| /* |
| * Copyright (c) 2022-2024 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/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h" |
| |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/datasets/DepthwiseConvolutionLayerDataset.h" |
| #include "tests/datasets/DilatedDepthwiseConvolutionLayerDataset.h" |
| #include "tests/framework/Asserts.h" |
| #include "tests/framework/datasets/Datasets.h" |
| #include "tests/framework/Fixture.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/validation/fixtures/dynamic_fusion/gpu/cl/DepthwiseConv2dFixture.h" |
| #include "tests/validation/Validation.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| const auto depth_multipliers = framework::dataset::make("DepthMultiplier", {1U, 4U}); |
| const auto large_depth_multipliers = framework::dataset::make("DepthMultiplier", {1, 2, 5, 8}); |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(DYNAMIC_FUSION) |
| TEST_SUITE(DEPTHWISE_CONV2D) |
| |
| RelativeTolerance<float> tolerance_f32( |
| 0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| RelativeTolerance<half_float::half> tolerance_f16(half_float::half( |
| 0.1)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
| constexpr float tolerance_num = 0.02f; /**< Tolerance number */ |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip( // Explanations of failing tests |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching data type input/weights |
| TensorInfo(TensorShape(3U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching input feature maps |
| TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching depth multiplier |
| TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Invalid biases size |
| TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Invalid biases dimensions |
| TensorInfo(TensorShape(8U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // dilation < 1 |
| TensorInfo(TensorShape(8U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM8, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM8_SIGNED, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM16, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM8, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM8_PER_CHANNEL, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM16, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U8, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S8, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U16, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S16, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U32, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S32, DataLayout::NHWC), // Unsupported data type |
| TensorInfo(TensorShape(32U, 13U, 8U), 1, DataType::F32, DataLayout::NCHW), // Unsupported data layout |
| TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), // weight dimension > 3 |
| TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), |
| }), |
| framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F16, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(16U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(16U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM8, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM8_SIGNED, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM16, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM8, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM8_PER_CHANNEL, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM16, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U8, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S8, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U16, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S16, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(3U, 3U, 24U), 1, DataType::F32, DataLayout::NCHW), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U, 5U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U, 4U, 3U), 1, DataType::F32, DataLayout::NHWC), |
| })), |
| framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(4U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(2U, 2U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(16U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(16U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NCHW), |
| TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC), |
| TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC), |
| })), |
| framework::dataset::make("Padding", { Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(0, 0, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(1, 1, 0, 0), |
| Padding2D(2, 1, 2, 1), |
| Padding2D(2, 1, 2, 1), |
| Padding2D(2, 1, 2, 1), |
| })), |
| framework::dataset::make("Stride", { Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(1, 1), |
| Size2D(2, 3), |
| Size2D(2, 3), |
| })), |
| framework::dataset::make("DepthMultiplier", { 1, |
| 1, |
| 3, |
| 1, |
| 1, |
| 2, |
| 2, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| 3, |
| })), |
| framework::dataset::make("Dilation", { Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(0U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(1U, 1U), |
| Size2D(2U, 3U), |
| })), |
| framework::dataset::make("Expected", { false, false, false, false, false, false, true, false, |
| false, false, false, false, false, false, false, false, false, false, |
| false, false, true, false, true, true, true })), |
| input_info, weights_info, biases_info, padding, stride, depth_multiplier, dilation, expected) |
| { |
| CLCompileContext cl_compile_ctx = CLKernelLibrary::get().get_compile_context(); |
| GpuWorkloadContext context = GpuWorkloadContext{ &cl_compile_ctx }; |
| GpuWorkloadSketch sketch{ &context }; |
| |
| const ITensorInfo* sketch_input_info = context.create_tensor_info(input_info); |
| const ITensorInfo* sketch_weights_info = context.create_tensor_info(weights_info); |
| const ITensorInfo* sketch_biases_info = context.create_tensor_info(biases_info); |
| |
| DepthwiseConv2dAttributes attributes {}; |
| attributes.pad(padding) |
| .stride(stride) |
| .dilation(dilation) |
| .depth_multiplier(depth_multiplier); |
| |
| const Status status = GpuDepthwiseConv2d::validate_op(sketch, sketch_input_info, sketch_weights_info, sketch_biases_info, attributes); |
| const bool res = bool(status); |
| ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| template <typename T> |
| using DynamicFusionGpuDepthwiseConv2dFixture = |
| DynamicFusionGpuDepthwiseConv2dValidationFixture<CLTensor, CLAccessor, GpuDepthwiseConv2d, T>; |
| |
| TEST_SUITE(Float) |
| TEST_SUITE(FP16) |
| TEST_SUITE(W3x3) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| |
| TEST_SUITE(Dilation) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), |
| depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| TEST_SUITE_END() // Dilation |
| TEST_SUITE_END() // W3x3 |
| |
| TEST_SUITE(Generic) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| } |
| |
| TEST_SUITE(Dilation) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), |
| depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<half>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| } |
| TEST_SUITE_END() // Dilation |
| TEST_SUITE_END() // Generic |
| TEST_SUITE_END() // FP16 |
| |
| TEST_SUITE(FP32) |
| TEST_SUITE(W3x3) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| |
| TEST_SUITE(Dilation) |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), |
| depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", DataLayout::NHWC))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| TEST_SUITE_END() // Dilation |
| TEST_SUITE_END() // W3x3 |
| |
| TEST_SUITE(Generic) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLargeKernelSize, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::LargeKernelSizeDepthwiseConvolutionLayerNHWCDataset(), |
| framework::dataset::make("DepthMultiplier", {1})), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| |
| TEST_SUITE(Dilation) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), |
| depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, |
| DynamicFusionGpuDepthwiseConv2dFixture<float>, |
| framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), |
| large_depth_multipliers), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataLayout", {DataLayout::NHWC}))) |
| { |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| TEST_SUITE_END() // Dilation |
| TEST_SUITE_END() // Generic |
| TEST_SUITE_END() // FP32 |
| TEST_SUITE_END() // Float |
| TEST_SUITE_END() // DEPTHWISE_CONV2D |
| TEST_SUITE_END() // DYNAMIC_FUSION |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |