diff options
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/if_simple.example.cpp | 738 | ||||
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/qlstm_noprojection.example.cpp | 447 | ||||
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/qlstm_projection.example.cpp | 894 | ||||
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/while_fib.example.cpp | 1415 | ||||
| -rw-r--r-- | nn/runtime/test/generated/spec_V1_3/while_sum_of_powers.example.cpp | 4128 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_2/quantized_lstm.mod.py | 141 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/if_constant.mod.py | 4 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/if_simple.mod.py | 4 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/qlstm_noprojection.mod.py | 106 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/qlstm_projection.mod.py | 106 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/while_fib.mod.py | 10 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/while_infinite_loop.mod.py | 4 | ||||
| -rw-r--r-- | nn/runtime/test/specs/V1_3/while_sum_of_powers.mod.py | 6 | ||||
| -rw-r--r-- | nn/tools/test_generator/README.md | 12 | ||||
| -rwxr-xr-x | nn/tools/test_generator/test_generator.py | 2 |
15 files changed, 7783 insertions, 234 deletions
diff --git a/nn/runtime/test/generated/spec_V1_3/if_simple.example.cpp b/nn/runtime/test/generated/spec_V1_3/if_simple.example.cpp index e5df56dce..270ec9cda 100644 --- a/nn/runtime/test/generated/spec_V1_3/if_simple.example.cpp +++ b/nn/runtime/test/generated/spec_V1_3/if_simple.example.cpp @@ -181,6 +181,215 @@ const auto dummy_test_model_true = TestModelManager::get().add("if_simple_true", namespace generated_tests::if_simple { +const TestModel& get_test_model_true_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({101.0f, 102.0f, 103.0f, 104.0f, 105.0f, 106.0f, 107.0f, 108.0f, 109.0f, 110.0f, 111.0f, 112.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_true_all_inputs_as_internal = TestModelManager::get().add("if_simple_true_all_inputs_as_internal", get_test_model_true_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple + +namespace generated_tests::if_simple { + const TestModel& get_test_model_false() { static TestModel model = { .expectFailure = false, @@ -356,6 +565,215 @@ const auto dummy_test_model_false = TestModelManager::get().add("if_simple_false namespace generated_tests::if_simple { +const TestModel& get_test_model_false_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({-99.0f, -98.0f, -97.0f, -96.0f, -95.0f, -94.0f, -93.0f, -92.0f, -91.0f, -90.0f, -89.0f, -88.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::SUB + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_false_all_inputs_as_internal = TestModelManager::get().add("if_simple_false_all_inputs_as_internal", get_test_model_false_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple + +namespace generated_tests::if_simple { + const TestModel& get_test_model_same_branch_model_true() { static TestModel model = { .expectFailure = false, @@ -482,6 +900,166 @@ const auto dummy_test_model_same_branch_model_true = TestModelManager::get().add namespace generated_tests::if_simple { +const TestModel& get_test_model_same_branch_model_true_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({true}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({101.0f, 102.0f, 103.0f, 104.0f, 105.0f, 106.0f, 107.0f, 108.0f, 109.0f, 110.0f, 111.0f, 112.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_same_branch_model_true_all_inputs_as_internal = TestModelManager::get().add("if_simple_same_branch_model_true_all_inputs_as_internal", get_test_model_same_branch_model_true_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple + +namespace generated_tests::if_simple { + const TestModel& get_test_model_same_branch_model_false() { static TestModel model = { .expectFailure = false, @@ -606,3 +1184,163 @@ const auto dummy_test_model_same_branch_model_false = TestModelManager::get().ad } // namespace generated_tests::if_simple +namespace generated_tests::if_simple { + +const TestModel& get_test_model_same_branch_model_false_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {0, 5}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({false}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({101.0f, 102.0f, 103.0f, 104.0f, 105.0f, 106.0f, 107.0f, 108.0f, 109.0f, 110.0f, 111.0f, 112.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {5, 6, 7}, + .outputs = {3}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3}, + .outputs = {4}, + .type = TestOperationType::IF + }}, + .outputIndexes = {4} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({100.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 1, 2}, + .outputs = {3}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {3} + }} + }; + return model; +} + +const auto dummy_test_model_same_branch_model_false_all_inputs_as_internal = TestModelManager::get().add("if_simple_same_branch_model_false_all_inputs_as_internal", get_test_model_same_branch_model_false_all_inputs_as_internal()); + +} // namespace generated_tests::if_simple + diff --git a/nn/runtime/test/generated/spec_V1_3/qlstm_noprojection.example.cpp b/nn/runtime/test/generated/spec_V1_3/qlstm_noprojection.example.cpp index 209e3a273..23f27581c 100644 --- a/nn/runtime/test/generated/spec_V1_3/qlstm_noprojection.example.cpp +++ b/nn/runtime/test/generated/spec_V1_3/qlstm_noprojection.example.cpp @@ -176,7 +176,7 @@ const TestModel& get_test_model() { }, { .channelQuant = {}, .data = TestBuffer::createFromVector<int8_t>({}), - .dimensions = {4,4}, + .dimensions = {4, 4}, .isIgnored = false, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .numberOfConsumers = 1, @@ -381,3 +381,448 @@ const auto dummy_test_model = TestModelManager::get().add("qlstm_noprojection", } // namespace generated_tests::qlstm_noprojection +namespace generated_tests::qlstm_noprojection { + +const TestModel& get_test_model_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 35, 38}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-77, -13, 38, 25, 115, -64, -25, -51, 38, -102, -51, 38, -64, -51, -77, 38, -51, -77, -64, -64}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-51, -38, -25, -13, -64, 64, -25, -38, -25, -77, 77, -13, -51, -38, -89, 89, -115, -64, 102, 77}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-102, -51, -25, -115, -13, -89, 38, -38, -102, -25, 77, -25, 51, -89, -38, -64, 13, 64, -77, -51}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-64, -38, -64, -25, 77, 51, 115, 38, -13, 25, 64, 25, 25, 38, -13, 51}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-38, 25, 13, -38, 102, -10, -25, 38, 102, -77, -13, 25, 38, -13, 25, 64}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({38, -13, 13, -25, -64, -89, -25, -77, -13, -51, -89, -25, 13, 64, 25, -38}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2147484, -6442451, -4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-1073742, 15461883, 5368709, 1717987}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1073742, -214748, 4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {4, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00392157f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({0, 0, 0, 0, 0, 0, 0, 0}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({6553, 6553, 13107, 9830}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({22937, 6553, 9830, 26214}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({19660, 6553, 6553, 16384}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .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<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-15, 21, 14, 20, -15, 15, 5, 27}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({-11692, 9960, 5491, 8861, -9422, 7726, 2056, 13149}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-15, 21, 14, 20, -15, 15, 5, 27}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({90, 102, 13, 26, 38, 102, 13, 26, 51, 64}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0, 0, 0, 0, 0, 0, 0, 0}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .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 = {35, 36, 37}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {18}, + .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}, + .outputs = {32, 33, 34}, + .type = TestOperationType::QUANTIZED_LSTM + }}, + .outputIndexes = {32, 33, 34} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_all_inputs_as_internal = TestModelManager::get().add("qlstm_noprojection_all_inputs_as_internal", get_test_model_all_inputs_as_internal()); + +} // namespace generated_tests::qlstm_noprojection + diff --git a/nn/runtime/test/generated/spec_V1_3/qlstm_projection.example.cpp b/nn/runtime/test/generated/spec_V1_3/qlstm_projection.example.cpp index dc187f62a..cb223d651 100644 --- a/nn/runtime/test/generated/spec_V1_3/qlstm_projection.example.cpp +++ b/nn/runtime/test/generated/spec_V1_3/qlstm_projection.example.cpp @@ -176,7 +176,7 @@ const TestModel& get_test_model() { }, { .channelQuant = {}, .data = TestBuffer::createFromVector<int8_t>({-25, 51, 3, -51, 25, 127, 77, 20, 18, 51, -102, 51}), - .dimensions = {3,4}, + .dimensions = {3, 4}, .isIgnored = false, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .numberOfConsumers = 1, @@ -383,6 +383,451 @@ const auto dummy_test_model = TestModelManager::get().add("qlstm_projection", ge namespace generated_tests::qlstm_projection { +const TestModel& get_test_model_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 35, 38}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({64, 77, 89, -102, -115, 13, 25, 38, -51, 64, -102, 89, -77, 64, -51, -64, -51, -38, -25, -13}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-77, -13, 38, 25, 115, -64, -25, -51, 38, -102, -51, 38, -64, -51, -77, 38, -51, -77, -64, -64}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-51, -38, -25, -13, -64, 64, -25, -38, -25, -77, 77, -13, -51, -38, -89, 89, -115, -64, 102, 77}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-102, -51, -25, -115, -13, -89, 38, -38, -102, -25, 77, -25, 51, -89, -38, -64, 13, 64, -77, -51}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-25, -38, 51, 13, -64, 115, -25, -38, -89, 6, -25, -77}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-64, -38, -64, -25, 77, 51, 115, 38, -13, 25, 64, 25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-38, 25, 13, -38, 102, -10, -25, 38, 102, -77, -13, 25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({38, -13, 13, -25, -64, -89, -25, -77, -13, -51, -89, -25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({644245, 3221226, 4724464, 8160438}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2147484, -6442451, -4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-1073742, 15461883, 5368709, 1717987}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1073742, -214748, 4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-25, 51, 3, -51, 25, 127, 77, 20, 18, 51, -102, 51}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00392157f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 0, 0}), + .dimensions = {3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({0, 0, 0, 0, 0, 0, 0, 0}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({3277, 6553, 9830, 16384}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({6553, 6553, 13107, 9830}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({22937, 6553, 9830, 26214}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({19660, 6553, 6553, 16384}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .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<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({127, 127, -108, -67, 127, 127}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({-14650, 8939, 5771, 6715, -11843, 7847, 1508, 12939}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({127, 127, -108, -67, 127, 127}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({90, 102, 13, 26, 38, 102, 13, 26, 51, 64}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0, 0, 0, 0, 0, 0}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .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 = {35, 36, 37}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {18}, + .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}, + .outputs = {32, 33, 34}, + .type = TestOperationType::QUANTIZED_LSTM + }}, + .outputIndexes = {32, 33, 34} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_all_inputs_as_internal = TestModelManager::get().add("qlstm_projection_all_inputs_as_internal", get_test_model_all_inputs_as_internal()); + +} // namespace generated_tests::qlstm_projection + +namespace generated_tests::qlstm_projection { + const TestModel& get_test_model_2() { static TestModel model = { .expectFailure = false, @@ -553,7 +998,7 @@ const TestModel& get_test_model_2() { }, { .channelQuant = {}, .data = TestBuffer::createFromVector<int8_t>({-25, 51, 3, -51, 25, 127, 77, 20, 18, 51, -102, 51}), - .dimensions = {3,4}, + .dimensions = {3, 4}, .isIgnored = false, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .numberOfConsumers = 1, @@ -758,3 +1203,448 @@ const auto dummy_test_model_2 = TestModelManager::get().add("qlstm_projection_2" } // namespace generated_tests::qlstm_projection +namespace generated_tests::qlstm_projection { + +const TestModel& get_test_model_all_inputs_as_internal_2() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 35, 38}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-77, -13, 38, 25, 115, -64, -25, -51, 38, -102, -51, 38, -64, -51, -77, 38, -51, -77, -64, -64}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-51, -38, -25, -13, -64, 64, -25, -38, -25, -77, 77, -13, -51, -38, -89, 89, -115, -64, 102, 77}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-102, -51, -25, -115, -13, -89, 38, -38, -102, -25, 77, -25, 51, -89, -38, -64, 13, 64, -77, -51}), + .dimensions = {4, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-64, -38, -64, -25, 77, 51, 115, 38, -13, 25, 64, 25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-38, 25, 13, -38, 102, -10, -25, 38, 102, -77, -13, 25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({38, -13, 13, -25, -64, -89, -25, -77, -13, -51, -89, -25}), + .dimensions = {4, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00784314f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 1.0f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2147484, -6442451, -4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({-1073742, 15461883, 5368709, 1717987}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1073742, -214748, 4294968, 2147484}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 4.65661e-08f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({-25, 51, 3, -51, 25, 127, 77, 20, 18, 51, -102, 51}), + .dimensions = {3, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.00392157f, + .type = TestOperandType::TENSOR_QUANT8_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0, 0, 0}), + .dimensions = {3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({0, 0, 0, 0, 0, 0, 0, 0}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({6553, 6553, 13107, 9830}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({22937, 6553, 9830, 26214}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({19660, 6553, 6553, 16384}), + .dimensions = {4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05182e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .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<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007059f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007812f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.007f}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({127, 127, 127, -128, 127, 127}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int16_t>({-11692, 9960, 5491, 8861, -9422, 7726, 2056, 13149}), + .dimensions = {2, 4}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT16_SYMM, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({127, 127, 127, -128, 127, 127}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({90, 102, 13, 26, 38, 102, 13, 26, 51, 64}), + .dimensions = {2, 5}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0078125f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0, 0, 0, 0, 0, 0}), + .dimensions = {2, 3}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int8_t>({0}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 3.05176e-05f, + .type = TestOperandType::TENSOR_QUANT8_ASYMM_SIGNED, + .zeroPoint = 0 + }, { + .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 = {35, 36, 37}, + .outputs = {0}, + .type = TestOperationType::ADD + }, { + .inputs = {38, 39, 40}, + .outputs = {18}, + .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}, + .outputs = {32, 33, 34}, + .type = TestOperationType::QUANTIZED_LSTM + }}, + .outputIndexes = {32, 33, 34} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {} + }; + return model; +} + +const auto dummy_test_model_all_inputs_as_internal_2 = TestModelManager::get().add("qlstm_projection_all_inputs_as_internal_2", get_test_model_all_inputs_as_internal_2()); + +} // namespace generated_tests::qlstm_projection + diff --git a/nn/runtime/test/generated/spec_V1_3/while_fib.example.cpp b/nn/runtime/test/generated/spec_V1_3/while_fib.example.cpp index 34cfdaaeb..98b6515d9 100644 --- a/nn/runtime/test/generated/spec_V1_3/while_fib.example.cpp +++ b/nn/runtime/test/generated/spec_V1_3/while_fib.example.cpp @@ -504,6 +504,289 @@ const auto dummy_test_model_1_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_fib { +const TestModel& get_test_model_1_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({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, 1.0f, 1.0f, 1.0f}), + .dimensions = {2, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f}), + .dimensions = {2, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 7, 8, 9}, + .outputs = {3}, + .type = TestOperationType::FULLY_CONNECTED + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_1_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_1_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_1_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib + +namespace generated_tests::while_fib { + const TestModel& get_test_model_2() { static TestModel model = { .expectFailure = false, @@ -1002,6 +1285,289 @@ const auto dummy_test_model_2_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_fib { +const TestModel& get_test_model_2_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 2.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({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, 1.0f, 1.0f, 1.0f}), + .dimensions = {2, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f}), + .dimensions = {2, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 7, 8, 9}, + .outputs = {3}, + .type = TestOperationType::FULLY_CONNECTED + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_2_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_2_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_2_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib + +namespace generated_tests::while_fib { + const TestModel& get_test_model_3() { static TestModel model = { .expectFailure = false, @@ -1500,6 +2066,289 @@ const auto dummy_test_model_3_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_fib { +const TestModel& get_test_model_3_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({2.0f, 3.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({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, 1.0f, 1.0f, 1.0f}), + .dimensions = {2, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f}), + .dimensions = {2, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 7, 8, 9}, + .outputs = {3}, + .type = TestOperationType::FULLY_CONNECTED + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_3_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_3_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_3_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib + +namespace generated_tests::while_fib { + const TestModel& get_test_model_4() { static TestModel model = { .expectFailure = false, @@ -1998,6 +2847,289 @@ const auto dummy_test_model_4_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_fib { +const TestModel& get_test_model_4_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({3.0f, 5.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({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, 1.0f, 1.0f, 1.0f}), + .dimensions = {2, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f}), + .dimensions = {2, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 7, 8, 9}, + .outputs = {3}, + .type = TestOperationType::FULLY_CONNECTED + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_4_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_4_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_4_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib + +namespace generated_tests::while_fib { + const TestModel& get_test_model_5() { static TestModel model = { .expectFailure = false, @@ -2494,3 +3626,286 @@ const auto dummy_test_model_5_all_tensors_as_inputs = TestModelManager::get().ad } // namespace generated_tests::while_fib +namespace generated_tests::while_fib { + +const TestModel& get_test_model_5_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 6}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({5}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({5.0f, 8.