diff options
author | Lev Proleev <levp@google.com> | 2020-01-27 15:46:59 +0000 |
---|---|---|
committer | Lev Proleev <levp@google.com> | 2020-02-18 20:53:13 +0000 |
commit | 8df2064c9ff796aa0ea6dca2e4cee574d75b2dc2 (patch) | |
tree | c6e2fbcc04092ed8f89aedb8262612ac6a6fb1d7 /nn/runtime | |
parent | 3e3da678b4abad2bfde754119a262b3b0048b3b0 (diff) | |
download | ml-8df2064c9ff796aa0ea6dca2e4cee574d75b2dc2.tar.gz |
Add parallel linking support for BIDIRECTIONAL_SEQUENCE_LSTM
Previoulsy, BIDIRECTIONAL_SEQUENCE_LSTM 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_LSTM op:
AUX_INPUT (AUX_INPUT_REVERSED)
| |
INPUT | (INPUT_R'D.)|
| | | |
-----------------------
| \ / \ / |
| FW_LSTM BW_LSTM |
-----------------------
| |
FW_OUT BW_OUT
This CL adds support for parallel linking of bidirectional sequence
LSTMs, 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_LSTM BW_LSTM |
---------------------
| |
FW_OUT BW_OUT
Fix: 138653129
Test: NNTest_static and VtsHalNeuralnetworksV1_3TargetTest
Change-Id: Iba255c6377aa8f74d78e09c44c483ec406fe6539
Diffstat (limited to 'nn/runtime')
3 files changed, 5300 insertions, 21 deletions
diff --git a/nn/runtime/include/NeuralNetworks.h b/nn/runtime/include/NeuralNetworks.h index 35b77e427..3f3bc59ba 100644 --- a/nn/runtime/include/NeuralNetworks.h +++ b/nn/runtime/include/NeuralNetworks.h @@ -2577,7 +2577,54 @@ typedef enum { ANEURALNETWORKS_AXIS_ALIGNED_BBOX_TRANSFORM = 41, /** - * Performs a forward LSTM on the input followed by a backward LSTM. + * A recurrent neural network layer that applies an LSTM cell to a + * sequence of inputs in forward and backward directions. + * + * The op supports cross-linking via an auxiliary input. Regular cell feeds + * one input into the two RNN cells in the following way: + * + * INPUT (INPUT_REVERSED) + * | | + * --------------------- + * | FW_LSTM BW_LSTM | + * --------------------- + * | | + * FW_OUT BW_OUT + * + * An op with cross-linking takes two inputs and feeds them into the RNN + * cells in the following way: + * + * AUX_INPUT (AUX_INPUT_REVERSED) + * | | + * INPUT | (INPUT_R'D.)| + * | | | | + * ----------------------- + * | \ / \ / | + * | FW_LSTM BW_LSTM | + * ----------------------- + * | | + * FW_OUT BW_OUT + * + * The cross-linking mode is enabled iff auxiliary input and auxiliary + * weights are present. While stacking this op on top of itself, this + * allows to connect both forward and backward outputs from previous cell + * to the next cell's input. + * + * Since API level 30 parallel linking mode is supported. The mode is + * enabled if auxiliary input is present but auxiliary weights are omitted. + * In this case, the cell feeds inputs into the RNN in the following way: + * + * INPUT (AUX_INPUT_REVERSED) + * | | + * --------------------- + * | FW_LSTM BW_LSTM | + * --------------------- + * | | + * FW_OUT BW_OUT + * + * While stacking this op on top of itself, this allows to connect both + * forward and backward outputs from previous cell to the next cell's + * corresponding inputs. * * Supported tensor {@link OperandCode}: * * {@link ANEURALNETWORKS_TENSOR_FLOAT16} @@ -2587,7 +2634,6 @@ typedef enum { * * All input and output tensors must be of the same type. * - * * Inputs: * * 0: The input. * A 3-D tensor of shape: @@ -2679,25 +2725,34 @@ typedef enum { * * 38: The backward input cell state. * A 2-D tensor of shape [batch_size, bw_num_units]. * * 39: The auxiliary input. Optional. - * A 3-D tensor of shape [max_time, batch_size, input_size], where “batch_size” - * corresponds to the batching dimension, and “input_size” is the size - * of the input. - * * 40: The forward auxiliary input-to-input weights. Optional. - * A 2-D tensor of shape [fw_num_units, input_size]. - * * 41: The forward auxiliary input-to-forget weights. Optional. - * A 2-D tensor of shape [fw_num_units, input_size]. - * * 42: The forward auxiliary input-to-cell weights. Optional. - * A 2-D tensor of shape [fw_num_units, input_size]. - * * 43: The forward auxiliary input-to-output weights. Optional. - * A 2-D tensor of shape [fw_num_units, input_size]. - * * 44: The backward auxiliary input-to-input weights. Optional. - * A 2-D tensor of shape [bw_num_units, input_size]. - * * 45: The backward auxiliary input-to-forget weights. Optional. - * A 2-D tensor of shape [bw_num_units, input_size]. - * * 46: The backward auxiliary input-to-cell weights. Optional. - * A 2-D tensor of shape [bw_num_units, input_size]. - * * 47: The backward auxiliary input-to-output weights. Optional. - * A 2-D tensor of shape [bw_num_units, input_size]. + * A 3-D tensor of shape [max_time, batch_size, aux_input_size], + * where “batch_size” corresponds to the batching dimension, and + * “aux_input_size” is the size of the auxiliary input. Optional. See + * the docs above for the usage modes explanation. + * * 40: The forward auxiliary input-to-input weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [fw_num_units, aux_input_size]. + * * 41: The forward auxiliary input-to-forget weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [fw_num_units, aux_input_size]. + * * 42: The forward auxiliary input-to-cell weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [fw_num_units, aux_input_size]. + * * 43: The forward auxiliary input-to-output weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [fw_num_units, aux_input_size]. + * * 44: The backward auxiliary input-to-input weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [bw_num_units, aux_input_size]. + * * 45: The backward auxiliary input-to-forget weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [bw_num_units, aux_input_size]. + * * 46: The backward auxiliary input-to-cell weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [bw_num_units, aux_input_size]. + * * 47: The backward auxiliary input-to-output weights. + * Optional. See the docs above for the usage modes explanation. + * A 2-D tensor of shape [bw_num_units, aux_input_size]. * * 48: The activation function. * A value indicating the activation function: * <ul> diff --git a/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm.example.cpp b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm.example.cpp new file mode 100644 index 000000000..765a93998 --- /dev/null +++ b/nn/runtime/test/generated/spec_V1_3/bidirectional_sequence_lstm.example.cpp @@ -0,0 +1,4674 @@ +// Generated from bidirectional_sequence_lstm.mod.py +// DO NOT EDIT +// clang-format off +#include "TestHarness.h" +using namespace test_helper; + +namespace generated_tests::bidirectional_sequence_lstm { + +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, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<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>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02973187f, 0.1229473f, 0.20885126f, -0.15358765f, -0.03716109f, 0.12507336f, 0.41193449f, -0.20860538f, -0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking = TestModelManager::get().add("bidirectional_sequence_lstm_parallel_linking", get_test_model_parallel_linking()); + +} // namespace generated_tests::bidirectional_sequence_lstm + +namespace generated_tests::bidirectional_sequence_lstm { + +const TestModel& get_test_model_parallel_linking_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {9, 10, 11, 16, 17, 26, 27, 28, 33, 34, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60, 63, 66, 69, 72, 75, 78, 81, 84, 87, 90, 93, 96, 99, 102, 105, 108, 111, 114, 117, 120, 123, 126, 129, 132, 135, 138, 141, 144, 147, 150}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<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>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.02973187f, 0.1229473f, 0.20885126f, -0.15358765f, -0.03716109f, 0.12507336f, 0.41193449f, -0.20860538f, -0.15053082f, 0.09120187f, 0.24278517f, -0.12222792f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {63, 64, 65}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {66, 67, 68}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {69, 70, 71}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {72, 73, 74}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {75, 76, 77}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {78, 79, 80}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {81, 82, 83}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {84, 85, 86}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {87, 88, 89}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {90, 91, 92}, + .outputs = {12}, + .type = TestOperationType::ADD + }, { + .inputs = {93, 94, 95}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {96, 97, 98}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {99, 100, 101}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {102, 103, 104}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {105, 106, 107}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {108, 109, 110}, + .outputs = {20}, + .type = TestOperationType::ADD + }, { + .inputs = {111, 112, 113}, + .outputs = {21}, + .type = TestOperationType::ADD + }, { + .inputs = {114, 115, 116}, + .outputs = {22}, + .type = TestOperationType::ADD + }, { + .inputs = {117, 118, 119}, + .outputs = {23}, + .type = TestOperationType::ADD + }, { + .inputs = {120, 121, 122}, + .outputs = {24}, + .type = TestOperationType::ADD + }, { + .inputs = {123, 124, 125}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {126, 127, 128}, + .outputs = {29}, + .type = TestOperationType::ADD + }, { + .inputs = {129, 130, 131}, + .outputs = {30}, + .type = TestOperationType::ADD + }, { + .inputs = {132, 133, 134}, + .outputs = {31}, + .type = TestOperationType::ADD + }, { + .inputs = {135, 136, 137}, + .outputs = {32}, + .type = TestOperationType::ADD + }, { + .inputs = {138, 139, 140}, + .outputs = {35}, + .type = TestOperationType::ADD + }, { + .inputs = {141, 142, 143}, + .outputs = {36}, + .type = TestOperationType::ADD + }, { + .inputs = {144, 145, 146}, + .outputs = {37}, + .type = TestOperationType::ADD + }, { + .inputs = {147, 148, 149}, + .outputs = {38}, + .type = TestOperationType::ADD + }, { + .inputs = {150, 151, 152}, + .outputs = {39}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_all_inputs_as_internal = TestModelManager::get().add("bidirectional_sequence_lstm_parallel_linking_all_inputs_as_internal", get_test_model_parallel_linking_all_inputs_as_internal()); + +} // namespace generated_tests::bidirectional_sequence_lstm + +namespace generated_tests::bidirectional_sequence_lstm { + +const TestModel& get_test_model_parallel_linking_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {3, 1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<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>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({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 = {3, 1, 4}, + .isIgnored = true, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_2 = TestModelManager::get().add("bidirectional_sequence_lstm_parallel_linking_2", get_test_model_parallel_linking_2()); + +} // namespace generated_tests::bidirectional_sequence_lstm + +namespace generated_tests::bidirectional_sequence_lstm { + +const TestModel& get_test_model_parallel_linking_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {9, 10, 11, 16, 17, 26, 27, 28, 33, 34, 40, 41, 42, 43, 44, 45, 46, 47, 53, 54, 55, 56, 57, 58, 59, 60, 63, 66, 69, 72, 75, 78, 81, 84, 87, 90, 93, 96, 99, 102, 105, 108, 111, 114, 117, 120, 123, 126, 129, 132, 135, 138, 141, 144, 147, 150}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<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>({4}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::BOOL, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {0}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({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 = {3, 1, 4}, + .isIgnored = true, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0806187f, 0.139077f, 0.400476f, -0.197842f, -0.0332076f, 0.123838f, 0.309777f, -0.17621f, -0.0490733f, 0.0739237f, 0.067706f, -0.0208124f}), + .dimensions = {3, 1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {3, 1, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.45018822f, -0.02338299f, -0.0870589f, -0.34550029f, 0.04266912f, -0.15680569f, -0.34856534f, 0.43890524f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.09701663f, 0.20334584f, -0.50592935f, -0.31343272f, -0.40032279f, 0.44781327f, 0.01387155f, -0.35593212f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.50013041f, 0.1370284f, 0.11810488f, 0.2013163f, -0.20583314f, 0.44344562f, 0.22077113f, -0.29909778f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.25065863f, -0.28290087f, 0.04613829f, 0.40525138f, 0.44272184f, 0.03897077f, -0.1556896f, 0.19487578f}), + .dimensions = {4, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.0063535f, -0.2042388f, 0.31454784f, -0.35746509f, 0.28902304f, 0.08183324f, -0.16555229f, 0.02286911f, -0.13566875f, 0.03034258f, 0.48091322f, -0.12528998f, 0.24077177f, -0.51332325f, -0.33502164f, 0.10629296f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.48684245f, -0.06655136f, 0.42224967f, 0.2112639f, 0.27654213f, 0.20864892f, -0.07646349f, 0.45877004f, 0.00141793f, -0.14609534f, 0.36447752f, 0.09196436f, 0.28053468f, 0.01560611f, -0.20127171f, -0.01140004f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-0.3407414f, 0.24443203f, -0.2078532f, 0.26320225f, 0.05695659f, -0.00123841f, -0.4744786f, -0.35869038f, -0.06418842f, -0.13502428f, -0.501764f, 0.22830659f, -0.46367589f, 0.26016325f, -0.03894562f, -0.16368064f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.43385774f, -0.17194885f, 0.2718237f, 0.09215671f, 0.24107647f, -0.39835793f, 0.18212086f, 0.01301402f, 0.48572797f, -0.50656658f, 0.20047462f, -0.20607421f, -0.51818722f, -0.15390486f, 0.0468148f, 0.39922136f}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 1.0f, 1.