| /* |
| * Copyright (c) 2018-2021 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/graph/Utils.h" |
| #include "arm_compute/runtime/CL/CLScheduler.h" |
| #include "arm_compute/runtime/CL/functions/CLPadLayer.h" |
| #include "src/graph/mutators/MutatorUtils.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/Globals.h" |
| #include "tests/datasets/ShapeDatasets.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/framework/datasets/Datasets.h" |
| #include "tests/validation/Validation.h" |
| #include "tests/validation/fixtures/PadLayerFixture.h" |
| #include "utils/TypePrinter.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| const auto PaddingSizesDataset3D = framework::dataset::make("PaddingSize", |
| { |
| PaddingList{ { 0, 0 } }, |
| PaddingList{ { 1, 1 } }, |
| PaddingList{ { 33, 33 } }, |
| PaddingList{ { 1, 1 }, { 5, 5 } }, |
| PaddingList{ { 1, 1 }, { 1, 1 }, { 5, 5 } }, |
| PaddingList{ { 0, 0 }, { 1, 0 }, { 0, 1 } }, |
| PaddingList{ { 0, 0 }, { 0, 0 }, { 0, 0 } } |
| }); |
| const auto PaddingSizesDataset4D = framework::dataset::make("PaddingSize", |
| { |
| PaddingList{ { 1, 1 }, { 1, 0 }, { 1, 1 }, { 0, 0 } }, |
| PaddingList{ { 0, 0 }, { 0, 0 }, { 0, 0 }, { 1, 1 } }, |
| PaddingList{ { 0, 1 }, { 1, 0 }, { 2, 2 }, { 1, 0 } }, |
| PaddingList{ { 1, 1 }, { 1, 1 }, { 1, 1 }, { 3, 3 } } |
| }); |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(PadLayer) |
| |
| // *INDENT-OFF* |
| // clang-format off |
| |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type input/output |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes with padding |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid number of pad dimensions |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes dimension |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U), 1, DataType::F32) // Invalid padding list |
| }), |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), |
| TensorInfo(TensorShape(28U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(29U, 17U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(29U, 15U, 4U, 3U), 1, DataType::F32), |
| TensorInfo(TensorShape(29U, 15U, 4U, 3U), 1, DataType::F32), |
| TensorInfo(TensorShape(29U, 17U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U), 1, DataType::F32) |
| })), |
| framework::dataset::make("PaddingSize", { PaddingList{{0, 0}}, |
| PaddingList{{1, 1}}, |
| PaddingList{{1, 1}, {2, 2}}, |
| PaddingList{{1,1}, {1,1}, {1,1}, {1,1}}, |
| PaddingList{{1,1}, {1,1}, {1,1}}, |
| PaddingList{{1, 1}, {2, 2}}, |
| PaddingList{{0,0}, {0,0}, {1,1}} |
| })), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, |
| PaddingMode::CONSTANT, |
| PaddingMode::CONSTANT, |
| PaddingMode::CONSTANT, |
| PaddingMode::SYMMETRIC, |
| PaddingMode::REFLECT, |
| PaddingMode::REFLECT |
| })), |
| framework::dataset::make("Expected", { false, |
| false, |
| true, |
| false, |
| false, |
| true, |
| false })), |
| input_info, output_info, padding, mode, expected) |
| { |
| ARM_COMPUTE_EXPECT(bool(CLPadLayer::validate(&input_info.clone()->set_is_resizable(true), &output_info.clone()->set_is_resizable(true), padding, PixelValue(), mode)) == expected, framework::LogLevel::ERRORS); |
| } |
| |
| DATA_TEST_CASE(CheckFusingWithConvolution, framework::DatasetMode::ALL, zip(zip( |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NCHW, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::NHWC, |
| DataLayout::UNKNOWN |
| }), |
| framework::dataset::make("PaddingList", { PaddingList({{0, 0}, {1, 1}, {1, 1}}), // nchw |
| PaddingList({{1, 1}, {1, 1}, {0, 0}, {0, 0}}), |
| PaddingList({{1, 1}, {1, 1}}), |
| PaddingList({}), |
| PaddingList({{0, 0}}), |
| PaddingList({{0, 0}, {0, 0}, {0, 0}, {0, 0}}), |
| PaddingList({{0, 0}, {0, 0}, {0, 0}, {1, 0}}), |
| PaddingList({{0, 1}}), |
| PaddingList({{0, 0}, {1, 1}, {1, 1}}), // nhwc |
| PaddingList({{0, 0}, {0, 0}, {1, 1}, {1, 1}}), |
| PaddingList({{0, 0}, {1, 0}, {1, 1}, {0, 0}}), |
| PaddingList({}), |
| PaddingList({{0, 0}}), |
| PaddingList({{0, 1}}), |
| PaddingList({{0, 0}, {1, 1}}), |
| PaddingList({{0, 0}}) |
| })), // unknown |
| framework::dataset::make("Expected", { false, // nchw |
| true, |
| true, |
| true, |
| true, |
| true, |
| false, |
| true, |
| true, // nhwc |
| false, |
| true, |
| true, |
| true, |
| false, |
| true, |
| false // unknown |
| })), |
| data_layout, padding_list, expected) |
| { |
| ARM_COMPUTE_EXPECT(expected == arm_compute::graph::is_padding_in_height_or_width(data_layout, padding_list), framework::LogLevel::ERRORS); |
| } |
| |
| // clang-format on |
| // *INDENT-ON* |
| |
| template <typename T> |
| using CLPaddingFixture = PaddingFixture<CLTensor, CLAccessor, CLPadLayer, T>; |
| |
| TEST_SUITE(Float) |
| |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLPaddingFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::Small3DShapes(), framework::dataset::make("DataType", { DataType::F32 })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT, PaddingMode::SYMMETRIC }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall4D, CLPaddingFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", { DataType::F32 })), PaddingSizesDataset4D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLPaddingFixture<float>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::Large3DShapes(), framework::dataset::make("DataType", { DataType::F32 })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT, PaddingMode::SYMMETRIC }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLPaddingFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::Large3DShapes(), framework::dataset::make("DataType", { DataType::F16 })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| TEST_SUITE_END() // FP16 |
| TEST_SUITE_END() // Float |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLPaddingFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(datasets::Small3DShapes(), framework::dataset::make("DataType", { DataType::QASYMM8 })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall4D, CLPaddingFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", { DataType::QASYMM8 })), PaddingSizesDataset4D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLPaddingFixture<uint8_t>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(datasets::Large3DShapes(), framework::dataset::make("DataType", { DataType::QASYMM8 })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| TEST_SUITE_END() // QASYMM8 |
| |
| TEST_SUITE(QASYMM8_SIGNED) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLPaddingFixture<int8_t>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(datasets::Small3DShapes(), framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED })), PaddingSizesDataset3D), |
| framework::dataset::make("PaddingMode", { PaddingMode::CONSTANT, PaddingMode::REFLECT }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference); |
| } |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE_END() // PadLayer |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |