// Generated from heatmap_max_keypoint.mod.py // DO NOT EDIT // clang-format off #include "TestHarness.h" using namespace test_helper; // NOLINT(google-build-using-namespace) namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc = TestModelManager::get().add("heatmap_max_keypoint_nhwc", get_test_model_nhwc()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nhwc_all_inputs_as_internal", get_test_model_nhwc_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed", get_test_model_nhwc_relaxed()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed_all_inputs_as_internal", get_test_model_nhwc_relaxed_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({9.071493148803711f, 10.005000114440918f, 7.1875f, 10.0f, 10.689666748046875f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({8.224461555480957f, 8.53731632232666f, 11.729999542236328f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569671630859375f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16", get_test_model_nhwc_float16()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({9.071493148803711f, 10.005000114440918f, 7.1875f, 10.0f, 10.689666748046875f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({8.224461555480957f, 8.53731632232666f, 11.729999542236328f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569671630859375f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder5 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16_all_inputs_as_internal", get_test_model_nhwc_float16_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 148, 122, 138, 108, 126, 136, 118, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 148, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 16, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138}) }, { // boxes .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80, 64, 24, 120, 104, 48, 40, 152, 96, 40, 16, 80, 160}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({101, 110, 82, 110, 117}) }, { // keypoint .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({66, 68, 94, 77, 71, 76, 139, 47, 77, 16}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8", get_test_model_nhwc_quant8()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80, 64, 24, 120, 104, 48, 40, 152, 96, 40, 16, 80, 160}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({101, 110, 82, 110, 117}) }, { // keypoint .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({66, 68, 94, 77, 71, 76, 139, 47, 77, 16}) }, { // heatmap_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 4, 4, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 148, 122, 138, 108, 126, 136, 118, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 148, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 16, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138}) }, { // placeholder6 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8_all_inputs_as_internal", get_test_model_nhwc_quant8_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw = TestModelManager::get().add("heatmap_max_keypoint_nchw", get_test_model_nchw()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder7 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder8 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nchw_all_inputs_as_internal", get_test_model_nchw_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed", get_test_model_nchw_relaxed()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({9.071493f, 10.005f, 7.1875f, 10.0f, 10.689667f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({8.224462f, 8.537316f, 11.73f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569672f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder9 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder10 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed_all_inputs_as_internal", get_test_model_nchw_relaxed_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({9.071493148803711f, 10.005000114440918f, 7.1875f, 10.0f, 10.689666748046875f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({8.224461555480957f, 8.53731632232666f, 11.729999542236328f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569671630859375f, 2.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16 = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16", get_test_model_nchw_float16()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({9.071493148803711f, 10.005000114440918f, 7.1875f, 10.0f, 10.689666748046875f}) }, { // keypoint .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({8.224461555480957f, 8.53731632232666f, 11.729999542236328f, 9.625f, 8.875f, 9.5625f, 17.375f, 5.875f, 9.569671630859375f, 2.0f}) }, { // heatmap_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({-10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 10.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, -5.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -1.0f, 4.0f, 10.0f, -8.0f, -2.0f, 4.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f, -10.0f, -56.0f, 4.0f, -5.0f, -8.0f, -2.0f, 9.0f, 1.0f, 7.0f, -2.0f, 3.0f, -7.0f, -2.0f, 2.0f, -3.0f, 5.0f}) }, { // placeholder11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f, 8.0f, 3.0f, 15.0f, 13.0f, 6.0f, 5.0f, 19.0f, 12.0f, 5.0f, 2.0f, 10.0f, 20.0f}) }, { // placeholder12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16_all_inputs_as_internal", get_test_model_nchw_float16_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 148, 122, 138, 108, 126, 136, 118, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 148, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 16, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138}) }, { // boxes .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80, 64, 24, 120, 104, 48, 40, 152, 96, 40, 16, 80, 160}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({101, 110, 82, 110, 117}) }, { // keypoint .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({66, 68, 94, 77, 71, 76, 139, 47, 77, 16}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8 = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8", get_test_model_nchw_quant8()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // heatmap .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80, 64, 24, 120, 104, 48, 40, 152, 96, 40, 16, 80, 160}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({101, 110, 82, 110, 117}) }, { // keypoint .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {5, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({66, 68, 94, 77, 71, 76, 139, 47, 77, 16}) }, { // heatmap_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {5, 1, 4, 4}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 148, 122, 138, 108, 126, 136, 118, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 126, 136, 148, 112, 124, 136, 130, 142, 124, 134, 114, 124, 132, 122, 138, 108, 16, 136, 118, 112, 124, 146, 130, 142, 124, 134, 114, 124, 132, 122, 138}) }, { // placeholder13 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8_all_inputs_as_internal = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8_all_inputs_as_internal", get_test_model_nchw_quant8_all_inputs_as_internal()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.61f, 0.49f, 0.01f, 0.98f, 0.65f, 0.64f, 0.7f, 0.76f, 0.55f, 0.83f, 0.19f, 0.46f, 0.03f, 0.67f, 0.71f, 0.17f, 0.23f, 0.89f, 0.08f, 0.96f, 0.65f, 0.52f, 0.4f, 0.36f, 0.8f, 0.55f, 0.89f, 0.58f, 0.29f, 0.27f, 0.69f, 0.66f, 0.06f, 0.51f, 0.26f, 0.96f, 0.38f, 0.41f, 0.89f, 0.88f, 0.46f, 0.96f, 0.73f, 0.54f, 0.64f, 0.84f, 0.74f, 0.51f, 0.41f, 0.13f, 0.19f, 0.52f, 0.21f, 0.5f, 0.75f, 0.89f, 0.89f, 0.2f, 0.58f, 0.7f, 0.13f, 0.29f, 0.39f, 0.91f, 0.06f, 0.93f, 0.34f, 0.8f, 0.87f, 0.59f, 0.67f, 0.57f, 0.85f, 0.24f, 0.25f, 0.76f, 0.34f, 0.37f, 0.11f, 0.0f, 0.29f, 0.3f, 0.77f, 0.34f, 0.57f, 0.48f, 0.76f, 0.93f, 0.18f, 0.64f, 0.12f, 0.67f, 0.47f, 0.56f, 0.5f, 0.48f, 0.99f, 0.46f, 0.66f, 0.98f, 0.06f, 0.1f, 0.66f, 0.66f, 0.91f, 0.67f, 0.23f, 0.4f, 0.37f, 0.17f, 0.35f, 0.48f, 0.98f, 0.47f, 0.49f, 0.56f, 0.18f, 0.75f, 0.29f, 0.04f, 0.23f, 0.42f, 0.55f, 0.38f, 0.07f, 0.71f, 0.8f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_2", get_test_model_nhwc_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.61f, 0.49f, 0.01f, 0.98f, 0.65f, 0.64f, 0.7f, 0.76f, 0.55f, 0.83f, 0.19f, 0.46f, 0.03f, 0.67f, 0.71f, 0.17f, 0.23f, 0.89f, 0.08f, 0.96f, 0.65f, 0.52f, 0.4f, 0.36f, 0.8f, 0.55f, 0.89f, 0.58f, 0.29f, 0.27f, 0.69f, 0.66f, 0.06f, 0.51f, 0.26f, 0.96f, 0.38f, 0.41f, 0.89f, 0.88f, 0.46f, 0.96f, 0.73f, 0.54f, 0.64f, 0.84f, 0.74f, 0.51f, 0.41f, 0.13f, 0.19f, 0.52f, 0.21f, 0.5f, 0.75f, 0.89f, 0.89f, 0.2f, 0.58f, 0.7f, 0.13f, 0.29f, 0.39f, 0.91f, 0.06f, 0.93f, 0.34f, 0.8f, 0.87f, 0.59f, 0.67f, 0.57f, 0.85f, 0.24f, 0.25f, 0.76f, 0.34f, 0.37f, 0.11f, 0.0f, 0.29f, 0.3f, 0.77f, 0.34f, 0.57f, 0.48f, 0.76f, 0.93f, 0.18f, 0.64f, 0.12f, 0.67f, 0.47f, 0.56f, 0.5f, 0.48f, 0.99f, 0.46f, 0.66f, 0.98f, 0.06f, 0.1f, 0.66f, 0.66f, 0.91f, 0.67f, 0.23f, 0.4f, 0.37f, 0.17f, 0.35f, 0.48f, 0.98f, 0.47f, 0.49f, 0.56f, 0.18f, 0.75f, 0.29f, 0.04f, 0.23f, 0.42f, 0.55f, 0.38f, 0.07f, 0.71f, 0.8f}) }, { // placeholder14 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder15 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_all_inputs_as_internal_2", get_test_model_nhwc_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.61f, 0.49f, 0.01f, 0.98f, 0.65f, 0.64f, 0.7f, 0.76f, 0.55f, 0.83f, 0.19f, 0.46f, 0.03f, 0.67f, 0.71f, 0.17f, 0.23f, 0.89f, 0.08f, 0.96f, 0.65f, 0.52f, 0.4f, 0.36f, 0.8f, 0.55f, 0.89f, 0.58f, 0.29f, 0.27f, 0.69f, 0.66f, 0.06f, 0.51f, 0.26f, 0.96f, 0.38f, 0.41f, 0.89f, 0.88f, 0.46f, 0.96f, 0.73f, 0.54f, 0.64f, 0.84f, 0.74f, 0.51f, 0.41f, 0.13f, 0.19f, 0.52f, 0.21f, 0.5f, 0.75f, 0.89f, 0.89f, 0.2f, 0.58f, 0.7f, 0.13f, 0.29f, 0.39f, 0.91f, 0.06f, 0.93f, 0.34f, 0.8f, 0.87f, 0.59f, 0.67f, 0.57f, 0.85f, 0.24f, 0.25f, 0.76f, 0.34f, 0.37f, 0.11f, 0.0f, 0.29f, 0.3f, 0.77f, 0.34f, 0.57f, 0.48f, 0.76f, 0.93f, 0.18f, 0.64f, 0.12f, 0.67f, 0.47f, 0.56f, 0.5f, 0.48f, 0.99f, 0.46f, 0.66f, 0.98f, 0.06f, 0.1f, 0.66f, 0.66f, 0.91f, 0.67f, 0.23f, 0.4f, 0.37f, 0.17f, 0.35f, 0.48f, 0.98f, 0.47f, 0.49f, 0.56f, 0.18f, 0.75f, 0.29f, 0.04f, 0.23f, 0.42f, 0.55f, 0.38f, 0.07f, 0.71f, 0.8f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed_2", get_test_model_nhwc_relaxed_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.61f, 0.49f, 0.01f, 0.98f, 0.65f, 0.64f, 0.7f, 0.76f, 0.55f, 0.83f, 0.19f, 0.46f, 0.03f, 0.67f, 0.71f, 0.17f, 0.23f, 0.89f, 0.08f, 0.96f, 0.65f, 0.52f, 0.4f, 0.36f, 0.8f, 0.55f, 0.89f, 0.58f, 0.29f, 0.27f, 0.69f, 0.66f, 0.06f, 0.51f, 0.26f, 0.96f, 0.38f, 0.41f, 0.89f, 0.88f, 0.46f, 0.96f, 0.73f, 0.54f, 0.64f, 0.84f, 0.74f, 0.51f, 0.41f, 0.13f, 0.19f, 0.52f, 0.21f, 0.5f, 0.75f, 0.89f, 0.89f, 0.2f, 0.58f, 0.7f, 0.13f, 0.29f, 0.39f, 0.91f, 0.06f, 0.93f, 0.34f, 0.8f, 0.87f, 0.59f, 0.67f, 0.57f, 0.85f, 0.24f, 0.25f, 0.76f, 0.34f, 0.37f, 0.11f, 0.0f, 0.29f, 0.3f, 0.77f, 0.34f, 0.57f, 0.48f, 0.76f, 0.93f, 0.18f, 0.64f, 0.12f, 0.67f, 0.47f, 0.56f, 0.5f, 0.48f, 0.99f, 0.46f, 0.66f, 0.98f, 0.06f, 0.1f, 0.66f, 0.66f, 0.91f, 0.67f, 0.23f, 0.4f, 0.37f, 0.17f, 0.35f, 0.48f, 0.98f, 0.47f, 0.49f, 0.56f, 0.18f, 0.75f, 0.29f, 0.04f, 0.23f, 0.42f, 0.55f, 0.38f, 0.07f, 0.71f, 0.8f}) }, { // placeholder16 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder17 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param17 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed_all_inputs_as_internal_2", get_test_model_nhwc_relaxed_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.1899999976158142f, 0.6100000143051147f, 0.49000000953674316f, 0.009999999776482582f, 0.9800000190734863f, 0.6499999761581421f, 0.6399999856948853f, 0.699999988079071f, 0.7599999904632568f, 0.550000011920929f, 0.8299999833106995f, 0.1899999976158142f, 0.46000000834465027f, 0.029999999329447746f, 0.6700000166893005f, 0.7099999785423279f, 0.17000000178813934f, 0.23000000417232513f, 0.8899999856948853f, 0.07999999821186066f, 0.9599999785423279f, 0.6499999761581421f, 0.5199999809265137f, 0.4000000059604645f, 0.36000001430511475f, 0.800000011920929f, 0.550000011920929f, 0.8899999856948853f, 0.5799999833106995f, 0.28999999165534973f, 0.27000001072883606f, 0.6899999976158142f, 0.6600000262260437f, 0.05999999865889549f, 0.5099999904632568f, 0.25999999046325684f, 0.9599999785423279f, 0.3799999952316284f, 0.4099999964237213f, 0.8899999856948853f, 0.8799999952316284f, 0.46000000834465027f, 0.9599999785423279f, 0.7300000190734863f, 0.5400000214576721f, 0.6399999856948853f, 0.8399999737739563f, 0.7400000095367432f, 0.5099999904632568f, 0.4099999964237213f, 0.12999999523162842f, 0.1899999976158142f, 0.5199999809265137f, 0.20999999344348907f, 0.5f, 0.75f, 0.8899999856948853f, 0.8899999856948853f, 0.20000000298023224f, 0.5799999833106995f, 0.699999988079071f, 0.12999999523162842f, 0.28999999165534973f, 0.38999998569488525f, 0.9100000262260437f, 0.05999999865889549f, 0.9300000071525574f, 0.3400000035762787f, 0.800000011920929f, 0.8700000047683716f, 0.5899999737739563f, 0.6700000166893005f, 0.5699999928474426f, 0.8500000238418579f, 0.23999999463558197f, 0.25f, 0.7599999904632568f, 0.3400000035762787f, 0.3700000047683716f, 0.10999999940395355f, 0.0f, 0.28999999165534973f, 0.30000001192092896f, 0.7699999809265137f, 0.3400000035762787f, 0.5699999928474426f, 0.47999998927116394f, 0.7599999904632568f, 0.9300000071525574f, 0.18000000715255737f, 0.6399999856948853f, 0.11999999731779099f, 0.6700000166893005f, 0.4699999988079071f, 0.5600000023841858f, 0.5f, 0.47999998927116394f, 0.9900000095367432f, 0.46000000834465027f, 0.6600000262260437f, 0.9800000190734863f, 0.05999999865889549f, 0.10000000149011612f, 0.6600000262260437f, 0.6600000262260437f, 0.9100000262260437f, 0.6700000166893005f, 0.23000000417232513f, 0.4000000059604645f, 0.3700000047683716f, 0.17000000178813934f, 0.3499999940395355f, 0.47999998927116394f, 0.9800000190734863f, 0.4699999988079071f, 0.49000000953674316f, 0.5600000023841858f, 0.18000000715255737f, 0.75f, 0.28999999165534973f, 0.03999999910593033f, 0.23000000417232513f, 0.41999998688697815f, 0.550000011920929f, 0.3799999952316284f, 0.07000000029802322f, 0.7099999785423279f, 0.800000011920929f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0202100276947021f, 0.8905559778213501f, 1.0071099996566772f, 0.9451289772987366f, 0.9877979755401611f, 1.0738199949264526f, 0.9300000071525574f, 0.800000011920929f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({7.227723121643066f, 4.25f, 8.090277671813965f, 17.75f, 8.5233793258667f, 12.589180946350098f, 8.365579605102539f, 10.12250804901123f, 12.43160343170166f, 8.934225082397461f, 4.625f, 9.239437103271484f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16_2", get_test_model_nhwc_float16_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0202100276947021f, 0.8905559778213501f, 1.0071099996566772f, 0.9451289772987366f, 0.9877979755401611f, 1.0738199949264526f, 0.9300000071525574f, 0.800000011920929f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({7.227723121643066f, 4.25f, 8.090277671813965f, 17.75f, 8.5233793258667f, 12.589180946350098f, 8.365579605102539f, 10.12250804901123f, 12.43160343170166f, 8.934225082397461f, 4.625f, 9.239437103271484f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.1899999976158142f, 0.6100000143051147f, 0.49000000953674316f, 0.009999999776482582f, 0.9800000190734863f, 0.6499999761581421f, 0.6399999856948853f, 0.699999988079071f, 0.7599999904632568f, 0.550000011920929f, 0.8299999833106995f, 0.1899999976158142f, 0.46000000834465027f, 0.029999999329447746f, 0.6700000166893005f, 0.7099999785423279f, 0.17000000178813934f, 0.23000000417232513f, 0.8899999856948853f, 0.07999999821186066f, 0.9599999785423279f, 0.6499999761581421f, 0.5199999809265137f, 0.4000000059604645f, 0.36000001430511475f, 0.800000011920929f, 0.550000011920929f, 0.8899999856948853f, 0.5799999833106995f, 0.28999999165534973f, 0.27000001072883606f, 0.6899999976158142f, 0.6600000262260437f, 0.05999999865889549f, 0.5099999904632568f, 0.25999999046325684f, 0.9599999785423279f, 0.3799999952316284f, 0.4099999964237213f, 0.8899999856948853f, 0.8799999952316284f, 0.46000000834465027f, 0.9599999785423279f, 0.7300000190734863f, 0.5400000214576721f, 0.6399999856948853f, 0.8399999737739563f, 0.7400000095367432f, 0.5099999904632568f, 0.4099999964237213f, 0.12999999523162842f, 0.1899999976158142f, 0.5199999809265137f, 0.20999999344348907f, 0.5f, 0.75f, 0.8899999856948853f, 0.8899999856948853f, 0.20000000298023224f, 0.5799999833106995f, 0.699999988079071f, 0.12999999523162842f, 0.28999999165534973f, 0.38999998569488525f, 0.9100000262260437f, 0.05999999865889549f, 0.9300000071525574f, 0.3400000035762787f, 0.800000011920929f, 0.8700000047683716f, 0.5899999737739563f, 0.6700000166893005f, 0.5699999928474426f, 0.8500000238418579f, 0.23999999463558197f, 0.25f, 0.7599999904632568f, 0.3400000035762787f, 0.3700000047683716f, 0.10999999940395355f, 0.0f, 0.28999999165534973f, 0.30000001192092896f, 0.7699999809265137f, 0.3400000035762787f, 0.5699999928474426f, 0.47999998927116394f, 0.7599999904632568f, 0.9300000071525574f, 0.18000000715255737f, 0.6399999856948853f, 0.11999999731779099f, 0.6700000166893005f, 0.4699999988079071f, 0.5600000023841858f, 0.5f, 0.47999998927116394f, 0.9900000095367432f, 0.46000000834465027f, 0.6600000262260437f, 0.9800000190734863f, 0.05999999865889549f, 0.10000000149011612f, 0.6600000262260437f, 0.6600000262260437f, 0.9100000262260437f, 0.6700000166893005f, 0.23000000417232513f, 0.4000000059604645f, 0.3700000047683716f, 0.17000000178813934f, 0.3499999940395355f, 0.47999998927116394f, 0.9800000190734863f, 0.4699999988079071f, 0.49000000953674316f, 0.5600000023841858f, 0.18000000715255737f, 0.75f, 0.28999999165534973f, 0.03999999910593033f, 0.23000000417232513f, 0.41999998688697815f, 0.550000011920929f, 0.3799999952316284f, 0.07000000029802322f, 0.7099999785423279f, 0.800000011920929f}) }, { // placeholder18 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param18 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder19 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param19 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16_all_inputs_as_internal_2", get_test_model_nhwc_float16_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({147, 189, 177, 129, 226, 193, 192, 198, 204, 183, 211, 147, 174, 131, 195, 199, 145, 151, 217, 136, 224, 193, 180, 168, 164, 208, 183, 217, 186, 157, 155, 197, 194, 134, 179, 154, 224, 166, 169, 217, 216, 174, 224, 201, 182, 192, 212, 202, 179, 169, 141, 147, 180, 149, 178, 203, 217, 217, 148, 186, 198, 141, 157, 167, 219, 134, 221, 162, 208, 215, 187, 195, 185, 213, 152, 153, 204, 162, 165, 139, 128, 157, 158, 205, 162, 185, 176, 204, 221, 146, 192, 140, 195, 175, 184, 178, 176, 227, 174, 194, 226, 134, 138, 194, 194, 219, 195, 151, 168, 165, 145, 163, 176, 226, 175, 177, 184, 146, 203, 157, 132, 151, 170, 183, 166, 135, 199, 208}) }, { // boxes1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.01f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({102, 89, 101, 95, 99, 107, 93, 80}) }, { // keypoint1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({58, 34, 65, 142, 68, 101, 67, 81, 99, 71, 37, 74, 37, 59, 211, 77}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8_2", get_test_model_nhwc_quant8_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.01f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({102, 89, 101, 95, 99, 107, 93, 80}) }, { // keypoint1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({58, 34, 65, 142, 68, 101, 67, 81, 99, 71, 37, 74, 37, 59, 211, 77}) }, { // heatmap1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({147, 189, 177, 129, 226, 193, 192, 198, 204, 183, 211, 147, 174, 131, 195, 199, 145, 151, 217, 136, 224, 193, 180, 168, 164, 208, 183, 217, 186, 157, 155, 197, 194, 134, 179, 154, 224, 166, 169, 217, 216, 174, 224, 201, 182, 192, 212, 202, 179, 169, 141, 147, 180, 149, 178, 203, 217, 217, 148, 186, 198, 141, 157, 167, 219, 134, 221, 162, 208, 215, 187, 195, 185, 213, 152, 153, 204, 162, 165, 139, 128, 157, 158, 205, 162, 185, 176, 204, 221, 146, 192, 140, 195, 175, 184, 178, 176, 227, 174, 194, 226, 134, 138, 194, 194, 219, 195, 151, 168, 165, 145, 163, 176, 226, 175, 177, 184, 146, 203, 157, 132, 151, 170, 183, 166, 135, 199, 208}) }, { // placeholder20 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param20 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8_all_inputs_as_internal_2", get_test_model_nhwc_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.98f, 