/* * Copyright (c) 2018-2019 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/CL/kernels/CLIm2ColKernel.h" #include "arm_compute/core/Types.h" #include "tests/CL/Helper.h" #include "tests/CL/CLAccessor.h" #include "tests/datasets/ShapeDatasets.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/Im2ColFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { // *INDENT-OFF* // clang-format off const auto conv_filter_sizes = framework::dataset::make("KernelDims", { Size2D(3U, 3U), Size2D(5U, 5U), Size2D(3U, 1U), Size2D(1U, 3U), Size2D(5U, 3U), Size2D(1U, 1U), Size2D(9U, 9U), Size2D(11U, 11U)} ); const auto padstrides = framework::dataset::make("PadStride", { PadStrideInfo(1U, 1U, 0U, 0U), PadStrideInfo(1U, 1U, 1U, 1U), PadStrideInfo(2U, 2U, 0U, 2U) }); const auto conv_args = combine(combine(combine(combine(conv_filter_sizes, padstrides), framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("NumGroups", { 1 })); const auto grouped_args = combine(combine(combine(combine(conv_filter_sizes, padstrides), framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), framework::dataset::make("DataLayout", { DataLayout::NCHW })), framework::dataset::make("NumGroups", { 2, 3, 4 })); const auto conv_filter_sizes_small = framework::dataset::make("KernelDims", { Size2D(3U, 3U), Size2D(3U, 1U)}); const auto padstrides_small = framework::dataset::make("PadStride", {PadStrideInfo(2U, 2U, 0U, 2U)}); const auto conv_args_small = combine(combine(combine(combine(conv_filter_sizes_small, padstrides_small), framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("NumGroups", { 1 })); const auto grouped_args_small = combine(combine(combine(combine(conv_filter_sizes_small, padstrides_small), framework::dataset::make("QuantizationInfo", QuantizationInfo(0.5f, 10))), framework::dataset::make("DataLayout", { DataLayout::NCHW })), framework::dataset::make("NumGroups", { 2 })); } // namespace TEST_SUITE(CL) TEST_SUITE(Im2Col) using CLIm2Col = CLSynthetizeFunction; DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( framework::dataset::make("InputInfo", { TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::U8), // Unsupported data type TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::F32), // Mismatching data type TensorInfo(TensorShape(10U, 12U, 2U), 1, DataType::QASYMM8), // Bias not supported with QASYMM8 TensorInfo(TensorShape(10U, 12U, 2U, 2U), 1, DataType::QASYMM8), }), framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(3U, 4U, 10U, 2U), 1, DataType::F16), TensorInfo(TensorShape(3U, 4U, 10U, 2U), 1, DataType::F16), TensorInfo(TensorShape(3U, 3U, 10U, 2U), 1, DataType::QASYMM8), TensorInfo(TensorShape(18U, 80U, 2U, 1U), 1, DataType::QASYMM8), })), framework::dataset::make("HasBias", { true, true, true, false })), framework::dataset::make("Expected", { false, false, false, true })), input_info, output_info, has_bias, expected) { bool status = bool(CLIm2Col::validate(&input_info, &output_info, Size2D(3U, 3U), PadStrideInfo(), has_bias)); ARM_COMPUTE_EXPECT(status == expected, framework::LogLevel::ERRORS); } // clang-format on // *INDENT-ON* template using CLIm2ColFixture = Im2ColValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)), conv_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::SmallShapes(), datasets::MediumShapes()), framework::dataset::make("DataType", DataType::F32)), conv_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)), conv_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::SmallShapes(), datasets::MediumShapes()), framework::dataset::make("DataType", DataType::F16)), conv_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), conv_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::SmallShapes(), datasets::MediumShapes()), framework::dataset::make("DataType", DataType::QASYMM8)), conv_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(Grouped) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::GroupedIm2ColSmallShapes(), framework::dataset::make("DataType", DataType::F32)), grouped_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::GroupedIm2ColSmallShapes(), datasets::GroupedIm2ColLargeShapes()), framework::dataset::make("DataType", DataType::F32)), grouped_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::GroupedIm2ColSmallShapes(), framework::dataset::make("DataType", DataType::F16)), grouped_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::GroupedIm2ColSmallShapes(), datasets::GroupedIm2ColLargeShapes()), framework::dataset::make("DataType", DataType::F16)), grouped_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, CLIm2ColFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::GroupedIm2ColSmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), grouped_args_small)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLIm2ColFixture, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::GroupedIm2ColSmallShapes(), datasets::GroupedIm2ColLargeShapes()), framework::dataset::make("DataType", DataType::QASYMM8)), grouped_args)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute