0.43773448f, 0.60379338f, 0.35562468f, 0.23689353f, 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 + }}, + .operations = {{ + .inputs = {16, 17, 18}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {19, 20, 21}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::UNKNOWN, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs_relaxed_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs_relaxed_all_inputs_as_internal", get_test_model_parallel_linking_time_major_merge_outputs_relaxed_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs_float16() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, + .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, 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0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 0.058425601571798325f, 0.0f, 0.0f, 0.23641200363636017f, 0.0f, 0.0f, 0.612267017364502f, 0.48772600293159485f, 0.0f, 0.548829972743988f, 1.1609899997711182f, 0.029123300686478615f, 0.49672600626945496f, 0.0f, 0.9659960269927979f, 0.0f, 0.05842540040612221f, 0.0f, 0.0f, 0.12314999848604202f, 0.0f, 0.0f, 0.6122660040855408f, 0.45660099387168884f, 0.0f, 0.5228599905967712f, 1.1609899997711182f, 0.029123200103640556f, 0.49672600626945496f, 0.0f, 1.008829951286316f, 0.0f, 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0.09074530005455017f, 0.6288809776306152f, 3.5809900760650635f, 1.4997400045394897f, 0.0f, 0.31652599573135376f, 0.17939800024032593f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 1.8612600564956665f, 0.0f, 0.7282559871673584f, 0.750012993812561f, 0.011861000210046768f, 0.5763829946517944f, 3.3889100551605225f, 1.2927299737930298f, 0.0f}), + .dimensions = {16, 2, 32}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs_float16 = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs_float16", get_test_model_parallel_linking_time_major_merge_outputs_float16()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + +namespace generated_tests::bidirectional_sequence_rnn_1_3 { + +const TestModel& get_test_model_parallel_linking_time_major_merge_outputs_float16_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {10, 11, 16, 19, 22, 25, 28, 31, 34, 37, 40, 43}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {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 = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = 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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, 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+ .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.06569194793701172f, -0.6905524730682373f, 0.11079549789428711f, -0.9708412885665894f, -0.23957067728042603f, -0.2356656789779663f, -0.38918399810791016f, 0.4748154878616333f, -0.4791103005409241f, 0.29931795597076416f, 0.10463274270296097f, 0.8391817808151245f, 0.3719726800918579f, 0.6195706129074097f, 0.39569640159606934f, -0.3760990500450134f}), + .dimensions = {16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {2, 16}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.4614590108394623f, 0.15338100492954254f, 0.5297430157661438f, -0.003712180070579052f, 0.6762670278549194f, -0.21134600043296814f, 0.3174929916858673f, 0.9696890115737915f, -0.34325098991394043f, 0.18642300367355347f, 0.3981510102748871f, 0.1523990035057068f, 0.4485040009021759f, 0.31766200065612793f, 0.5235559940338135f, -0.32351401448249817f, 0.48087701201438904f, 0.33311301469802856f, -0.7577139735221863f, -0.6744869947433472f, -0.6435850262641907f, 0.21776600182056427f, -0.025146199390292168f, 0.7951200008392334f, -0.5955740213394165f, 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+ .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, 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.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, 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0.4351935386657715f, 0.27531278133392334f, -0.09575521945953369f, -0.7120360136032104f, -0.1738443374633789f, -0.5059349536895752f, -0.18646687269210815f, -0.965086817741394f, 0.4351935386657715f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.14744234085083008f, 0.6258940696716309f, 0.16536450386047363f, -0.10651493072509766f, -0.045277178287506104f, 0.9903297424316406f, -0.8825535178184509f, -0.851479172706604f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, 0.2815326452255249f, 0.19455957412719727f, -0.5547952651977539f, -0.5604243278503418f, 0.260486364364624f, 0.8470253944396973f, 0.475877046585083f, -0.0742955207824707f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.12287641316652298f, 0.701172947883606f, 0.9053244590759277f, 0.8978216648101807f, 0.7981722354888916f, 0.5340273380279541f, -0.3328615427017212f, 0.07348501682281494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f, -0.5617278814315796f, -0.04489755630493164f, 0.899640679359436f, -0.06766283512115479f, 0.768635630607605f, 0.934553861618042f, -0.6324692964553833f, -0.08392202854156494f}), + .dimensions = {16, 2, 8}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<_Float16>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT16, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {16, 17, 18}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {19, 20, 21}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {22, 23, 24}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {25, 26, 27}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {28, 29, 30}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {31, 32, 33}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {34, 35, 36}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {37, 38, 39}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {40, 41, 42}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {43, 44, 45}, + .outputs = {9}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}, + .outputs = {15}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_RNN + }}, + .outputIndexes = {15} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_time_major_merge_outputs_float16_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_rnn_1_3_parallel_linking_time_major_merge_outputs_float16_all_inputs_as_internal", get_test_model_parallel_linking_time_major_merge_outputs_float16_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_rnn_1_3 + diff --git a/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_1_3.mod.py b/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_1_3.mod.py new file mode 100644 index 000000000..5d1abd18a --- /dev/null +++ b/nn/runtime/test/specs/V1_3/bidirectional_sequence_rnn_1_3.mod.py @@ -0,0 +1,372 @@ +# +# Copyright (C) 2019 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import numpy as np +import sys + + +def convert_to_time_major(tensor, tensor_shape): + return np.array(tensor).reshape(tensor_shape).transpose( + [1, 0, 2]).flatten().tolist() + + +def merge_outputs(a, a_shape, b, b_shape): + a = np.array(a).reshape(a_shape) + b = np.array(b).reshape(b_shape) + return np.concatenate((a, b), axis=2).flatten().tolist() + +def reverse_batch_major(tensor, tensor_shape): + return np.array(tensor).reshape(tensor_shape)[:, ::-1, :].flatten().tolist() + +def split_tensor_in_two(tensor, tensor_shape): + tensor = np.array(tensor).reshape(tensor_shape) + left, right = np.split(tensor, 2, axis=len(tensor_shape) - 1) + return left.flatten().tolist(), right.flatten().tolist() + +def test(name, input, fw_weights, fw_recurrent_weights, fw_bias, + fw_hidden_state, bw_weights, bw_recurrent_weights, bw_bias, + bw_hidden_state, aux_input, fw_aux_weights, bw_aux_weights, activation, + time_major, merge_outputs, fw_output, bw_output, input_data, + fw_weights_data, fw_recurrent_weights_data, fw_bias_data, + fw_hidden_state_data, bw_weights_data, bw_recurrent_weights_data, + bw_bias_data, bw_hidden_state_data, aux_input_data, + fw_aux_weights_data, bw_aux_weights_data, fw_output_data, + bw_output_data): + activation = Int32Scalar("activation", activation) + time_major = BoolScalar("time_major", time_major) + merge_outputs_scalar = BoolScalar("merge_outputs", merge_outputs) + model = Model().Operation( + "BIDIRECTIONAL_SEQUENCE_RNN", input, fw_weights, fw_recurrent_weights, + fw_bias, fw_hidden_state, bw_weights, bw_recurrent_weights, bw_bias, + bw_hidden_state, aux_input, fw_aux_weights, bw_aux_weights, activation, + time_major, merge_outputs_scalar) + # Models with parallel linking will pass validation for version 1.2 since they + # have the same number of inputs and outputs with the same types. To + # distinguish parallel linking models, we need to know which inputs are + # omitted. This information is available only at preparation stage. To pass + # the compliance tests, we say here that the model was introduced in 1.2. + model = model.IntroducedIn("V1_2") + if merge_outputs: + model = model.To(fw_output) + else: + model = model.To(fw_output, bw_output) + + data_dict = { + input: input_data, + fw_weights: fw_weights_data, + fw_recurrent_weights: fw_recurrent_weights_data, + fw_bias: fw_bias_data, + fw_hidden_state: fw_hidden_state_data, + bw_weights: bw_weights_data, + bw_recurrent_weights: bw_recurrent_weights_data, + bw_bias: bw_bias_data, + bw_hidden_state: bw_hidden_state_data, + aux_input: aux_input_data, + fw_aux_weights: fw_aux_weights_data, + bw_aux_weights: bw_aux_weights_data, + fw_output: fw_output_data, + } + if not merge_outputs: + data_dict[bw_output] = bw_output_data + + example = Example( + data_dict, model=model, name=name).AddVariations("relaxed", "float16") + + +num_batches = 2 +max_time = 16 +input_size = 8 +fw_num_units = 16 +bw_num_units = 16 + +input_data = [ + 0.23689353, 0.285385, 0.037029743, -0.19858193, -0.27569133, 0.43773448, + 0.60379338, 0.35562468, -0.69424844, -0.93421471, -0.87287879, 0.37144363, + -0.62476718, 0.23791671, 0.40060222, 0.1356622, -0.99774903, -0.98858172, + -0.38952237, -0.47685933, 0.31073618, 0.71511042, -0.63767755, -0.31729108, + 0.33468103, 0.75801885, 0.30660987, -0.37354088, 0.77002847, -0.62747043, + -0.68572164, 0.0069220066, 0.65791464, 0.35130811, 0.80834007, -0.61777675, + -0.21095741, 0.41213346, 0.73784804, 0.094794154, 0.47791874, 0.86496925, + -0.53376222, 0.85315156, 0.10288584, 0.86684, -0.011186242, 0.10513687, + 0.87825835, 0.59929144, 0.62827742, 0.18899453, 0.31440187, 0.99059987, + 0.87170351, -0.35091716, 0.74861872, 0.17831337, 0.2755419, 0.51864719, + 0.55084288, 0.58982027, -0.47443086, 0.20875752, -0.058871567, -0.66609079, + 0.59098077, 0.73017097, 0.74604273, 0.32882881, -0.17503482, 0.22396147, + 0.19379807, 0.29120302, 0.077113032, -0.70331609, 0.15804303, -0.93407321, + 0.40182066, 0.036301374, 0.66521823, 0.0300982, -0.7747041, -0.02038002, + 0.020698071, -0.90300065, 0.62870288, -0.23068321, 0.27531278, -0.095755219, + -0.712036, -0.17384434, -0.50593495, -0.18646687, -0.96508682, 0.43519354, + 0.14744234, 0.62589407, 0.1653645, -0.10651493, -0.045277178, 0.99032974, + -0.88255352, -0.85147917, 0.28153265, 0.19455957, -0.55479527, -0.56042433, + 0.26048636, 0.84702539, 0.47587705, -0.074295521, -0.12287641, 0.70117295, + 0.90532446, 0.89782166, 0.79817224, 0.53402734, -0.33286154, 0.073485017, + -0.56172788, -0.044897556, 0.89964068, -0.067662835, 0.76863563, 0.93455386, + -0.6324693, -0.083922029 +] * 2 + +weights_data = [ + 0.461459, 0.153381, 0.529743, -0.00371218, 0.676267, -0.211346, 0.317493, + 0.969689, -0.343251, 0.186423, 0.398151, 0.152399, 0.448504, 0.317662, + 0.523556, -0.323514, 0.480877, 0.333113, -0.757714, -0.674487, -0.643585, + 0.217766, -0.0251462, 0.79512, -0.595574, -0.422444, 0.371572, -0.452178, + -0.556069, -0.482188, -0.685456, -0.727851, 0.841829, 0.551535, -0.232336, + 0.729158, -0.00294906, -0.69754, 0.766073, -0.178424, 0.369513, -0.423241, + 0.548547, -0.0152023, -0.757482, -0.85491, 0.251331, -0.989183, 0.306261, + -0.340716, 0.886103, -0.0726757, -0.723523, -0.784303, 0.0354295, 0.566564, + -0.485469, -0.620498, 0.832546, 0.697884, -0.279115, 0.294415, -0.584313, + 0.548772, 0.0648819, 0.968726, 0.723834, -0.0080452, -0.350386, -0.272803, + 0.115121, -0.412644, -0.824713, -0.992843, -0.592904, -0.417893, 0.863791, + -0.423461, -0.147601, -0.770664, -0.479006, 0.654782, 0.587314, -0.639158, + 0.816969, -0.337228, 0.659878, 0.73107, 0.754768, -0.337042, 0.0960841, + 0.368357, 0.244191, -0.817703, -0.211223, 0.442012, 0.37225, -0.623598, + -0.405423, 0.455101, 0.673656, -0.145345, -0.511346, -0.901675, -0.81252, + -0.127006, 0.809865, -0.721884, 0.636255, 0.868989, -0.347973, -0.10179, + -0.777449, 0.917274, 0.819286, 0.206218, -0.00785118, 0.167141, 0.45872, + 0.972934, -0.276798, 0.837861, 0.747958, -0.0151566, -0.330057, -0.469077, + 0.277308, 0.415818 +] + +recurrent_weights_data = [ + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1 +] + +bias_data = [ + 0.065691948, -0.69055247, 0.1107955, -0.97084129, -0.23957068, -0.23566568, + -0.389184, 0.47481549, -0.4791103, 0.29931796, 0.10463274, 0.83918178, + 0.37197268, 0.61957061, 0.3956964, -0.37609905 +] + +fw_output_data = [ + 0.496726, 0, 0.965996, 0, 0.0584254, 0, 0, 0.12315, 0, 0, 0.612266, + 0.456601, 0, 0.52286, 1.16099, 0.0291232, 0, 0, 0.524901, 0, 0, 0, 0, + 1.02116, 0, 1.35762, 0, 0.356909, 0.436415, 0.0355727, 0, 0, 0, 0, 0, + 0.262335, 0, 0, 0, 1.33992, 0, 2.9739, 0, 0, 1.31914, 2.66147, 0, 0, + 0.942568, 0, 0, 0, 0.025507, 0, 0, 0, 0.321429, 0.569141, 1.25274, 1.57719, + 0.8158, 1.21805, 0.586239, 0.25427, 1.04436, 0, 0.630725, 0, 0.133801, + 0.210693, 0.363026, 0, 0.533426, 0, 1.25926, 0.722707, 0, 1.22031, 1.30117, + 0.495867, 0.222187, 0, 0.72725, 0, 0.767003, 0, 0, 0.147835, 0, 0, 0, + 0.608758, 0.469394, 0.00720298, 0.927537, 0, 0.856974, 0.424257, 0, 0, + 0.937329, 0, 0, 0, 0.476425, 0, 0.566017, 0.418462, 0.141911, 0.996214, + 1.13063, 0, 0.967899, 0, 0, 0, 0.0831304, 0, 0, 1.00378, 0, 0, 0, 1.44818, + 1.01768, 0.943891, 0.502745, 0, 0.940135, 0, 0, 0, 0, 0, 0, 2.13243, 0, + 0.71208, 0.123918, 1.53907, 1.30225, 1.59644, 0.70222, 0, 0.804329, 0, + 0.430576, 0, 0.505872, 0.509603, 0.343448, 0, 0.107756, 0.614544, 1.44549, + 1.52311, 0.0454298, 0.300267, 0.562784, 0.395095, 0.228154, 0, 0.675323, 0, + 1.70536, 0.766217, 0, 0, 0, 0.735363, 0.0759267, 1.91017, 0.941888, 0, 0, 0, + 0, 0, 1.5909, 0, 0, 0, 0, 0.5755, 0, 0.184687, 0, 1.56296, 0.625285, 0, 0, + 0, 0, 0, 0.0857888, 0, 0, 0, 0, 0.488383, 0.252786, 0, 0, 0, 1.02817, + 1.85665, 0, 0, 0.00981836, 0, 1.06371, 0, 0, 0, 0, 0, 0, 0.290445, 0.316406, + 0, 0.304161, 1.25079, 0.0707152, 0, 0.986264, 0.309201, 0, 0, 0, 0, 0, + 1.64896, 0.346248, 0, 0.918175, 0.78884, 0.524981, 1.92076, 2.07013, + 0.333244, 0.415153, 0.210318, 0, 0, 0, 0, 0, 2.02616, 0, 0.728256, 0.84183, + 0.0907453, 0.628881, 3.58099, 1.49974, 0 +] * 2 + +bw_output_data = [ + 0.496726, 0, 1.00883, 0, 0.0584256, 0, 0, 0.236412, 0, 0, 0.612267, + 0.487726, 0, 0.54883, 1.16099, 0.0291233, 0, 0, 0.428302, 0, 0, 0, 0, + 1.13262, 0, 1.64415, 0, 0.311249, 0.570804, 0.259696, 0, 0, 0, 0, 0, + 0.262334, 0, 0, 0, 1.23781, 0, 2.86532, 0, 0, 1.34389, 2.76409, 0, 0, + 1.03969, 0, 0.00410865, 0, 0.0470295, 0, 0, 0, 0.371556, 0.27175, 1.36614, + 1.63956, 0.683887, 1.06176, 0.719552, 0.301314, 0.971195, 0, 0.697143, 0, + 0.215219, 0.210693, 0.363027, 0, 0.501283, 0, 1.13399, 0.623774, 0, 1.09851, + 1.33313, 0.470441, 0.210965, 0, 0.664178, 0, 0.839686, 0, 0, 0.147834, 0, 0, + 0, 0.58786, 0.490128, 0, 0.905806, 0, 0.932134, 0.424257, 0, 0, 0.860629, 0, + 0, 0, 0.476425, 0, 0.566017, 0.513721, 0.207341, 1.09508, 1.08385, 0, + 0.973787, 0, 0, 0, 0, 0, 0, 1.20698, 0, 0, 0, 1.56135, 1.12369, 0.99588, + 0.459803, 0, 0.915854, 0, 0, 0, 0, 0, 0, 2.03206, 0, 0.773264, 0.267228, + 1.55012, 1.202, 1.51611, 0.701202, 0, 0.725088, 0, 0.509069, 0, 0.671349, + 0.581129, 0.343447, 0, 0.107755, 0.611838, 1.4331, 1.55871, 0.015242, + 0.140624, 0.492562, 0.395095, 0.147722, 0, 0.784925, 0, 1.65477, 0.715257, + 0, 0, 0, 0.685024, 0, 1.89505, 1.00037, 0, 0, 0, 0, 0, 1.52659, 0, 0, 0, 0, + 0.618583, 0, 0.11115, 0, 1.37194, 0.630225, 0, 0, 0, 0, 0, 0.0322124, 0, 0, + 0, 0, 0.430834, 0.252786, 0, 0, 0, 0.991297, 1.98451, 0, 0, 0.111511, 0, + 1.05513, 0, 0, 0, 0, 0, 0, 0.290445, 0.412559, 0.0429958, 0.256564, 1.27858, + 0.289948, 0, 1.01693, 0.327141, 0, 0, 0, 0, 0, 1.83508, 0.346248, 0, + 0.961535, 0.790026, 0.552203, 2.13457, 2.19233, 0.333244, 0.316526, + 0.179398, 0, 0, 0, 0, 0, 1.86126, 0, 0.728256, 0.750013, 0.011861, 0.576383, + 3.38891, 1.29273, 0 +] * 2 + +test( + name="parallel_linking", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input( + "aux_input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, input_size)), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + fw_output=IgnoredOutput( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(num_batches, max_time, bw_num_units)), + activation=1, + time_major=0, + merge_outputs=0, + input_data=[0] * len(input_data), + fw_weights_data=[0] * fw_num_units * input_size, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=input_data, + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=[0] * len(fw_output_data), + bw_output_data=bw_output_data, +) + +test( + name="parallel_linking_time_major", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input( + "aux_input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + fw_output=IgnoredOutput( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, fw_num_units)), + bw_output=Output( + "bw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, bw_num_units)), + activation=1, + time_major=1, + merge_outputs=0, + input_data=[0] * len(input_data), + fw_weights_data=[0] * len(weights_data), + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=convert_to_time_major(input_data, + [num_batches, max_time, input_size]), + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=convert_to_time_major(fw_output_data, + [num_batches, max_time, fw_num_units]), + bw_output_data=convert_to_time_major(bw_output_data, + [num_batches, max_time, bw_num_units]), +) + +test( + name="parallel_linking_time_major_merge_outputs", + input=Input("input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_weights=Input("fw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, input_size)), + fw_recurrent_weights=Input( + "fw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(fw_num_units, fw_num_units)), + fw_bias=Input("fw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(fw_num_units)), + fw_hidden_state=Input("fw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, fw_num_units)), + bw_weights=Input("bw_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, input_size)), + bw_recurrent_weights=Input( + "bw_recurrent_weights", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(bw_num_units, bw_num_units)), + bw_bias=Input("bw_bias", "TENSOR_FLOAT32", "{{ {} }}".format(bw_num_units)), + bw_hidden_state=Input("bw_hidden_state", "TENSOR_FLOAT32", + "{{ {}, {} }}".format(num_batches, bw_num_units)), + aux_input=Input( + "aux_input", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, input_size)), + fw_aux_weights=Input("fw_aux_weights", "TENSOR_FLOAT32", "{0}"), + bw_aux_weights=Input("bw_aux_weights", "TENSOR_FLOAT32", "{0}"), + fw_output=Output( + "fw_output", "TENSOR_FLOAT32", + "{{ {}, {}, {} }}".format(max_time, num_batches, + fw_num_units + bw_num_units)), + bw_output=None, + activation=1, + time_major=1, + merge_outputs=1, + input_data=convert_to_time_major(input_data, + [num_batches, max_time, input_size]), + fw_weights_data=weights_data, + fw_recurrent_weights_data=recurrent_weights_data, + fw_bias_data=bias_data, + fw_hidden_state_data=[0] * num_batches * fw_num_units, + bw_weights_data=weights_data, + bw_recurrent_weights_data=recurrent_weights_data, + bw_bias_data=bias_data, + bw_hidden_state_data=[0] * num_batches * bw_num_units, + aux_input_data=convert_to_time_major(input_data, + [num_batches, max_time, input_size]), + fw_aux_weights_data=[], + bw_aux_weights_data=[], + fw_output_data=merge_outputs( + convert_to_time_major(fw_output_data, + [num_batches, max_time, fw_num_units]), + [max_time, num_batches, fw_num_units], + convert_to_time_major(bw_output_data, + [num_batches, max_time, bw_num_units]), + [max_time, num_batches, bw_num_units], + ), + bw_output_data=None, +) |