| /* | |
| * Copyright (c) 2017-2022 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/Types.h" | |
| #include "arm_compute/runtime/CL/CLTensor.h" | |
| #include "arm_compute/runtime/CL/CLTensorAllocator.h" | |
| #include "arm_compute/runtime/CL/functions/CLDepthwiseConvolutionLayer.h" | |
| #include "tests/CL/CLAccessor.h" | |
| #include "tests/PaddingCalculator.h" | |
| #include "tests/datasets/DepthwiseConvolutionLayerDataset.h" | |
| #include "tests/datasets/DilatedDepthwiseConvolutionLayerDataset.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 | |
| { | |
| namespace | |
| { | |
| RelativeTolerance<half_float::half> tolerance_f16(half_float::half(0.01)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ | |
| constexpr RelativeTolerance<float> tolerance_f32(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ | |
| constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(0); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QASYMM8 */ | |
| constexpr float tolerance_num = 0.05f; /**< Tolerance number */ | |
| const auto depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 4 }); | |
| const auto large_depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 2, 5, 8 }); | |
| //Activation Functions | |
| const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", | |
| { | |
| ActivationLayerInfo(), | |
| ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 6.f, 0.f) | |
| }); | |
| } // namespace | |
| TEST_SUITE(CL) | |
| TEST_SUITE(DepthwiseConvolutionLayer) | |
| // *INDENT-OFF* | |
| // clang-format off | |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip( | |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type input/weights | |
| TensorInfo(TensorShape(27U, 13U, 3U), 1, DataType::F32), // Mismatching input feature maps | |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching depth multiplier | |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid biases size | |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid biases dimensions | |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid output size | |
| TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), // patch size bigger than input width | |
| TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), // dilation < 1 | |
| TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), | |
| TensorInfo(TensorShape(32U, 13U, 8U), 1, DataType::QASYMM8), | |
| }), | |
| framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F16), | |
| TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(3U, 3U, 24U), 1, DataType::QASYMM8), | |
| })), | |
| framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(2U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(24U), 1, DataType::S32), | |
| })), | |
| framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32), | |
| TensorInfo(TensorShape(32U, 11U, 24U), 1, DataType::QASYMM8), | |
| })), | |
| framework::dataset::make("ConvInfo", { PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 0, 0), | |
| PadStrideInfo(1, 1, 1, 0), | |
| })), | |
| framework::dataset::make("DepthMultiplier", { 1, | |
| 1, | |
| 3, | |
| 1, | |
| 1, | |
| 1, | |
| 2, | |
| 2, | |
| 2, | |
| 3, | |
| })), | |
| framework::dataset::make("Dilation", { Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(20U, 1U), | |
| Size2D(0U, 1U), | |
| Size2D(1U, 1U), | |
| Size2D(1U, 1U), | |
| })), | |
| framework::dataset::make("Expected", { false, false, false, false, false, false, false, false, true, true })), | |
| input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier, dilation, expected) | |
| { | |
| bool is_valid = bool(CLDepthwiseConvolutionLayer::validate(&input_info.clone()->set_is_resizable(true), &weights_info.clone()->set_is_resizable(true), &biases_info.clone()->set_is_resizable(true), &output_info.clone()->set_is_resizable(true), conv_info, depth_multiplier,ActivationLayerInfo(), dilation)); | |
| ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); | |
| } | |
| // clang-format on | |
| // *INDENT-ON* | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T>; | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerMixedDataLayoutFixture = DepthwiseConvolutionLayerValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T, true>; | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerInPlaceFixture = DepthwiseConvolutionLayerValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T, false, true>; | |
| TEST_SUITE(Float) | |
| TEST_SUITE(FP16) | |
| TEST_SUITE(W3x3) | |
| TEST_SUITE(NCHW) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(framework::dataset::concat(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| datasets::SmallDepthwiseConvolutionLayerDataset3x3NCHW()), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // NCHW | |
| TEST_SUITE(NHWC) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // NHWC | |
| TEST_SUITE_END() // W3x3 | |
| TEST_SUITE(Generic) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // Generic | |
| TEST_SUITE(InPlace) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerInPlaceFixture<half>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallInPlaceDepthwiseConvolutionLayerDataset(), | |
| framework::dataset::make("DepthMultiplier", { 1 })), | |
| framework::dataset::make("DataType", | |
| DataType::F16)), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_src), _reference, tolerance_f16, tolerance_num); | |
| } | |
| TEST_SUITE_END() // InPlace | |
| TEST_SUITE_END() // FP16 | |
| TEST_SUITE(FP32) | |
| TEST_SUITE(W3x3) | |
| TEST_SUITE(NCHW) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(framework::dataset::concat(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| datasets::SmallDepthwiseConvolutionLayerDataset3x3NCHW()), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NCHW)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // NCHW | |
| TEST_SUITE(NHWC) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunMixedDataLayout, CLDepthwiseConvolutionLayerMixedDataLayoutFixture<float>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| framework::dataset::make("DepthMultiplier", { 2 })), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| framework::dataset::make("ActivationInfo", ActivationLayerInfo()))) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", DataLayout::NHWC)), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // NHWC | |
| TEST_SUITE_END() // W3x3 | |
| TEST_SUITE(Generic) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLargeKernelSize, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::LargeKernelSizeDepthwiseConvolutionLayerNHWCDataset(), | |
| framework::dataset::make("DepthMultiplier", { 1 })), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // Generic | |
| TEST_SUITE(InPlace) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerInPlaceFixture<float>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallInPlaceDepthwiseConvolutionLayerDataset(), | |
| framework::dataset::make("DepthMultiplier", { 1 })), | |
| framework::dataset::make("DataType", | |
| DataType::F32)), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_src), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE_END() // InPlace | |
| TEST_SUITE_END() // FP32 | |
| TEST_SUITE_END() // Float | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerQuantizedFixture = DepthwiseConvolutionLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T>; | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerQuantizedMixedDataLayoutFixture = DepthwiseConvolutionLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T, true>; | |
| template <typename T> | |
| using CLDepthwiseConvolutionLayerQuantizedPerChannelFixture = DepthwiseConvolutionLayerValidationQuantizedPerChannelFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T, int8_t>; | |
| TEST_SUITE(Quantized) | |
| TEST_SUITE(QASYMM8) | |
| TEST_SUITE(Generic) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 128), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(1.f, 128) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), // NCHW is tested with int8 | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.7f, 2) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NHWC })), // NCHW is tested with int8 | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(1.3f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.9f, 11) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // Generic | |
| TEST_SUITE(W3x3) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunMixedDataLayout, CLDepthwiseConvolutionLayerQuantizedMixedDataLayoutFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| framework::dataset::make("DepthMultiplier", { 2 })), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| framework::dataset::make("ActivationInfo", ActivationLayerInfo()))) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // W3x3 | |
| TEST_SUITE_END() // QASYMM8 | |
| TEST_SUITE(QASYMM8_SIGNED) | |
| TEST_SUITE(Generic) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunMixedDataLayout, CLDepthwiseConvolutionLayerQuantizedMixedDataLayoutFixture<int8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| framework::dataset::make("DepthMultiplier", { 2 })), | |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| framework::dataset::make("ActivationInfo", ActivationLayerInfo()))) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10), QuantizationInfo(2.2f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // Generic | |
| TEST_SUITE_END() // QASYMM8_SIGNED | |
| TEST_SUITE(QSYMM8_PER_CHANNEL) | |
| TEST_SUITE(Generic) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.7f, 2) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(), | |
| depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.8, 1) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(), | |
| large_depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.9f, 11) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // Generic | |
| TEST_SUITE(W3x3) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.3f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE(Dilation) | |
| FIXTURE_DATA_TEST_CASE_NEW(RunSmall, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| FIXTURE_DATA_TEST_CASE_NEW(RunLarge, CLDepthwiseConvolutionLayerQuantizedPerChannelFixture<uint8_t>, framework::DatasetMode::NIGHTLY, | |
| combine(combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(), | |
| large_depth_multipliers), | |
| framework::dataset::make("SrcDataType", DataType::QASYMM8)), | |
| framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)), | |
| framework::dataset::make("SrcQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| ActivationFunctionsDataset)) | |
| { | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // Dilation | |
| TEST_SUITE_END() // W3x3 | |
| TEST_SUITE_END() // QSYMM8_PER_CHANNEL | |
| TEST_SUITE_END() // Quantized | |
| TEST_SUITE_END() // DepthwiseConvolutionLayer | |
| TEST_SUITE_END() // CL | |
| } // namespace validation | |
| } // namespace test | |
| } // namespace arm_compute |