| /* | |
| * Copyright (c) 2019-2022 Arm Limited. | |
| * | |
| * SPDX-License-Identifier: MIT | |
| * | |
| * Permission is hereby granted, free of charge, to any person obtaining a copy | |
| * of this software and associated documentation files (the "Software"), to | |
| * deal in the Software without restriction, including without limitation the | |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or | |
| * sell copies of the Software, and to permit persons to whom the Software is | |
| * furnished to do so, subject to the following conditions: | |
| * | |
| * The above copyright notice and this permission notice shall be included in all | |
| * copies or substantial portions of the Software. | |
| * | |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| * SOFTWARE. | |
| */ | |
| #include "arm_compute/core/KernelDescriptors.h" | |
| #include "arm_compute/core/Types.h" | |
| #include "arm_compute/core/utils/misc/ShapeCalculator.h" | |
| #include "arm_compute/runtime/CL/CLTensor.h" | |
| #include "arm_compute/runtime/CL/CLTensorAllocator.h" | |
| #include "src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h" | |
| #include "tests/CL/CLAccessor.h" | |
| #include "tests/CL/Helper.h" | |
| #include "tests/PaddingCalculator.h" | |
| #include "tests/framework/Asserts.h" | |
| #include "tests/framework/Macros.h" | |
| #include "tests/framework/datasets/Datasets.h" | |
| #include "tests/validation/Validation.h" | |
| #include "tests/validation/fixtures/DepthwiseConvolutionLayerFixture.h" | |
| namespace arm_compute | |
| { | |
| namespace test | |
| { | |
| namespace validation | |
| { | |
| using namespace arm_compute::misc::shape_calculator; | |
| // Create function for CLDepthwiseConvolutionLayerNativeKernel | |
| using CLDepthwiseConvolutionLayerNative = CLSynthetizeFunction<CLDepthwiseConvolutionLayerNativeKernel>; | |
| // Fixture for CLDepthwiseConvolutionLayerNative | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerNativeFixture = DepthwiseConvolutionLayerNativeConfigurableValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayerNative, T>; | |
| namespace | |
| { | |
| // *INDENT-OFF* | |
| // clang-format off | |
| RelativeTolerance<float> rel_tolerance_f32(0.001f); | |
| constexpr float abs_tolerance_f32(0.0001f); | |
| RelativeTolerance<half_float::half> rel_tolerance_f16(half_float::half(0.01f)); | |
| constexpr float abs_tolerance_f16(0.03f); | |
| /** Width values to test - Precommit */ | |
| const auto width_values_precommit = framework::dataset::make("width", { 1U, 33U } ); | |
| /** Width values to test - Nightly */ | |
| const auto width_values_nightly = framework::dataset::make("width", { 53U, 47U } ); | |
| /** Height values to test - Precommit */ | |
| const auto height_values_precommit = framework::dataset::make("height", { 19U } ); | |
| /** Height values to test - Nightly */ | |
| const auto height_values_nightly = framework::dataset::make("height", { 39U, 43U } ); | |
| /** Channel values to test - Precommit */ | |
| const auto channel_values_precommit = framework::dataset::make("channels", { 15U }); | |
| /** Channel values to test - Nightly */ | |
| const auto channel_values_nightly = framework::dataset::make("channels", { 33U, 19U }); | |
| /** Channel values to test with cl_image support - Precommit */ | |
| const auto channel_values_export_to_cl_image_precommit = framework::dataset::make("channels", { 16U }); | |
| /** Channel values to test with cl_image support - Nightly */ | |
| const auto channel_values_export_to_cl_image_nightly = framework::dataset::make("channels", { 32U }); | |
| /** Batch values to test - Precommit */ | |
| const auto batch_values_precommit = framework::dataset::make("batch", { 1U, 2U }); | |
| /** Batch values to test - Nightly */ | |
| const auto batch_values_nightly = framework::dataset::make("batch", { 1U, 3U }); | |
| /** Kernel size values to test - Precommit */ | |
| const auto kernel_sz_values_precommit = framework::dataset::make("kernel_size", { Size2D(1U, 1U), Size2D(1U, 3U), Size2D(5U, 5U) }); | |
| /** Kernel size values to test - Nightly */ | |
| const auto kernel_sz_values_nightly = framework::dataset::make("kernel_size", { Size2D(3U, 5U), Size2D(5U, 1U), Size2D(1U, 7U), Size2D(9U, 7U) }); | |
| /** Depth multiplier values to test - All */ | |
| const auto depth_multiplier_values = framework::dataset::make("depth_multiplier", {3U}); | |
| /** Dilation values to test - All */ | |
| const auto dilation_values = framework::dataset::make("dilation", { Size2D(1U, 1U), Size2D(3U, 3U) }); | |
| /** Stride values to test - All */ | |
| const auto stride_values = framework::dataset::make("stride", { Size2D(1U, 1U), Size2D(3U, 2U) }); | |
| /** Padding values to test - All */ | |
| const auto padding_valid_values = framework::dataset::make("padding_valid", { true, false }); | |
| /** Data type values to test - All */ | |
| const auto data_type_values = framework::dataset::make("data_type", { DataType::F32, DataType::F16 }); | |
| /** Data layout values to test - All */ | |
| const auto data_layout_values = framework::dataset::make("data_layout", { DataLayout::NHWC }); | |
| /** N0 values to test - Precommit */ | |
| const auto n0_values_precommit = framework::dataset::make("N0", {2, 4}); | |
| /** N0 values to test - Nightly */ | |
| const auto n0_values_nightly = framework::dataset::make("N0", {3, 8}); | |
| /** N0 values to test with cl_image support - Precommit */ | |
| const auto n0_values_export_to_cl_image_precommit = framework::dataset::make("N0", {4}); | |
| /** N0 values to test with cl_image support - Nightly */ | |
| const auto n0_values_export_to_cl_image_nightly = framework::dataset::make("N0", {8}); | |