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .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 = {6, 7, 8}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4}, + .outputs = {5}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {5} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {3}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {3} + }, { + .inputIndexes = {0, 1, 2}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({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, 1.0f, 1.0f, 1.0f}), + .dimensions = {2, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f, 0.0f}), + .dimensions = {2, 1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 5, 6}, + .outputs = {4}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 7, 8, 9}, + .outputs = {3}, + .type = TestOperationType::FULLY_CONNECTED + }}, + .outputIndexes = {3, 4} + }} + }; + return model; +} + +const auto dummy_test_model_5_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_fib_5_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_5_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_fib + diff --git a/nn/runtime/test/generated/spec_V1_3/while_sum_of_powers.example.cpp b/nn/runtime/test/generated/spec_V1_3/while_sum_of_powers.example.cpp index cddbc80c4..f0c323770 100644 --- a/nn/runtime/test/generated/spec_V1_3/while_sum_of_powers.example.cpp +++ b/nn/runtime/test/generated/spec_V1_3/while_sum_of_powers.example.cpp @@ -471,6 +471,505 @@ const auto dummy_test_model_1 = TestModelManager::get().add("while_sum_of_powers namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_1_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({3.0f, 4.0f}), + .dimensions = {1, 2}, + .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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_1_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_1_all_inputs_as_internal", get_test_model_1_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_1_all_tensors_as_inputs() { static TestModel model = { .expectFailure = false, @@ -936,6 +1435,539 @@ const auto dummy_test_model_1_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_1_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7, 10}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({3.0f, 4.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {10, 11, 12}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_1_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_1_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_1_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_2() { static TestModel model = { .expectFailure = false, @@ -1401,6 +2433,505 @@ const auto dummy_test_model_2 = TestModelManager::get().add("while_sum_of_powers namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_2_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({7.0f, 13.0f}), + .dimensions = {1, 2}, + .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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_2_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_2_all_inputs_as_internal", get_test_model_2_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_2_all_tensors_as_inputs() { static TestModel model = { .expectFailure = false, @@ -1866,6 +3397,539 @@ const auto dummy_test_model_2_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_2_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7, 10}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({2}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({7.0f, 13.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {10, 11, 12}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_2_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_2_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_2_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_3() { static TestModel model = { .expectFailure = false, @@ -2331,6 +4395,505 @@ const auto dummy_test_model_3 = TestModelManager::get().add("while_sum_of_powers namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_3_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({15.0f, 40.0f}), + .dimensions = {1, 2}, + .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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_3_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_3_all_inputs_as_internal", get_test_model_3_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_3_all_tensors_as_inputs() { static TestModel model = { .expectFailure = false, @@ -2796,6 +5359,539 @@ const auto dummy_test_model_3_all_tensors_as_inputs = TestModelManager::get().ad namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_3_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7, 10}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({3}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({15.0f, 40.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {10, 11, 12}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_3_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_3_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_3_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_4() { static TestModel model = { .expectFailure = false, @@ -3261,6 +6357,505 @@ const auto dummy_test_model_4 = TestModelManager::get().add("while_sum_of_powers namespace generated_tests::while_sum_of_powers { +const TestModel& get_test_model_4_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({31.0f, 121.0f}), + .dimensions = {1, 2}, + .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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_4_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_4_all_inputs_as_internal", get_test_model_4_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + +namespace generated_tests::while_sum_of_powers { + const TestModel& get_test_model_4_all_tensors_as_inputs() { static TestModel model = { .expectFailure = false, @@ -3724,3 +7319,536 @@ const auto dummy_test_model_4_all_tensors_as_inputs = TestModelManager::get().ad } // namespace generated_tests::while_sum_of_powers +namespace generated_tests::while_sum_of_powers { + +const TestModel& get_test_model_4_all_tensors_as_inputs_all_inputs_as_internal() { + static TestModel model = { + .expectFailure = false, + .expectedMultinomialDistributionTolerance = 0, + .isRelaxed = false, + .main = { + .inputIndexes = {4, 7, 10}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({1}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({4}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({31.0f, 121.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({1.0f, 1.0f}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({0.0f}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_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}), + .dimensions = {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 = {7, 8, 9}, + .outputs = {2}, + .type = TestOperationType::ADD + }, { + .inputs = {10, 11, 12}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 1, 2, 3, 4, 5}, + .outputs = {6}, + .type = TestOperationType::WHILE + }}, + .outputIndexes = {6} + }, + .minSupportedVersion = TestHalVersion::V1_3, + .referenced = {{ + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS_EQUAL + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 2, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({2}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<uint32_t>({3}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::SUBGRAPH, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {6, 7, 3, 8, 1, 3}, + .outputs = {9}, + .type = TestOperationType::WHILE + }, { + .inputs = {1, 10, 11}, + .outputs = {5}, + .type = TestOperationType::ADD + }, { + .inputs = {0, 9, 12}, + .outputs = {4}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<bool8>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_BOOL8, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {1, 2}, + .outputs = {4}, + .type = TestOperationType::LESS + }}, + .outputIndexes = {4} + }, { + .inputIndexes = {0, 1, 2, 3}, + .operands = {{ + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<float>({}), + .dimensions = {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 = {1, 2}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_FLOAT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, + .numberOfConsumers = 0, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({1}), + .dimensions = {1}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::TENSOR_INT32, + .zeroPoint = 0 + }, { + .channelQuant = {}, + .data = TestBuffer::createFromVector<int32_t>({0}), + .dimensions = {}, + .isIgnored = false, + .lifetime = TestOperandLifeTime::CONSTANT_COPY, + .numberOfConsumers = 1, + .scale = 0.0f, + .type = TestOperandType::INT32, + .zeroPoint = 0 + }}, + .operations = {{ + .inputs = {0, 3, 6}, + .outputs = {4}, + .type = TestOperationType::MUL + }, { + .inputs = {1, 7, 8}, + .outputs = {5}, + .type = TestOperationType::ADD + }}, + .outputIndexes = {4, 5} + }} + }; + return model; +} + +const auto dummy_test_model_4_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("while_sum_of_powers_4_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_4_all_tensors_as_inputs_all_inputs_as_internal()); + +} // namespace generated_tests::while_sum_of_powers + diff --git a/nn/runtime/test/specs/V1_2/quantized_lstm.mod.py b/nn/runtime/test/specs/V1_2/quantized_lstm.mod.py index 5fd4c7a84..538bc7d61 100644 --- a/nn/runtime/test/specs/V1_2/quantized_lstm.mod.py +++ b/nn/runtime/test/specs/V1_2/quantized_lstm.mod.py @@ -22,31 +22,39 @@ n_input = 2 n_cell = 4 n_output = n_cell -input_ = Input("input", ("TENSOR_QUANT8_ASYMM", (n_batch, n_input), 1 / 128, 128)) +InputType = ("TENSOR_QUANT8_ASYMM", [n_batch, n_input], 1 / 128, 128) +input_ = Input("input", InputType) weights_scale = 0.00408021 weights_zero_point = 100 -input_to_input_weights = Input("inputToInputWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_input), weights_scale, weights_zero_point)) -input_to_forget_weights = Input("inputToForgetWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_input), weights_scale, weights_zero_point)) -input_to_cell_weights = Input("inputToCellWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_input), weights_scale, weights_zero_point)) -input_to_output_weights = Input("inputToOutputWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_input), weights_scale, weights_zero_point)) +InputWeightsType = ("TENSOR_QUANT8_ASYMM", + [n_output, n_input], weights_scale, weights_zero_point) +input_to_input_weights = Input("inputToInputWeights", InputWeightsType) +input_to_forget_weights = Input("inputToForgetWeights", InputWeightsType) +input_to_cell_weights = Input("inputToCellWeights", InputWeightsType) +input_to_output_weights = Input("inputToOutputWeights", InputWeightsType) -recurrent_to_input_weights = Input("recurrentToInputWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_output), weights_scale, weights_zero_point)) -recurrent_to_forget_weights = Input("recurrentToForgetWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_output), weights_scale, weights_zero_point)) -recurrent_to_cell_weights = Input("recurrentToCellWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_output), weights_scale, weights_zero_point)) -recurrent_to_output_weights = Input("recurrentToOutputWeights", ("TENSOR_QUANT8_ASYMM", (n_output, n_output), weights_scale, weights_zero_point)) +RecurrentWeightsType = ("TENSOR_QUANT8_ASYMM", + [n_output, n_output], weights_scale, weights_zero_point) +recurrent_to_input_weights = Input("recurrentToInputWeights", RecurrentWeightsType) +recurrent_to_forget_weights = Input("recurrentToForgetWeights", RecurrentWeightsType) +recurrent_to_cell_weights = Input("recurrentToCellWeights", RecurrentWeightsType) +recurrent_to_output_weights = Input("recurrentToOutputWeights", RecurrentWeightsType) -input_gate_bias = Input("inputGateBias", ("TENSOR_INT32", (n_output,), weights_scale / 128., 0)) -forget_gate_bias = Input("forgetGateBias", ("TENSOR_INT32", (n_output,), weights_scale / 128., 0)) -cell_gate_bias = Input("cellGateBias", ("TENSOR_INT32", (n_output,), weights_scale / 128., 0)) -output_gate_bias = Input("outputGateBias", ("TENSOR_INT32", (n_output,), weights_scale / 128., 0)) +BiasType = ("TENSOR_INT32", [n_output], weights_scale / 128., 0) +input_gate_bias = Input("inputGateBias", BiasType) +forget_gate_bias = Input("forgetGateBias", BiasType) +cell_gate_bias = Input("cellGateBias", BiasType) +output_gate_bias = Input("outputGateBias", BiasType) -prev_cell_state = Input("prevCellState", ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0)) -prev_output = Input("prevOutput", ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128)) +StateType = ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0) +OutputType = ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128) +prev_cell_state = Input("prevCellState", StateType) +prev_output = Input("prevOutput", OutputType) -cell_state_out = Output("cellStateOut", ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0)) -output = Output("output", ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128)) +cell_state_out = Output("cellStateOut", StateType) +output = Output("output", OutputType) model = model.Operation("QUANTIZED_16BIT_LSTM", @@ -101,80 +109,51 @@ n_input = 2 n_cell = 4 n_output = n_cell -input_ = Input("input", - ("TENSOR_QUANT8_ASYMM", (n_batch, n_input), 1 / 128, 128)) +InputType = ("TENSOR_QUANT8_ASYMM", [n_batch, n_input], 1 / 128, 128) +input_ = Input("input", InputType) weights_scale = 0.00408021 weights_zero_point = 100 -input_to_input_weights = Parameter( - "inputToInputWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_input), weights_scale, weights_zero_point), - [146, 250, 235, 171, 10, 218, 171, 108]) -input_to_forget_weights = Parameter( - "inputToForgetWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_input), weights_scale, weights_zero_point), - [24, 50, 132, 179, 158, 110, 3, 169]) -input_to_cell_weights = Parameter( - "inputToCellWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_input), weights_scale, weights_zero_point), - [133, 34, 29, 49, 206, 109, 54, 183]) -input_to_output_weights = Parameter( - "inputToOutputWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_input), weights_scale, weights_zero_point), - [195, 187, 11, 