0.76f, 0.46f, 0.17f, 0.96f, 0.36f, 0.58f, 0.66f, 0.96f, 0.88f, 0.54f, 0.51f, 0.52f, 0.89f, 0.7f, 0.61f, 0.65f, 0.55f, 0.03f, 0.23f, 0.65f, 0.8f, 0.29f, 0.06f, 0.38f, 0.46f, 0.64f, 0.41f, 0.21f, 0.89f, 0.13f, 0.49f, 0.64f, 0.83f, 0.67f, 0.89f, 0.52f, 0.55f, 0.27f, 0.51f, 0.41f, 0.96f, 0.84f, 0.13f, 0.5f, 0.2f, 0.29f, 0.01f, 0.7f, 0.19f, 0.71f, 0.08f, 0.4f, 0.89f, 0.69f, 0.26f, 0.89f, 0.73f, 0.74f, 0.19f, 0.75f, 0.58f, 0.39f, 0.91f, 0.8f, 0.57f, 0.76f, 0.0f, 0.34f, 0.93f, 0.67f, 0.48f, 0.98f, 0.66f, 0.4f, 0.48f, 0.56f, 0.04f, 0.38f, 0.06f, 0.87f, 0.85f, 0.34f, 0.29f, 0.57f, 0.18f, 0.47f, 0.99f, 0.06f, 0.91f, 0.37f, 0.98f, 0.18f, 0.23f, 0.07f, 0.93f, 0.59f, 0.24f, 0.37f, 0.3f, 0.48f, 0.64f, 0.56f, 0.46f, 0.1f, 0.67f, 0.17f, 0.47f, 0.75f, 0.42f, 0.71f, 0.34f, 0.67f, 0.25f, 0.11f, 0.77f, 0.76f, 0.12f, 0.5f, 0.66f, 0.66f, 0.23f, 0.35f, 0.49f, 0.29f, 0.55f, 0.8f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_2", get_test_model_nchw_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.98f, 0.76f, 0.46f, 0.17f, 0.96f, 0.36f, 0.58f, 0.66f, 0.96f, 0.88f, 0.54f, 0.51f, 0.52f, 0.89f, 0.7f, 0.61f, 0.65f, 0.55f, 0.03f, 0.23f, 0.65f, 0.8f, 0.29f, 0.06f, 0.38f, 0.46f, 0.64f, 0.41f, 0.21f, 0.89f, 0.13f, 0.49f, 0.64f, 0.83f, 0.67f, 0.89f, 0.52f, 0.55f, 0.27f, 0.51f, 0.41f, 0.96f, 0.84f, 0.13f, 0.5f, 0.2f, 0.29f, 0.01f, 0.7f, 0.19f, 0.71f, 0.08f, 0.4f, 0.89f, 0.69f, 0.26f, 0.89f, 0.73f, 0.74f, 0.19f, 0.75f, 0.58f, 0.39f, 0.91f, 0.8f, 0.57f, 0.76f, 0.0f, 0.34f, 0.93f, 0.67f, 0.48f, 0.98f, 0.66f, 0.4f, 0.48f, 0.56f, 0.04f, 0.38f, 0.06f, 0.87f, 0.85f, 0.34f, 0.29f, 0.57f, 0.18f, 0.47f, 0.99f, 0.06f, 0.91f, 0.37f, 0.98f, 0.18f, 0.23f, 0.07f, 0.93f, 0.59f, 0.24f, 0.37f, 0.3f, 0.48f, 0.64f, 0.56f, 0.46f, 0.1f, 0.67f, 0.17f, 0.47f, 0.75f, 0.42f, 0.71f, 0.34f, 0.67f, 0.25f, 0.11f, 0.77f, 0.76f, 0.12f, 0.5f, 0.66f, 0.66f, 0.23f, 0.35f, 0.49f, 0.29f, 0.55f, 0.8f}) }, { // placeholder21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param21 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param22 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_all_inputs_as_internal_2", get_test_model_nchw_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.98f, 0.76f, 0.46f, 0.17f, 0.96f, 0.36f, 0.58f, 0.66f, 0.96f, 0.88f, 0.54f, 0.51f, 0.52f, 0.89f, 0.7f, 0.61f, 0.65f, 0.55f, 0.03f, 0.23f, 0.65f, 0.8f, 0.29f, 0.06f, 0.38f, 0.46f, 0.64f, 0.41f, 0.21f, 0.89f, 0.13f, 0.49f, 0.64f, 0.83f, 0.67f, 0.89f, 0.52f, 0.55f, 0.27f, 0.51f, 0.41f, 0.96f, 0.84f, 0.13f, 0.5f, 0.2f, 0.29f, 0.01f, 0.7f, 0.19f, 0.71f, 0.08f, 0.4f, 0.89f, 0.69f, 0.26f, 0.89f, 0.73f, 0.74f, 0.19f, 0.75f, 0.58f, 0.39f, 0.91f, 0.8f, 0.57f, 0.76f, 0.0f, 0.34f, 0.93f, 0.67f, 0.48f, 0.98f, 0.66f, 0.4f, 0.48f, 0.56f, 0.04f, 0.38f, 0.06f, 0.87f, 0.85f, 0.34f, 0.29f, 0.57f, 0.18f, 0.47f, 0.99f, 0.06f, 0.91f, 0.37f, 0.98f, 0.18f, 0.23f, 0.07f, 0.93f, 0.59f, 0.24f, 0.37f, 0.3f, 0.48f, 0.64f, 0.56f, 0.46f, 0.1f, 0.67f, 0.17f, 0.47f, 0.75f, 0.42f, 0.71f, 0.34f, 0.67f, 0.25f, 0.11f, 0.77f, 0.76f, 0.12f, 0.5f, 0.66f, 0.66f, 0.23f, 0.35f, 0.49f, 0.29f, 0.55f, 0.8f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed_2", get_test_model_nchw_relaxed_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.02021f, 0.890556f, 1.00711f, 0.945129f, 0.987798f, 1.07382f, 0.93f, 0.8f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({7.227723f, 4.25f, 8.090278f, 17.75f, 8.523379f, 12.589181f, 8.36558f, 10.122508f, 12.431603f, 8.934225f, 4.625f, 9.239437f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.19f, 0.98f, 0.76f, 0.46f, 0.17f, 0.96f, 0.36f, 0.58f, 0.66f, 0.96f, 0.88f, 0.54f, 0.51f, 0.52f, 0.89f, 0.7f, 0.61f, 0.65f, 0.55f, 0.03f, 0.23f, 0.65f, 0.8f, 0.29f, 0.06f, 0.38f, 0.46f, 0.64f, 0.41f, 0.21f, 0.89f, 0.13f, 0.49f, 0.64f, 0.83f, 0.67f, 0.89f, 0.52f, 0.55f, 0.27f, 0.51f, 0.41f, 0.96f, 0.84f, 0.13f, 0.5f, 0.2f, 0.29f, 0.01f, 0.7f, 0.19f, 0.71f, 0.08f, 0.4f, 0.89f, 0.69f, 0.26f, 0.89f, 0.73f, 0.74f, 0.19f, 0.75f, 0.58f, 0.39f, 0.91f, 0.8f, 0.57f, 0.76f, 0.0f, 0.34f, 0.93f, 0.67f, 0.48f, 0.98f, 0.66f, 0.4f, 0.48f, 0.56f, 0.04f, 0.38f, 0.06f, 0.87f, 0.85f, 0.34f, 0.29f, 0.57f, 0.18f, 0.47f, 0.99f, 0.06f, 0.91f, 0.37f, 0.98f, 0.18f, 0.23f, 0.07f, 0.93f, 0.59f, 0.24f, 0.37f, 0.3f, 0.48f, 0.64f, 0.56f, 0.46f, 0.1f, 0.67f, 0.17f, 0.47f, 0.75f, 0.42f, 0.71f, 0.34f, 0.67f, 0.25f, 0.11f, 0.77f, 0.76f, 0.12f, 0.5f, 0.66f, 0.66f, 0.23f, 0.35f, 0.49f, 0.29f, 0.55f, 0.8f}) }, { // placeholder23 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param23 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder24 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param24 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed_all_inputs_as_internal_2", get_test_model_nchw_relaxed_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.1899999976158142f, 0.9800000190734863f, 0.7599999904632568f, 0.46000000834465027f, 0.17000000178813934f, 0.9599999785423279f, 0.36000001430511475f, 0.5799999833106995f, 0.6600000262260437f, 0.9599999785423279f, 0.8799999952316284f, 0.5400000214576721f, 0.5099999904632568f, 0.5199999809265137f, 0.8899999856948853f, 0.699999988079071f, 0.6100000143051147f, 0.6499999761581421f, 0.550000011920929f, 0.029999999329447746f, 0.23000000417232513f, 0.6499999761581421f, 0.800000011920929f, 0.28999999165534973f, 0.05999999865889549f, 0.3799999952316284f, 0.46000000834465027f, 0.6399999856948853f, 0.4099999964237213f, 0.20999999344348907f, 0.8899999856948853f, 0.12999999523162842f, 0.49000000953674316f, 0.6399999856948853f, 0.8299999833106995f, 0.6700000166893005f, 0.8899999856948853f, 0.5199999809265137f, 0.550000011920929f, 0.27000001072883606f, 0.5099999904632568f, 0.4099999964237213f, 0.9599999785423279f, 0.8399999737739563f, 0.12999999523162842f, 0.5f, 0.20000000298023224f, 0.28999999165534973f, 0.009999999776482582f, 0.699999988079071f, 0.1899999976158142f, 0.7099999785423279f, 0.07999999821186066f, 0.4000000059604645f, 0.8899999856948853f, 0.6899999976158142f, 0.25999999046325684f, 0.8899999856948853f, 0.7300000190734863f, 0.7400000095367432f, 0.1899999976158142f, 0.75f, 0.5799999833106995f, 0.38999998569488525f, 0.9100000262260437f, 0.800000011920929f, 0.5699999928474426f, 0.7599999904632568f, 0.0f, 0.3400000035762787f, 0.9300000071525574f, 0.6700000166893005f, 0.47999998927116394f, 0.9800000190734863f, 0.6600000262260437f, 0.4000000059604645f, 0.47999998927116394f, 0.5600000023841858f, 0.03999999910593033f, 0.3799999952316284f, 0.05999999865889549f, 0.8700000047683716f, 0.8500000238418579f, 0.3400000035762787f, 0.28999999165534973f, 0.5699999928474426f, 0.18000000715255737f, 0.4699999988079071f, 0.9900000095367432f, 0.05999999865889549f, 0.9100000262260437f, 0.3700000047683716f, 0.9800000190734863f, 0.18000000715255737f, 0.23000000417232513f, 0.07000000029802322f, 0.9300000071525574f, 0.5899999737739563f, 0.23999999463558197f, 0.3700000047683716f, 0.30000001192092896f, 0.47999998927116394f, 0.6399999856948853f, 0.5600000023841858f, 0.46000000834465027f, 0.10000000149011612f, 0.6700000166893005f, 0.17000000178813934f, 0.4699999988079071f, 0.75f, 0.41999998688697815f, 0.7099999785423279f, 0.3400000035762787f, 0.6700000166893005f, 0.25f, 0.10999999940395355f, 0.7699999809265137f, 0.7599999904632568f, 0.11999999731779099f, 0.5f, 0.6600000262260437f, 0.6600000262260437f, 0.23000000417232513f, 0.3499999940395355f, 0.49000000953674316f, 0.28999999165534973f, 0.550000011920929f, 0.800000011920929f}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0202100276947021f, 0.8905559778213501f, 1.0071099996566772f, 0.9451289772987366f, 0.9877979755401611f, 1.0738199949264526f, 0.9300000071525574f, 0.800000011920929f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({7.227723121643066f, 4.25f, 8.090277671813965f, 17.75f, 8.5233793258667f, 12.589180946350098f, 8.365579605102539f, 10.12250804901123f, 12.43160343170166f, 8.934225082397461f, 4.625f, 9.239437103271484f, 4.625f, 7.375f, 26.375f, 9.625f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16_2", get_test_model_nchw_float16_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0202100276947021f, 0.8905559778213501f, 1.0071099996566772f, 0.9451289772987366f, 0.9877979755401611f, 1.0738199949264526f, 0.9300000071525574f, 0.800000011920929f}) }, { // keypoint1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({7.227723121643066f, 4.25f, 8.090277671813965f, 17.75f, 8.5233793258667f, 12.589180946350098f, 8.365579605102539f, 10.12250804901123f, 12.43160343170166f, 8.934225082397461f, 4.625f, 9.239437103271484f, 4.625f, 7.375f, 26.375f, 9.625f}) }, { // heatmap1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.1899999976158142f, 0.9800000190734863f, 0.7599999904632568f, 0.46000000834465027f, 0.17000000178813934f, 0.9599999785423279f, 0.36000001430511475f, 0.5799999833106995f, 0.6600000262260437f, 0.9599999785423279f, 0.8799999952316284f, 0.5400000214576721f, 0.5099999904632568f, 0.5199999809265137f, 0.8899999856948853f, 0.699999988079071f, 0.6100000143051147f, 0.6499999761581421f, 0.550000011920929f, 0.029999999329447746f, 0.23000000417232513f, 0.6499999761581421f, 0.800000011920929f, 0.28999999165534973f, 0.05999999865889549f, 0.3799999952316284f, 0.46000000834465027f, 0.6399999856948853f, 0.4099999964237213f, 0.20999999344348907f, 0.8899999856948853f, 0.12999999523162842f, 0.49000000953674316f, 0.6399999856948853f, 0.8299999833106995f, 0.6700000166893005f, 0.8899999856948853f, 0.5199999809265137f, 0.550000011920929f, 0.27000001072883606f, 0.5099999904632568f, 0.4099999964237213f, 0.9599999785423279f, 0.8399999737739563f, 0.12999999523162842f, 0.5f, 0.20000000298023224f, 0.28999999165534973f, 0.009999999776482582f, 0.699999988079071f, 0.1899999976158142f, 0.7099999785423279f, 0.07999999821186066f, 0.4000000059604645f, 0.8899999856948853f, 0.6899999976158142f, 0.25999999046325684f, 0.8899999856948853f, 0.7300000190734863f, 0.7400000095367432f, 0.1899999976158142f, 0.75f, 0.5799999833106995f, 0.38999998569488525f, 0.9100000262260437f, 0.800000011920929f, 0.5699999928474426f, 0.7599999904632568f, 0.0f, 0.3400000035762787f, 0.9300000071525574f, 0.6700000166893005f, 0.47999998927116394f, 0.9800000190734863f, 0.6600000262260437f, 0.4000000059604645f, 0.47999998927116394f, 0.5600000023841858f, 0.03999999910593033f, 0.3799999952316284f, 0.05999999865889549f, 0.8700000047683716f, 0.8500000238418579f, 0.3400000035762787f, 0.28999999165534973f, 0.5699999928474426f, 0.18000000715255737f, 0.4699999988079071f, 0.9900000095367432f, 0.05999999865889549f, 0.9100000262260437f, 0.3700000047683716f, 0.9800000190734863f, 0.18000000715255737f, 0.23000000417232513f, 0.07000000029802322f, 0.9300000071525574f, 0.5899999737739563f, 0.23999999463558197f, 0.3700000047683716f, 0.30000001192092896f, 0.47999998927116394f, 0.6399999856948853f, 0.5600000023841858f, 0.46000000834465027f, 0.10000000149011612f, 0.6700000166893005f, 0.17000000178813934f, 0.4699999988079071f, 0.75f, 0.41999998688697815f, 0.7099999785423279f, 0.3400000035762787f, 0.6700000166893005f, 0.25f, 0.10999999940395355f, 0.7699999809265137f, 0.7599999904632568f, 0.11999999731779099f, 0.5f, 0.6600000262260437f, 0.6600000262260437f, 0.23000000417232513f, 0.3499999940395355f, 0.49000000953674316f, 0.28999999165534973f, 0.550000011920929f, 0.800000011920929f}) }, { // placeholder25 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param25 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 2.0f, 10.0f, 20.0f, 1.0f, 7.0f, 30.0f, 10.0f}) }, { // placeholder26 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param26 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16_all_inputs_as_internal_2", get_test_model_nchw_float16_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({147, 226, 204, 174, 145, 224, 164, 186, 194, 224, 216, 182, 179, 180, 217, 198, 189, 193, 183, 131, 151, 193, 208, 157, 134, 166, 174, 192, 169, 149, 217, 141, 177, 192, 211, 195, 217, 180, 183, 155, 179, 169, 224, 212, 141, 178, 148, 157, 129, 198, 147, 199, 136, 168, 217, 197, 154, 217, 201, 202, 147, 203, 186, 167, 219, 208, 185, 204, 128, 162, 221, 195, 176, 226, 194, 168, 176, 184, 132, 166, 134, 215, 213, 162, 157, 185, 146, 175, 227, 134, 219, 165, 226, 146, 151, 135, 221, 187, 152, 165, 158, 176, 192, 184, 174, 138, 195, 145, 175, 203, 170, 199, 162, 195, 153, 139, 205, 204, 140, 178, 194, 194, 151, 163, 177, 157, 183, 208}) }, { // boxes1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.01f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({102, 89, 101, 95, 99, 107, 93, 80}) }, { // keypoint1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({58, 34, 65, 142, 68, 101, 67, 81, 99, 71, 37, 74, 37, 59, 211, 77}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8_2", get_test_model_nchw_quant8_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_2() { static TestModel model = { .main = { .operands = {{ // heatmap1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 16, 80, 160, 8, 56, 240, 80}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4}, .numberOfConsumers = 0, .scale = 0.01f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({102, 89, 101, 95, 99, 107, 93, 80}) }, { // keypoint1 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {2, 4, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({58, 34, 65, 142, 68, 101, 67, 81, 99, 71, 37, 74, 37, 59, 211, 77}) }, { // heatmap1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 4, 4, 4}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({147, 226, 204, 174, 145, 224, 164, 186, 194, 224, 216, 182, 179, 180, 217, 198, 189, 193, 183, 131, 151, 193, 208, 157, 134, 166, 174, 192, 169, 149, 217, 141, 177, 192, 211, 195, 217, 180, 183, 155, 179, 169, 224, 212, 141, 178, 148, 157, 129, 198, 147, 199, 136, 168, 217, 197, 154, 217, 201, 202, 147, 203, 186, 167, 219, 208, 185, 204, 128, 162, 221, 195, 176, 226, 194, 168, 176, 184, 132, 166, 134, 215, 213, 162, 157, 185, 146, 175, 227, 134, 219, 165, 226, 146, 151, 135, 221, 187, 152, 165, 158, 176, 192, 184, 174, 138, 195, 145, 175, 203, 170, 199, 162, 195, 153, 139, 205, 204, 140, 178, 194, 194, 151, 163, 177, 157, 183, 208}) }, { // placeholder27 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.01f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param27 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8_all_inputs_as_internal_2", get_test_model_nchw_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_3", get_test_model_nhwc_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder28 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param28 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder29 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param29 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_all_inputs_as_internal_3", get_test_model_nhwc_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed_3", get_test_model_nhwc_relaxed_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder30 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param30 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param31 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_relaxed_all_inputs_as_internal_3", get_test_model_nhwc_relaxed_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16_3", get_test_model_nhwc_float16_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param32 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder33 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param33 