| /** Activation values to test */ | |
| const auto act_values = framework::dataset::make("Activation", | |
| { | |
| ActivationLayerInfo(), | |
| ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 6.0f, 0.5f), | |
| }); | |
| } // namespace | |
| TEST_SUITE(CL) | |
| TEST_SUITE(DepthwiseConvolutionLayerNative) | |
| TEST_SUITE(Float) | |
| TEST_SUITE(FP32) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_precommit, | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_precommit), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_nightly, | |
| height_values_nightly), | |
| channel_values_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_nightly), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| TEST_SUITE(ExportWeightsToCLImage) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_precommit, | |
| height_values_precommit), | |
| channel_values_export_to_cl_image_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_export_to_cl_image_precommit), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_nightly, | |
| height_values_nightly), | |
| channel_values_export_to_cl_image_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_export_to_cl_image_nightly), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| TEST_SUITE_END() // ExportWeightsToCLImage | |
| TEST_SUITE_END() // FP32 | |
| TEST_SUITE(FP16) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_precommit, | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_precommit), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_nightly, | |
| height_values_nightly), | |
| channel_values_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_nightly), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| TEST_SUITE(ExportWeightsToCLImage) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_precommit, | |
| height_values_precommit), | |
| channel_values_export_to_cl_image_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_export_to_cl_image_precommit), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| width_values_nightly, | |
| height_values_nightly), | |
| channel_values_export_to_cl_image_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| framework::dataset::make("depth_multiplier", 1)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| n0_values_export_to_cl_image_nightly), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| TEST_SUITE_END() // ExportWeightsToCLImage | |
| TEST_SUITE_END() // FP16 | |
| TEST_SUITE_END() // Float | |
| TEST_SUITE(DepthMultiplier) | |
| TEST_SUITE(Float) | |
| TEST_SUITE(FP32) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| depth_multiplier_values), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", 1)), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 53U } ), | |
| height_values_nightly), | |
| channel_values_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| depth_multiplier_values), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", 1)), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| TEST_SUITE(DepthMultiplierMultipleOfOutputChannels) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 2)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", {2})), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| TEST_SUITE(ExportWeightsToCLImage) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 4)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F32)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", {4})), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| TEST_SUITE_END() // ExportWeightsToCLImage | |
| TEST_SUITE_END() // DepthMultiplierMultipleOfOutputChannels | |
| TEST_SUITE_END() // FP32 | |
| TEST_SUITE(FP16) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| depth_multiplier_values), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", 1)), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 53U } ), | |
| height_values_nightly), | |
| channel_values_nightly), | |
| batch_values_nightly), | |
| kernel_sz_values_nightly), | |
| depth_multiplier_values), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", 1)), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| TEST_SUITE(DepthMultiplierMultipleOfOutputChannels) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 2)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", {2})), | |
| framework::dataset::make("ExportToCLImage", false))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| TEST_SUITE(ExportWeightsToCLImage) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( | |
| framework::dataset::make("width", { 33U } ), | |
| height_values_precommit), | |
| channel_values_precommit), | |
| batch_values_precommit), | |
| kernel_sz_values_precommit), | |
| framework::dataset::make("depth_multiplier", 4)), | |
| dilation_values), | |
| stride_values), | |
| padding_valid_values), | |
| framework::dataset::make("DataType", DataType::F16)), | |
| data_layout_values), | |
| act_values), | |
| framework::dataset::make("N0", {4})), | |
| framework::dataset::make("ExportToCLImage", true))) | |
| { | |
| // Validate output | |
| if(_validate_output) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); | |
| } | |
| else | |
| { | |
| ARM_COMPUTE_TEST_INFO("cl_khr_image2d_from_buffer not supported. TEST skipped"); | |
| framework::ARM_COMPUTE_PRINT_INFO(); | |
| } | |
| } | |
| TEST_SUITE_END() // ExportWeightsToCLImage | |
| TEST_SUITE_END() // DepthMultiplierMultipleOfOutputChannels | |
| TEST_SUITE_END() // FP16 | |
| TEST_SUITE_END() // Float | |
| TEST_SUITE_END() // DepthMultiplier | |
| TEST_SUITE_END() // DepthwiseConvolutionLayerNative | |
| TEST_SUITE_END() // CL | |
| } // namespace validation | |
| } // namespace test | |
| } // namespace arm_compute |