99, 109, 10, 218, 48]) - -recurrent_to_input_weights = Parameter( - "recurrentToInputWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_output), weights_scale, weights_zero_point), - [254, 206, 77, 168, 71, 20, 215, 6, 223, 7, 118, 225, 59, 130, 174, 26]) -recurrent_to_forget_weights = Parameter( - "recurrentToForgetWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_output), weights_scale, weights_zero_point), - [137, 240, 103, 52, 68, 51, 237, 112, 0, 220, 89, 23, 69, 4, 207, 253]) -recurrent_to_cell_weights = Parameter( - "recurrentToCellWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_output), weights_scale, weights_zero_point), - [172, 60, 205, 65, 14, 0, 140, 168, 240, 223, 133, 56, 142, 64, 246, 216]) -recurrent_to_output_weights = Parameter( - "recurrentToOutputWeights", - ("TENSOR_QUANT8_ASYMM", - (n_output, n_output), weights_scale, weights_zero_point), - [106, 214, 67, 23, 59, 158, 45, 3, 119, 132, 49, 205, 129, 218, 11, 98]) - -input_gate_bias = Parameter("inputGateBias", - ("TENSOR_INT32", - (n_output,), weights_scale / 128., 0), +InputWeightsType = ("TENSOR_QUANT8_ASYMM", + [n_output, n_input], weights_scale, weights_zero_point) +input_to_input_weights = Parameter("inputToInputWeights", InputWeightsType, + [146, 250, 235, 171, 10, 218, 171, 108]) +input_to_forget_weights = Parameter("inputToForgetWeights", InputWeightsType, + [24, 50, 132, 179, 158, 110, 3, 169]) +input_to_cell_weights = Parameter("inputToCellWeights", InputWeightsType, + [133, 34, 29, 49, 206, 109, 54, 183]) +input_to_output_weights = Parameter("inputToOutputWeights", InputWeightsType, + [195, 187, 11, 99, 109, 10, 218, 48]) + +RecurrentWeightsType = ("TENSOR_QUANT8_ASYMM", + [n_output, n_output], weights_scale, weights_zero_point) +recurrent_to_input_weights = Parameter("recurrentToInputWeights", RecurrentWeightsType, + [254, 206, 77, 168, 71, 20, 215, 6, 223, 7, 118, 225, 59, 130, 174, 26]) +recurrent_to_forget_weights = Parameter("recurrentToForgetWeights", RecurrentWeightsType, + [137, 240, 103, 52, 68, 51, 237, 112, 0, 220, 89, 23, 69, 4, 207, 253]) +recurrent_to_cell_weights = Parameter("recurrentToCellWeights", RecurrentWeightsType, + [172, 60, 205, 65, 14, 0, 140, 168, 240, 223, 133, 56, 142, 64, 246, 216]) +recurrent_to_output_weights = Parameter("recurrentToOutputWeights", RecurrentWeightsType, + [106, 214, 67, 23, 59, 158, 45, 3, 119, 132, 49, 205, 129, 218, 11, 98]) + +BiasType = ("TENSOR_INT32", [n_output], weights_scale / 128., 0) +input_gate_bias = Parameter("inputGateBias", BiasType, [-7876, 13488, -726, 32839]) -forget_gate_bias = Parameter("forgetGateBias", - ("TENSOR_INT32", - (n_output,), weights_scale / 128., 0), +forget_gate_bias = Parameter("forgetGateBias", BiasType, [9206, -46884, -11693, -38724]) -cell_gate_bias = Parameter("cellGateBias", - ("TENSOR_INT32", - (n_output,), weights_scale / 128., 0), +cell_gate_bias = Parameter("cellGateBias", BiasType, [39481, 48624, 48976, -21419]) -output_gate_bias = Parameter("outputGateBias", - ("TENSOR_INT32", - (n_output,), weights_scale / 128., 0), +output_gate_bias = Parameter("outputGateBias", BiasType, [-58999, -17050, -41852, -40538]) -prev_cell_state = Input("prevCellState", - ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0)) -prev_output = Input("prevOutput", - ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128)) +StateType = ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0) +OutputType = ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128) +prev_cell_state = Input("prevCellState", StateType) +prev_output = Input("prevOutput", OutputType) -cell_state_out = Output("cellStateOut", - ("TENSOR_QUANT16_SYMM", (n_batch, n_cell), 1 / 2048, 0)) -output = Output("output", - ("TENSOR_QUANT8_ASYMM", (n_batch, n_output), 1 / 128, 128)) +cell_state_out = Output("cellStateOut", StateType) +output = Output("output", OutputType) model = model.Operation("QUANTIZED_16BIT_LSTM", input_, input_to_input_weights, input_to_forget_weights, input_to_cell_weights, diff --git a/nn/runtime/test/specs/V1_3/if_constant.mod.py b/nn/runtime/test/specs/V1_3/if_constant.mod.py index badf4476b..ae6750146 100644 --- a/nn/runtime/test/specs/V1_3/if_constant.mod.py +++ b/nn/runtime/test/specs/V1_3/if_constant.mod.py @@ -24,8 +24,8 @@ output_data = { False: [x - y for (x, y) in zip(x_data, y_data)], } -ValueType = ["TENSOR_FLOAT32", "{3, 4}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +ValueType = ["TENSOR_FLOAT32", [3, 4]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeBranchModel(operation_name): x = Input("x", ValueType) diff --git a/nn/runtime/test/specs/V1_3/if_simple.mod.py b/nn/runtime/test/specs/V1_3/if_simple.mod.py index 384bc2cf7..c13446588 100644 --- a/nn/runtime/test/specs/V1_3/if_simple.mod.py +++ b/nn/runtime/test/specs/V1_3/if_simple.mod.py @@ -20,8 +20,8 @@ input_data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] output_add = [y + 100 for y in input_data] output_sub = [y - 100 for y in input_data] -ValueType = ["TENSOR_FLOAT32", "{3, 4}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +ValueType = ["TENSOR_FLOAT32", [3, 4]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeBranchModel(operation_name): y = Input("y", ValueType) diff --git a/nn/runtime/test/specs/V1_3/qlstm_noprojection.mod.py b/nn/runtime/test/specs/V1_3/qlstm_noprojection.mod.py index 41704f83b..18300a900 100644 --- a/nn/runtime/test/specs/V1_3/qlstm_noprojection.mod.py +++ b/nn/runtime/test/specs/V1_3/qlstm_noprojection.mod.py @@ -24,65 +24,46 @@ input_size = 5 num_units = 4 output_size = 4 -input = Input("input", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, input_size), 0.0078125, 0)) - -input_to_input_weights = Input("input_to_input_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_forget_weights = Input("input_to_forget_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_cell_weights = Input("input_to_cell_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_output_weights = Input("input_to_output_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) - -recurrent_to_input_weights = Input("recurrent_to_input_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_forget_weights = Input("recurrent_to_forget_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_cell_weights = Input("recurrent_to_cell_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_output_weights = Input("recurrent_to_output_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) - -cell_to_input_weights = Input("cell_to_input_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) -cell_to_forget_weights = Input("cell_to_forget_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) -cell_to_output_weights = Input("cell_to_output_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) - -input_gate_bias = Input("input_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -forget_gate_bias = Input("forget_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -cell_gate_bias = Input("cell_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -output_gate_bias = Input("output_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) +InputType = ("TENSOR_QUANT8_ASYMM_SIGNED", [batch_size, input_size], 