| /* |
| * 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 |