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_float16_all_inputs_as_internal_3", get_test_model_nhwc_float16_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({136, 136, 130, 132}) }, { // boxes2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({32, 16, 64, 144}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({50}) }, { // keypoint2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 48}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8_3", get_test_model_nhwc_quant8_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({32, 16, 64, 144}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // score2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({50}) }, { // keypoint2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 48}) }, { // heatmap2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({136, 136, 130, 132}) }, { // placeholder34 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param34 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nhwc_quant8_all_inputs_as_internal_3", get_test_model_nhwc_quant8_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_3", get_test_model_nchw_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder35 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param35 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder36 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param36 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_all_inputs_as_internal_3", get_test_model_nchw_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed_3", get_test_model_nchw_relaxed_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder37 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param37 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder38 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param38 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_relaxed_all_inputs_as_internal_3", get_test_model_nchw_relaxed_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 4.0f, 1.0f, 2.0f}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 2.0f, 8.0f, 18.0f}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 6.0f}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16_3", get_test_model_nchw_float16_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // boxes2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f}) }, { // keypoint2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({5.0f, 6.0f}) }, { // heatmap2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 4.0f, 1.0f, 2.0f}) }, { // placeholder39 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param39 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // boxes2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({4.0f, 2.0f, 8.0f, 18.0f}) }, { // placeholder40 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({0.0f}) }, { // param40 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {8, 9, 10}, .outputs = {1} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {5, 8}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_float16_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_float16_all_inputs_as_internal_3", get_test_model_nchw_float16_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({136, 136, 130, 132}) }, { // boxes2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({32, 16, 64, 144}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({50}) }, { // keypoint2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 48}) }}, .operations = {{ .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {0, 1}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8_3", get_test_model_nchw_quant8_3()); } // namespace generated_tests::heatmap_max_keypoint namespace generated_tests::heatmap_max_keypoint { const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_3() { static TestModel model = { .main = { .operands = {{ // heatmap2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // boxes2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 4}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({32, 16, 64, 144}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // score2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 10, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({50}) }, { // keypoint2 .type = TestOperandType::TENSOR_QUANT16_ASYMM, .dimensions = {1, 1, 2}, .numberOfConsumers = 0, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({40, 48}) }, { // heatmap2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 1, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({136, 136, 130, 132}) }, { // placeholder41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param41 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {5, 6, 7}, .outputs = {0} }, { .type = TestOperationType::HEATMAP_MAX_KEYPOINT, .inputs = {0, 1, 2}, .outputs = {3, 4} }}, .inputIndexes = {1, 5}, .outputIndexes = {3, 4} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_3 = TestModelManager::get().add("heatmap_max_keypoint_nchw_quant8_all_inputs_as_internal_3", get_test_model_nchw_quant8_all_inputs_as_internal_3()); } // namespace generated_tests::heatmap_max_keypoint