0.0078125, 0) +input = Input("input", InputType) + +InputWeightsType = ("TENSOR_QUANT8_SYMM", [num_units, input_size], 0.00784314, 0) +input_to_input_weights = Input("input_to_input_weights", InputWeightsType) +input_to_forget_weights = Input("input_to_forget_weights", InputWeightsType) +input_to_cell_weights = Input("input_to_cell_weights", InputWeightsType) +input_to_output_weights = Input("input_to_output_weights", InputWeightsType) + +RecurrentWeightsType = ("TENSOR_QUANT8_SYMM", [num_units, output_size], 0.00784314, 0) +recurrent_to_input_weights = Input("recurrent_to_input_weights", RecurrentWeightsType) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", RecurrentWeightsType) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", RecurrentWeightsType) +recurrent_to_output_weights = Input("recurrent_to_output_weights", RecurrentWeightsType) + +CellWeightsType = ("TENSOR_QUANT16_SYMM", [num_units], 1.0, 0) +cell_to_input_weights = Input("cell_to_input_weights", CellWeightsType) +cell_to_forget_weights = Input("cell_to_forget_weights", CellWeightsType) +cell_to_output_weights = Input("cell_to_output_weights", CellWeightsType) + +BiasType = ("TENSOR_INT32", [num_units], 4.65661e-08, 0) +input_gate_bias = Input("input_gate_bias", BiasType) +forget_gate_bias = Input("forget_gate_bias", BiasType) +cell_gate_bias = Input("cell_gate_bias", BiasType) +output_gate_bias = Input("output_gate_bias", BiasType) projection_weights = Input("projection_weights", - ("TENSOR_QUANT8_SYMM", "{%d,%d}" % (output_size, num_units), 0.00392157, 0)) -projection_bias = Input("projection_bias", "TENSOR_INT32", "{%d}" % (output_size)) - -output_state_in = Input("output_state_in", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) -cell_state_in = Input("cell_state_in", - ("TENSOR_QUANT16_SYMM", "{%d, %d}" % (batch_size, num_units), 3.05176e-05, 0)) - -input_layer_norm_weights = Input("input_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -forget_layer_norm_weights = Input("forget_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -cell_layer_norm_weights = Input("cell_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -output_layer_norm_weights = Input("output_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) + ("TENSOR_QUANT8_SYMM", [output_size, num_units], 0.00392157, 0)) +projection_bias = Input("projection_bias", ("TENSOR_INT32", [output_size])) + +OutputStateType = ("TENSOR_QUANT8_ASYMM_SIGNED", [batch_size, output_size], 3.05176e-05, 0) +CellStateType = ("TENSOR_QUANT16_SYMM", [batch_size, num_units], 3.05176e-05, 0) +output_state_in = Input("output_state_in", OutputStateType) +cell_state_in = Input("cell_state_in", CellStateType) + +LayerNormType = ("TENSOR_QUANT16_SYMM", [num_units], 3.05182e-05, 0) +input_layer_norm_weights = Input("input_layer_norm_weights", LayerNormType) +forget_layer_norm_weights = Input("forget_layer_norm_weights", LayerNormType) +cell_layer_norm_weights = Input("cell_layer_norm_weights", LayerNormType) +output_layer_norm_weights = Input("output_layer_norm_weights", LayerNormType) cell_clip = Float32Scalar("cell_clip", 0.) projection_clip = Float32Scalar("projection_clip", 0.) @@ -94,14 +75,9 @@ output_intermediate_scale = Float32Scalar("output_intermediate_scale", 0.007812) hidden_state_zero_point = Int32Scalar("hidden_state_zero_point", 0) hidden_state_scale = Float32Scalar("hidden_state_scale", 0.007) -output_state_out = Output("output_state_out", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) -cell_state_out = Output("cell_state_out", - ("TENSOR_QUANT16_SYMM", "{%d, %d}" % (batch_size, num_units), 3.05176e-05, 0)) -output = Output("output", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) +output_state_out = Output("output_state_out", OutputStateType) +cell_state_out = Output("cell_state_out", CellStateType) +output = Output("output", OutputStateType) model = model.Operation( "QUANTIZED_LSTM", input, input_to_input_weights, input_to_forget_weights, diff --git a/nn/runtime/test/specs/V1_3/qlstm_projection.mod.py b/nn/runtime/test/specs/V1_3/qlstm_projection.mod.py index 07fa1ecec..483602f21 100644 --- a/nn/runtime/test/specs/V1_3/qlstm_projection.mod.py +++ b/nn/runtime/test/specs/V1_3/qlstm_projection.mod.py @@ -24,65 +24,46 @@ input_size = 5 num_units = 4 output_size = 3 -input = Input("input", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, input_size), 0.0078125, 0)) - -input_to_input_weights = Input("input_to_input_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_forget_weights = Input("input_to_forget_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_cell_weights = Input("input_to_cell_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) -input_to_output_weights = Input("input_to_output_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, input_size), 0.00784314, 0)) - -recurrent_to_input_weights = Input("recurrent_to_input_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_forget_weights = Input("recurrent_to_forget_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_cell_weights = Input("recurrent_to_cell_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) -recurrent_to_output_weights = Input("recurrent_to_output_weights", - ("TENSOR_QUANT8_SYMM", "{%d, %d}" % (num_units, output_size), - 0.00784314, 0)) - -cell_to_input_weights = Input("cell_to_input_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) -cell_to_forget_weights = Input("cell_to_forget_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) -cell_to_output_weights = Input("cell_to_output_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % (num_units), 1.0, 0)) - -input_gate_bias = Input("input_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -forget_gate_bias = Input("forget_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -cell_gate_bias = Input("cell_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) -output_gate_bias = Input("output_gate_bias", - ("TENSOR_INT32", "{%d}" % (num_units), 4.65661e-08, 0)) +InputType = ("TENSOR_QUANT8_ASYMM_SIGNED", [batch_size, input_size], 0.0078125, 0) +input = Input("input", InputType) + +InputWeightsType = ("TENSOR_QUANT8_SYMM", [num_units, input_size], 0.00784314, 0) +input_to_input_weights = Input("input_to_input_weights", InputWeightsType) +input_to_forget_weights = Input("input_to_forget_weights", InputWeightsType) +input_to_cell_weights = Input("input_to_cell_weights", InputWeightsType) +input_to_output_weights = Input("input_to_output_weights", InputWeightsType) + +RecurrentWeightsType = ("TENSOR_QUANT8_SYMM", [num_units, output_size], 0.00784314, 0) +recurrent_to_input_weights = Input("recurrent_to_input_weights", RecurrentWeightsType) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", RecurrentWeightsType) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", RecurrentWeightsType) +recurrent_to_output_weights = Input("recurrent_to_output_weights", RecurrentWeightsType) + +CellWeightsType = ("TENSOR_QUANT16_SYMM", [num_units], 1.0, 0) +cell_to_input_weights = Input("cell_to_input_weights", CellWeightsType) +cell_to_forget_weights = Input("cell_to_forget_weights", CellWeightsType) +cell_to_output_weights = Input("cell_to_output_weights", CellWeightsType) + +BiasType = ("TENSOR_INT32", [num_units], 4.65661e-08, 0) +input_gate_bias = Input("input_gate_bias", BiasType) +forget_gate_bias = Input("forget_gate_bias", BiasType) +cell_gate_bias = Input("cell_gate_bias", BiasType) +output_gate_bias = Input("output_gate_bias", BiasType) projection_weights = Input("projection_weights", - ("TENSOR_QUANT8_SYMM", "{%d,%d}" % (output_size, num_units), 0.00392157, 0)) -projection_bias = Input("projection_bias", "TENSOR_INT32", "{%d}" % (output_size)) - -output_state_in = Input("output_state_in", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) -cell_state_in = Input("cell_state_in", - ("TENSOR_QUANT16_SYMM", "{%d, %d}" % (batch_size, num_units), 3.05176e-05, 0)) - -input_layer_norm_weights = Input("input_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -forget_layer_norm_weights = Input("forget_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -cell_layer_norm_weights = Input("cell_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) -output_layer_norm_weights = Input("output_layer_norm_weights", - ("TENSOR_QUANT16_SYMM", "{%d}" % num_units, 3.05182e-05, 0)) + ("TENSOR_QUANT8_SYMM", [output_size, num_units], 0.00392157, 0)) +projection_bias = Input("projection_bias", ("TENSOR_INT32", [output_size])) + +OutputStateType = ("TENSOR_QUANT8_ASYMM_SIGNED", [batch_size, output_size], 3.05176e-05, 0) +CellStateType = ("TENSOR_QUANT16_SYMM", [batch_size, num_units], 3.05176e-05, 0) +output_state_in = Input("output_state_in", OutputStateType) +cell_state_in = Input("cell_state_in", CellStateType) + +LayerNormType = ("TENSOR_QUANT16_SYMM", [num_units], 3.05182e-05, 0) +input_layer_norm_weights = Input("input_layer_norm_weights", LayerNormType) +forget_layer_norm_weights = Input("forget_layer_norm_weights", LayerNormType) +cell_layer_norm_weights = Input("cell_layer_norm_weights", LayerNormType) +output_layer_norm_weights = Input("output_layer_norm_weights", LayerNormType) cell_clip = Float32Scalar("cell_clip", 0.) projection_clip = Float32Scalar("projection_clip", 0.) @@ -94,14 +75,9 @@ output_intermediate_scale = Float32Scalar("output_intermediate_scale", 0.007812) hidden_state_zero_point = Int32Scalar("hidden_state_zero_point", 0) hidden_state_scale = Float32Scalar("hidden_state_scale", 0.007) -output_state_out = Output("output_state_out", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) -cell_state_out = Output("cell_state_out", - ("TENSOR_QUANT16_SYMM", "{%d, %d}" % (batch_size, num_units), 3.05176e-05, 0)) -output = Output("output", - ("TENSOR_QUANT8_ASYMM_SIGNED", "{%d, %d}" % (batch_size, output_size), - 3.05176e-05, 0)) +output_state_out = Output("output_state_out", OutputStateType) +cell_state_out = Output("cell_state_out", CellStateType) +output = Output("output", OutputStateType) model = model.Operation( "QUANTIZED_LSTM", input, input_to_input_weights, input_to_forget_weights, diff --git a/nn/runtime/test/specs/V1_3/while_fib.mod.py b/nn/runtime/test/specs/V1_3/while_fib.mod.py index ab2a5bc0c..9f36b06b2 100644 --- a/nn/runtime/test/specs/V1_3/while_fib.mod.py +++ b/nn/runtime/test/specs/V1_3/while_fib.mod.py @@ -23,9 +23,9 @@ # 1 1]) # i = i + 1 -FibType = ["TENSOR_FLOAT32", "{1, 2}"] -CounterType = ["TENSOR_INT32", "{1}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +FibType = ["TENSOR_FLOAT32", [1, 2]] +CounterType = ["TENSOR_INT32", [1]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeConditionModel(): fib = Input("fib", FibType) @@ -44,8 +44,8 @@ def MakeBodyModel(): n = Input("n", CounterType) fib_out = Output("fib_out", FibType) i_out = Output("i_out", CounterType) - matrix = Parameter("matrix", ["TENSOR_FLOAT32", "{2, 2}"], [0, 1, 1, 1]) - zero_bias = Parameter("zero_bias", ["TENSOR_FLOAT32", "{2, 1}"], [0, 0]) + matrix = Parameter("matrix", ["TENSOR_FLOAT32", [2, 2]], [0, 1, 1, 1]) + zero_bias = Parameter("zero_bias", ["TENSOR_FLOAT32", [2, 1]], [0, 0]) model = Model() model.IdentifyInputs(fib, i, n) model.IdentifyOutputs(fib_out, i_out) diff --git a/nn/runtime/test/specs/V1_3/while_infinite_loop.mod.py b/nn/runtime/test/specs/V1_3/while_infinite_loop.mod.py index e322123c4..bae61aa5b 100644 --- a/nn/runtime/test/specs/V1_3/while_infinite_loop.mod.py +++ b/nn/runtime/test/specs/V1_3/while_infinite_loop.mod.py @@ -21,8 +21,8 @@ # while i >= n: # i = i + 1.0 -CounterType = ["TENSOR_FLOAT32", "{1}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +CounterType = ["TENSOR_FLOAT32", [1]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeConditionModel(): i = Input("i", CounterType) diff --git a/nn/runtime/test/specs/V1_3/while_sum_of_powers.mod.py b/nn/runtime/test/specs/V1_3/while_sum_of_powers.mod.py index 1cb35b4a4..3f8a6344f 100644 --- a/nn/runtime/test/specs/V1_3/while_sum_of_powers.mod.py +++ b/nn/runtime/test/specs/V1_3/while_sum_of_powers.mod.py @@ -27,9 +27,9 @@ # sum = sum + xi # i = i + 1 -DataType = ["TENSOR_FLOAT32", "{1, 2}"] -CounterType = ["TENSOR_INT32", "{1}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +DataType = ["TENSOR_FLOAT32", [1, 2]] +CounterType = ["TENSOR_INT32", [1]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeInnerConditionModel(): xi = Input("xi", DataType) diff --git a/nn/tools/test_generator/README.md b/nn/tools/test_generator/README.md index a0f4dbf51..273f0e50c 100644 --- a/nn/tools/test_generator/README.md +++ b/nn/tools/test_generator/README.md @@ -348,8 +348,8 @@ model inputs and outputs. This is particularly useful for models referenced by IF and WHILE operations. ```Python -DataType = ["TENSOR_INT32", "{1}"] -BoolType = ["TENSOR_BOOL8", "{1}"] +DataType = ["TENSOR_INT32", [1]] +BoolType = ["TENSOR_BOOL8", [1]] def MakeConditionModel(): a = Input("a", DataType) @@ -393,11 +393,11 @@ Example.ExpectFailure() ```Python # Declare input, output, and parameters -i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 4, 1}") -f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 3, 3, 1}", [1, 4, 7, 2, 5, 8, 3, 6, 9]) -b1 = Parameter("op3", "TENSOR_FLOAT32", "{1}", [-200]) +i1 = Input("op1", ("TENSOR_FLOAT32", [1, 3, 4, 1])) +f1 = Parameter("op2", ("TENSOR_FLOAT32", [1, 3, 3, 1]), [1, 4, 7, 2, 5, 8, 3, 6, 9]) +b1 = Parameter("op3", ("TENSOR_FLOAT32", [1]), [-200]) act = Int32Scalar("act", 0) -o1 = Output("op4", "TENSOR_FLOAT32", "{1, 3, 4, 1}") +o1 = Output("op4", ("TENSOR_FLOAT32", [1, 3, 4, 1])) # Instantiate a model and add CONV_2D operation # Use implicit parameter for implicit padding and strides diff --git a/nn/tools/test_generator/test_generator.py b/nn/tools/test_generator/test_generator.py index 15f2c0364..688ce984c 100755 --- a/nn/tools/test_generator/test_generator.py +++ b/nn/tools/test_generator/test_generator.py @@ -168,6 +168,8 @@ class Type(NamedVariable): # not have a match with all existing types @staticmethod def GetType(vt, dimensions, scale=0, zeroPoint=0, extraParams=None): + assert isinstance(dimensions, (list, tuple)), \ + 'dimensions must be a list or tuple, got {}'.format(type(dimensions)) key = ",".join([vt, str(dimensions), str(scale), str(zeroPoint), str(extraParams)]) if key not in Type.typesMap: Type.typesMap[key] = Type(vt, dimensions, scale, zeroPoint, extraParams=extraParams) |