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 0.0f, 0.0f}), + .dimensions = {1, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f, 3.0f, 4.0f, 1.0f, 1.0f}), + .dimensions = {3, 1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {63, 64, 65}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {66, 67, 68}, + .outputs = {1}, + .type = TestOperationType::ADD + }, { + .inputs = {69, 70, 71}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {72, 73, 74}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {75, 76, 77}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {78, 79, 80}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {81, 82, 83}, + .outputs = {6}, + .type = TestOperationType::ADD + }, { + .inputs = {84, 85, 86}, + .outputs = {7}, + .type = TestOperationType::ADD + }, { + .inputs = {87, 88, 89}, + .outputs = {8}, + .type = TestOperationType::ADD + }, { + .inputs = {90, 91, 92}, + .outputs = {12}, + .type = TestOperationType::ADD + }, { + .inputs = {93, 94, 95}, + .outputs = {13}, + .type = TestOperationType::ADD + }, { + .inputs = {96, 97, 98}, + .outputs = {14}, + .type = TestOperationType::ADD + }, { + .inputs = {99, 100, 101}, + .outputs = {15}, + .type = TestOperationType::ADD + }, { + .inputs = {102, 103, 104}, + .outputs = {18}, + .type = TestOperationType::ADD + }, { + .inputs = {105, 106, 107}, + .outputs = {19}, + .type = TestOperationType::ADD + }, { + .inputs = {108, 109, 110}, + .outputs = {20}, + .type = TestOperationType::ADD + }, { + .inputs = {111, 112, 113}, + .outputs = {21}, + .type = TestOperationType::ADD + }, { + .inputs = {114, 115, 116}, + .outputs = {22}, + .type = TestOperationType::ADD + }, { + .inputs = {117, 118, 119}, + .outputs = {23}, + .type = TestOperationType::ADD + }, { + .inputs = {120, 121, 122}, + .outputs = {24}, + .type = TestOperationType::ADD + }, { + .inputs = {123, 124, 125}, + .outputs = {25}, + .type = TestOperationType::ADD + }, { + .inputs = {126, 127, 128}, + .outputs = {29}, + .type = TestOperationType::ADD + }, { + .inputs = {129, 130, 131}, + .outputs = {30}, + .type = TestOperationType::ADD + }, { + .inputs = {132, 133, 134}, + .outputs = {31}, + .type = TestOperationType::ADD + }, { + .inputs = {135, 136, 137}, + .outputs = {32}, + .type = TestOperationType::ADD + }, { + .inputs = {138, 139, 140}, + .outputs = {35}, + .type = TestOperationType::ADD + }, { + .inputs = {141, 142, 143}, + .outputs = {36}, + .type = TestOperationType::ADD + }, { + .inputs = {144, 145, 146}, + .outputs = {37}, + .type = TestOperationType::ADD + }, { + .inputs = {147, 148, 149}, + .outputs = {38}, + .type = TestOperationType::ADD + }, { + .inputs = {150, 151, 152}, + .outputs = {39}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60}, + .outputs = {61, 62}, + .type = TestOperationType::BIDIRECTIONAL_SEQUENCE_LSTM + }}, + .outputIndexes = {61, 62} + }, + .minSupportedVersion = TestHalVersion::V1_2, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_parallel_linking_all_inputs_as_internal_2 = TestModelManager::get().add("bidirectional_sequence_lstm_parallel_linking_all_inputs_as_internal_2", get_test_model_parallel_linking_all_inputs_as_internal_2()); + +} // namespace generated_tests::bidirectional_sequence_lstm + diff --git a/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm.mod.py b/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm.mod.py new file mode 100644 index 000000000..204b7f125 --- /dev/null +++ b/nn/runtime/test/specs/V1_3/bidirectional_sequence_lstm.mod.py @@ -0,0 +1,550 @@ +# +# Copyright (C) 2019 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# Bidirectional Sequence LSTM Test: +# FLOAT32, No Layer Normalization, No Cifg, No Peephole, No Projection, and No Clipping. + + +def test(name, + n_batch, + n_fw_input, + n_bw_input, + n_cell, + n_output, + max_time, + input_data=[], + fw_input_to_input_weights_data=[], + fw_input_to_forget_weights_data=[], + fw_input_to_cell_weights_data=[], + fw_input_to_output_weights_data=[], + fw_recurrent_to_input_weights_data=[], + fw_recurrent_to_forget_weights_data=[], + fw_recurrent_to_cell_weights_data=[], + fw_recurrent_to_output_weights_data=[], + fw_cell_to_input_weights_data=[], + fw_cell_to_forget_weights_data=[], + fw_cell_to_output_weights_data=[], + fw_input_gate_bias_data=[], + fw_forget_gate_bias_data=[], + fw_cell_bias_data=[], + fw_output_gate_bias_data=[], + fw_projection_weights_data=[], + fw_projection_bias_data=[], + bw_input_to_input_weights_data=[], + bw_input_to_forget_weights_data=[], + bw_input_to_cell_weights_data=[], + bw_input_to_output_weights_data=[], + bw_recurrent_to_input_weights_data=[], + bw_recurrent_to_forget_weights_data=[], + bw_recurrent_to_cell_weights_data=[], + bw_recurrent_to_output_weights_data=[], + bw_cell_to_input_weights_data=[], + bw_cell_to_forget_weights_data=[], + bw_cell_to_output_weights_data=[], + bw_input_gate_bias_data=[], + bw_forget_gate_bias_data=[], + bw_cell_bias_data=[], + bw_output_gate_bias_data=[], + bw_projection_weights_data=[], + bw_projection_bias_data=[], + fw_activation_state_data=[], + fw_cell_state_data=[], + bw_activation_state_data=[], + bw_cell_state_data=[], + aux_input_data=[], + fw_aux_input_to_input_weights_data=[], + fw_aux_input_to_forget_weights_data=[], + fw_aux_input_to_cell_weights_data=[], + fw_aux_input_to_output_weights_data=[], + bw_aux_input_to_input_weights_data=[], + bw_aux_input_to_forget_weights_data=[], + bw_aux_input_to_cell_weights_data=[], + bw_aux_input_to_output_weights_data=[], + fw_input_layer_norm_weights_data=[], + fw_forget_layer_norm_weights_data=[], + fw_cell_layer_norm_weights_data=[], + fw_output_layer_norm_weights_data=[], + bw_input_layer_norm_weights_data=[], + bw_forget_layer_norm_weights_data=[], + bw_cell_layer_norm_weights_data=[], + bw_output_layer_norm_weights_data=[], + fw_output_data=[], + bw_output_data=[], + ignore_fw_output=False): + input = Input("input", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, n_batch, n_fw_input)) + + fw_input_to_input_weights = Input("fw_input_to_input_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_fw_input)) + fw_input_to_forget_weights = Input("fw_input_to_forget_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_fw_input)) + fw_input_to_cell_weights = Input("fw_input_to_cell_weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_fw_input)) + fw_input_to_output_weights = Input("fw_input_to_output_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_fw_input)) + + fw_recurrent_to_input_weights = Input("fw_recurrent_to_input_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + fw_recurrent_to_forget_weights = Input("fw_recurrent_to_forget_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + fw_recurrent_to_cell_weights = Input("fw_recurrent_to_cell_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + fw_recurrent_to_output_weights = Input("fw_recurrent_to_output_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + + fw_cell_to_input_weights = Input("fw_cell_to_input_weights", "TENSOR_FLOAT32", + "{0}") + fw_cell_to_forget_weights = Input("fw_cell_to_forget_weights", + "TENSOR_FLOAT32", "{0}") + fw_cell_to_output_weights = Input("fw_cell_to_output_weights", + "TENSOR_FLOAT32", "{0}") + + fw_input_gate_bias = Input("fw_input_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + fw_forget_gate_bias = Input("fw_forget_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + fw_cell_bias = Input("fw_cell_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + fw_output_gate_bias = Input("fw_output_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + + fw_projection_weights = Input("fw_projection_weights", "TENSOR_FLOAT32", + "{0}") + fw_projection_bias = Input("fw_projection_bias", "TENSOR_FLOAT32", "{0}") + + bw_input_to_input_weights = Input("bw_input_to_input_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_bw_input)) + bw_input_to_forget_weights = Input("bw_input_to_forget_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_bw_input)) + bw_input_to_cell_weights = Input("bw_input_to_cell_weights", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_bw_input)) + bw_input_to_output_weights = Input("bw_input_to_output_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_bw_input)) + + bw_recurrent_to_input_weights = Input("bw_recurrent_to_input_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + bw_recurrent_to_forget_weights = Input("bw_recurrent_to_forget_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + bw_recurrent_to_cell_weights = Input("bw_recurrent_to_cell_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + bw_recurrent_to_output_weights = Input("bw_recurrent_to_output_weights", + "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_cell, n_output)) + + bw_cell_to_input_weights = Input("bw_cell_to_input_weights", "TENSOR_FLOAT32", + "{0}") + bw_cell_to_forget_weights = Input("bw_cell_to_forget_weights", + "TENSOR_FLOAT32", "{0}") + bw_cell_to_output_weights = Input("bw_cell_to_output_weights", + "TENSOR_FLOAT32", "{0}") + + bw_input_gate_bias = Input("bw_input_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + bw_forget_gate_bias = Input("bw_forget_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + bw_cell_bias = Input("bw_cell_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + bw_output_gate_bias = Input("bw_output_gate_bias", "TENSOR_FLOAT32", + "{{{}}}".format(n_cell)) + + bw_projection_weights = Input("bw_projection_weights", "TENSOR_FLOAT32", + "{0}") + bw_projection_bias = Input("bw_projection_bias", "TENSOR_FLOAT32", "{0}") + + fw_activation_state = Input("fw_activatiom_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_output)) + fw_cell_state = Input("fw_cell_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_cell)) + + bw_activation_state = Input("bw_activatiom_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_output)) + bw_cell_state = Input("bw_cell_state", "TENSOR_FLOAT32", + "{{{}, {}}}".format(n_batch, n_cell)) + + aux_input = Input("input", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, n_batch, n_bw_input)) + + fw_aux_input_to_input_weights = Input("fw_aux_input_to_input_weights", + "TENSOR_FLOAT32", "{0}") + fw_aux_input_to_forget_weights = Input("fw_input_to_forget_weights", + "TENSOR_FLOAT32", "{0}") + fw_aux_input_to_cell_weights = Input("fw_aux_input_to_cell_weights", + "TENSOR_FLOAT32", "{0}") + fw_aux_input_to_output_weights = Input("fw_aux_input_to_output_weights", + "TENSOR_FLOAT32", "{0}") + + bw_aux_input_to_input_weights = Input("bw_aux_input_to_input_weights", + "TENSOR_FLOAT32", "{0}") + bw_aux_input_to_forget_weights = Input("bw_input_to_forget_weights", + "TENSOR_FLOAT32", "{0}") + bw_aux_input_to_cell_weights = Input("bw_aux_input_to_cell_weights", + "TENSOR_FLOAT32", "{0}") + bw_aux_input_to_output_weights = Input("bw_aux_input_to_output_weights", + "TENSOR_FLOAT32", "{0}") + + fw_input_layer_norm_weights = Input("input_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + fw_forget_layer_norm_weights = Input("forget_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + fw_cell_layer_norm_weights = Input("cell_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + fw_output_layer_norm_weights = Input("output_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + + bw_input_layer_norm_weights = Input("input_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + bw_forget_layer_norm_weights = Input("forget_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + bw_cell_layer_norm_weights = Input("cell_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + bw_output_layer_norm_weights = Input("output_layer_norm_weights", + "TENSOR_FLOAT32", "{0}") + + fw_output = Output("fw_output", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, n_batch, n_output)) + bw_output = Output("bw_output", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, n_batch, n_output)) + + if ignore_fw_output: + fw_output = IgnoredOutput( + "fw_output", "TENSOR_FLOAT32", + "{{{}, {}, {}}}".format(max_time, n_batch, n_output)) + activation = Int32Scalar("activation", 4) + cell_clip = Float32Scalar("cell_clip", 0.0) + proj_clip = Float32Scalar("proj_clip", 0.0) + merge_outputs = BoolScalar("merge_outputs", False) + time_major = BoolScalar("time_major", True) + + model = Model().Operation( + "BIDIRECTIONAL_SEQUENCE_LSTM", + input, + fw_input_to_input_weights, + fw_input_to_forget_weights, + fw_input_to_cell_weights, + fw_input_to_output_weights, + fw_recurrent_to_input_weights, + fw_recurrent_to_forget_weights, + fw_recurrent_to_cell_weights, + fw_recurrent_to_output_weights, + fw_cell_to_input_weights, + fw_cell_to_forget_weights, + fw_cell_to_output_weights, + fw_input_gate_bias, + fw_forget_gate_bias, + fw_cell_bias, + fw_output_gate_bias, + fw_projection_weights, + fw_projection_bias, + bw_input_to_input_weights, + bw_input_to_forget_weights, + bw_input_to_cell_weights, + bw_input_to_output_weights, + bw_recurrent_to_input_weights, + bw_recurrent_to_forget_weights, + bw_recurrent_to_cell_weights, + bw_recurrent_to_output_weights, + bw_cell_to_input_weights, + bw_cell_to_forget_weights, + bw_cell_to_output_weights, + bw_input_gate_bias, + bw_forget_gate_bias, + bw_cell_bias, + bw_output_gate_bias, + bw_projection_weights, + bw_projection_bias, + fw_activation_state, + fw_cell_state, + bw_activation_state, + bw_cell_state, + aux_input, + fw_aux_input_to_input_weights, + fw_aux_input_to_forget_weights, + fw_aux_input_to_cell_weights, + fw_aux_input_to_output_weights, + bw_aux_input_to_input_weights, + bw_aux_input_to_forget_weights, + bw_aux_input_to_cell_weights, + bw_aux_input_to_output_weights, + activation, + cell_clip, + proj_clip, + merge_outputs, + time_major, + fw_input_layer_norm_weights, + fw_forget_layer_norm_weights, + fw_cell_layer_norm_weights, + fw_output_layer_norm_weights, + bw_input_layer_norm_weights, + bw_forget_layer_norm_weights, + bw_cell_layer_norm_weights, + bw_output_layer_norm_weights, + ).To(fw_output, bw_output).IntroducedIn("V1_2") + + example = Example( + { + input: input_data, + fw_input_to_input_weights: fw_input_to_input_weights_data, + fw_input_to_forget_weights: fw_input_to_forget_weights_data, + fw_input_to_cell_weights: fw_input_to_cell_weights_data, + fw_input_to_output_weights: fw_input_to_output_weights_data, + fw_recurrent_to_input_weights: fw_recurrent_to_input_weights_data, + fw_recurrent_to_forget_weights: fw_recurrent_to_forget_weights_data, + fw_recurrent_to_cell_weights: fw_recurrent_to_cell_weights_data, + fw_recurrent_to_output_weights: fw_recurrent_to_output_weights_data, + fw_cell_to_input_weights: fw_cell_to_input_weights_data, + fw_cell_to_forget_weights: fw_cell_to_forget_weights_data, + fw_cell_to_output_weights: fw_cell_to_output_weights_data, + fw_input_gate_bias: fw_input_gate_bias_data, + fw_forget_gate_bias: fw_forget_gate_bias_data, + fw_cell_bias: fw_cell_bias_data, + fw_output_gate_bias: fw_output_gate_bias_data, + fw_projection_weights: fw_projection_weights_data, + fw_projection_bias: fw_projection_bias_data, + bw_input_to_input_weights: bw_input_to_input_weights_data, + bw_input_to_forget_weights: bw_input_to_forget_weights_data, + bw_input_to_cell_weights: bw_input_to_cell_weights_data, + bw_input_to_output_weights: bw_input_to_output_weights_data, + bw_recurrent_to_input_weights: bw_recurrent_to_input_weights_data, + bw_recurrent_to_forget_weights: bw_recurrent_to_forget_weights_data, + bw_recurrent_to_cell_weights: bw_recurrent_to_cell_weights_data, + bw_recurrent_to_output_weights: bw_recurrent_to_output_weights_data, + bw_cell_to_input_weights: bw_cell_to_input_weights_data, + bw_cell_to_forget_weights: bw_cell_to_forget_weights_data, + bw_cell_to_output_weights: bw_cell_to_output_weights_data, + bw_input_gate_bias: bw_input_gate_bias_data, + bw_forget_gate_bias: bw_forget_gate_bias_data, + bw_cell_bias: bw_cell_bias_data, + bw_output_gate_bias: bw_output_gate_bias_data, + bw_projection_weights: bw_projection_weights_data, + bw_projection_bias: bw_projection_bias_data, + fw_activation_state: fw_activation_state_data, + fw_cell_state: fw_cell_state_data, + bw_activation_state: bw_activation_state_data, + bw_cell_state: bw_cell_state_data, + aux_input: aux_input_data, + fw_aux_input_to_input_weights: fw_aux_input_to_input_weights_data, + fw_aux_input_to_forget_weights: fw_aux_input_to_forget_weights_data, + fw_aux_input_to_cell_weights: fw_aux_input_to_cell_weights_data, + fw_aux_input_to_output_weights: fw_aux_input_to_output_weights_data, + bw_aux_input_to_input_weights: bw_aux_input_to_input_weights_data, + bw_aux_input_to_forget_weights: bw_aux_input_to_forget_weights_data, + bw_aux_input_to_cell_weights: bw_aux_input_to_cell_weights_data, + bw_aux_input_to_output_weights: bw_aux_input_to_output_weights_data, + fw_input_layer_norm_weights: fw_input_layer_norm_weights_data, + fw_forget_layer_norm_weights: fw_forget_layer_norm_weights_data, + fw_cell_layer_norm_weights: fw_cell_layer_norm_weights_data, + fw_output_layer_norm_weights: fw_output_layer_norm_weights_data, + bw_input_layer_norm_weights: bw_input_layer_norm_weights_data, + bw_forget_layer_norm_weights: bw_forget_layer_norm_weights_data, + bw_cell_layer_norm_weights: bw_cell_layer_norm_weights_data, + bw_output_layer_norm_weights: bw_output_layer_norm_weights_data, + fw_output: fw_output_data, + bw_output: bw_output_data, + }, + model=model, + name=name) + + +fw_input_to_input_weights_data = [ + -0.45018822, -0.02338299, -0.0870589, + -0.34550029, 0.04266912, -0.15680569, + -0.34856534, 0.43890524 +] +bw_input_to_input_weights_data = fw_input_to_input_weights_data + +fw_input_to_forget_weights_data = [ + 0.09701663, 0.20334584, -0.50592935, + -0.31343272, -0.40032279, 0.44781327, + 0.01387155, -0.35593212 +] +bw_input_to_forget_weights_data = fw_input_to_forget_weights_data + +fw_input_to_cell_weights_data = [ + -0.50013041, 0.1370284, 0.11810488, 0.2013163, + -0.20583314, 0.44344562, 0.22077113, + -0.29909778 +] +bw_input_to_cell_weights_data = fw_input_to_cell_weights_data + +fw_input_to_output_weights_data = [ + -0.25065863, -0.28290087, 0.04613829, + 0.40525138, 0.44272184, 0.03897077, -0.1556896, + 0.19487578 +] +bw_input_to_output_weights_data = fw_input_to_output_weights_data + +fw_recurrent_to_input_weights_data = [ + -0.0063535, -0.2042388, 0.31454784, -0.35746509, 0.28902304, 0.08183324, + -0.16555229, 0.02286911, -0.13566875, 0.03034258, 0.48091322, + -0.12528998, 0.24077177, -0.51332325, -0.33502164, 0.10629296 +] +bw_recurrent_to_input_weights_data = fw_recurrent_to_input_weights_data + +fw_recurrent_to_forget_weights_data = [ + -0.48684245, -0.06655136, 0.42224967, 0.2112639, 0.27654213, 0.20864892, + -0.07646349, 0.45877004, 0.00141793, -0.14609534, 0.36447752, 0.09196436, + 0.28053468, 0.01560611, -0.20127171, -0.01140004 +] +bw_recurrent_to_forget_weights_data = fw_recurrent_to_forget_weights_data + +fw_recurrent_to_cell_weights_data = [ + -0.3407414, 0.24443203, -0.2078532, 0.26320225, 0.05695659, -0.00123841, + -0.4744786, -0.35869038, -0.06418842, -0.13502428, -0.501764, 0.22830659, + -0.46367589, 0.26016325, -0.03894562, -0.16368064 +] +bw_recurrent_to_cell_weights_data = fw_recurrent_to_cell_weights_data + +fw_recurrent_to_output_weights_data = [ + 0.43385774, -0.17194885, 0.2718237, 0.09215671, 0.24107647, -0.39835793, + 0.18212086, 0.01301402, 0.48572797, -0.50656658, 0.20047462, -0.20607421, + -0.51818722, -0.15390486, 0.0468148, 0.39922136 +] +bw_recurrent_to_output_weights_data = fw_recurrent_to_output_weights_data + +fw_input_gate_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_input_gate_bias_data = [0.0, 0.0, 0.0, 0.0] + +fw_forget_gate_bias_data = [1.0, 1.0, 1.0, 1.0] +bw_forget_gate_bias_data = [1.0, 1.0, 1.0, 1.0] + +fw_cell_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_cell_bias_data = [0.0, 0.0, 0.0, 0.0] + +fw_output_gate_bias_data = [0.0, 0.0, 0.0, 0.0] +bw_output_gate_bias_data = [0.0, 0.0, 0.0, 0.0] + +input_data = [2.0, 3.0, 3.0, 4.0, 1.0, 1.0] + +fw_golden_output_data = [ + -0.02973187, 0.1229473, 0.20885126, -0.15358765, + -0.03716109, 0.12507336, 0.41193449, -0.20860538, + -0.15053082, 0.09120187, 0.24278517, -0.12222792 +] +bw_golden_output_data = [ + -0.0806187, 0.139077, 0.400476, -0.197842, + -0.0332076, 0.123838, 0.309777, -0.17621, + -0.0490733, 0.0739237, 0.067706, -0.0208124 +] + +n_batch = 1 +n_fw_input = 2 +n_bw_input = 2 +n_cell = 4 +n_output = 4 +max_time = 3 + +test( + name="parallel_linking", + n_batch=n_batch, + n_fw_input=n_fw_input, + n_bw_input=n_bw_input, + n_cell=n_cell, + n_output=n_output, + max_time=max_time, + input_data=input_data, + fw_input_to_input_weights_data=fw_input_to_input_weights_data, + fw_input_to_forget_weights_data=fw_input_to_forget_weights_data, + fw_input_to_cell_weights_data=fw_input_to_cell_weights_data, + fw_input_to_output_weights_data=fw_input_to_output_weights_data, + fw_recurrent_to_input_weights_data=fw_recurrent_to_input_weights_data, + fw_recurrent_to_forget_weights_data=fw_recurrent_to_forget_weights_data, + fw_recurrent_to_cell_weights_data=fw_recurrent_to_cell_weights_data, + fw_recurrent_to_output_weights_data=fw_recurrent_to_output_weights_data, + fw_input_gate_bias_data=fw_input_gate_bias_data, + fw_forget_gate_bias_data=fw_forget_gate_bias_data, + fw_cell_bias_data=fw_cell_bias_data, + fw_output_gate_bias_data=fw_output_gate_bias_data, + bw_input_to_input_weights_data=bw_input_to_input_weights_data, + bw_input_to_forget_weights_data=bw_input_to_forget_weights_data, + bw_input_to_cell_weights_data=bw_input_to_cell_weights_data, + bw_input_to_output_weights_data=bw_input_to_output_weights_data, + bw_recurrent_to_input_weights_data=bw_recurrent_to_input_weights_data, + bw_recurrent_to_forget_weights_data=bw_recurrent_to_forget_weights_data, + bw_recurrent_to_cell_weights_data=bw_recurrent_to_cell_weights_data, + bw_recurrent_to_output_weights_data=bw_recurrent_to_output_weights_data, + bw_input_gate_bias_data=bw_input_gate_bias_data, + bw_forget_gate_bias_data=bw_forget_gate_bias_data, + bw_cell_bias_data=bw_cell_bias_data, + bw_output_gate_bias_data=bw_output_gate_bias_data, + fw_activation_state_data=[0] * (n_batch * n_output), + bw_activation_state_data=[0] * (n_batch * n_output), + fw_cell_state_data=[0] * (n_batch * n_cell), + bw_cell_state_data=[0] * (n_batch * n_cell), + aux_input_data=input_data, + fw_output_data=fw_golden_output_data, + bw_output_data=bw_golden_output_data) + +n_batch = 1 +n_fw_input = 3 +n_bw_input = 2 +n_cell = 4 +n_output = 4 +max_time = 3 + +test( + name="parallel_linking", + n_batch=n_batch, + n_fw_input=n_fw_input, + n_bw_input=n_bw_input, + n_cell=n_cell, + n_output=n_output, + max_time=max_time, + input_data=[0] * (max_time * n_batch * n_fw_input), + fw_input_to_input_weights_data=[0] * (n_cell * n_fw_input), + fw_input_to_forget_weights_data=[0] * (n_cell * n_fw_input), + fw_input_to_cell_weights_data=[0] * (n_cell * n_fw_input), + fw_input_to_output_weights_data=[0] * (n_cell * n_fw_input), + fw_recurrent_to_input_weights_data=fw_recurrent_to_input_weights_data, + fw_recurrent_to_forget_weights_data=fw_recurrent_to_forget_weights_data, + fw_recurrent_to_cell_weights_data=fw_recurrent_to_cell_weights_data, + fw_recurrent_to_output_weights_data=fw_recurrent_to_output_weights_data, + fw_input_gate_bias_data=fw_input_gate_bias_data, + fw_forget_gate_bias_data=fw_forget_gate_bias_data, + fw_cell_bias_data=fw_cell_bias_data, + fw_output_gate_bias_data=fw_output_gate_bias_data, + bw_input_to_input_weights_data=bw_input_to_input_weights_data, + bw_input_to_forget_weights_data=bw_input_to_forget_weights_data, + bw_input_to_cell_weights_data=bw_input_to_cell_weights_data, + bw_input_to_output_weights_data=bw_input_to_output_weights_data, + bw_recurrent_to_input_weights_data=bw_recurrent_to_input_weights_data, + bw_recurrent_to_forget_weights_data=bw_recurrent_to_forget_weights_data, + bw_recurrent_to_cell_weights_data=bw_recurrent_to_cell_weights_data, + bw_recurrent_to_output_weights_data=bw_recurrent_to_output_weights_data, + bw_input_gate_bias_data=bw_input_gate_bias_data, + bw_forget_gate_bias_data=bw_forget_gate_bias_data, + bw_cell_bias_data=bw_cell_bias_data, + bw_output_gate_bias_data=bw_output_gate_bias_data, + fw_activation_state_data=[0] * (n_batch * n_output), + bw_activation_state_data=[0] * (n_batch * n_output), + fw_cell_state_data=[0] * (n_batch * n_cell), + bw_cell_state_data=[0] * (n_batch * n_cell), + aux_input_data=input_data, + fw_output_data=fw_golden_output_data, + bw_output_data=bw_golden_output_data, + ignore_fw_output=True) |