/* * Copyright (c) 2017-2019 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/Helpers.h" #include "arm_compute/core/Types.h" #include "arm_compute/runtime/CL/functions/CLScale.h" #include "arm_compute/runtime/Tensor.h" #include "arm_compute/runtime/TensorAllocator.h" #include "tests/CL/CLAccessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/BorderModeDataset.h" #include "tests/datasets/SamplingPolicyDataset.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/Helpers.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/ScaleFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** CNN data types */ const auto ScaleDataTypes = framework::dataset::make("DataType", { DataType::U8, DataType::S16, DataType::F16, DataType::F32, }); /** Tolerance */ constexpr AbsoluteTolerance tolerance_u8(1); constexpr AbsoluteTolerance tolerance_s16(1); constexpr float tolerance_f32_absolute(0.001f); RelativeTolerance tolerance_f32(0.05); RelativeTolerance tolerance_f16(half(0.1)); constexpr float tolerance_num_f32(0.01f); } // namespace TEST_SUITE(CL) TEST_SUITE(Scale) // *INDENT-OFF* // clang-format off DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( framework::dataset::make("InputInfo",{ TensorInfo(TensorShape(28U, 32U, 2U), 1, DataType::F16), TensorInfo(TensorShape(28U, 32U, 2U), 1, DataType::F32), TensorInfo(TensorShape(36U, 36U, 2U, 4U), 1, DataType::U8), TensorInfo(TensorShape(40U, 35U, 2U, 4U), 1, DataType::S16), TensorInfo(TensorShape(37U, 37U, 2U), 1, DataType::F32), // window shrink TensorInfo(TensorShape(37U, 37U, 3U, 4U), 1, DataType::F32), // mismatching datatype TensorInfo(TensorShape(28U, 33U, 2U), 1, DataType::F32), // policy area, scale factor not correct }), framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 68U, 2U), 1, DataType::F16), TensorInfo(TensorShape(40U, 56U, 2U), 1, DataType::F32), TensorInfo(TensorShape(40U, 76U, 2U, 4U), 1, DataType::U8), TensorInfo(TensorShape(28U, 32U, 2U, 4U), 1, DataType::S16), TensorInfo(TensorShape(39U, 55U, 2U), 1, DataType::F32), // window shrink TensorInfo(TensorShape(39U, 77U, 3U, 4U), 1, DataType::F16), // mismatching datatype TensorInfo(TensorShape(26U, 21U, 2U), 1, DataType::F32), // policy area, scale factor not correct })), framework::dataset::make("Policy",{ InterpolationPolicy::BILINEAR, InterpolationPolicy::BILINEAR, InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR, InterpolationPolicy::AREA, })), framework::dataset::make("BorderMode",{ BorderMode::UNDEFINED, BorderMode::UNDEFINED, BorderMode::UNDEFINED, BorderMode::UNDEFINED, BorderMode::UNDEFINED, BorderMode::UNDEFINED, BorderMode::UNDEFINED, })), framework::dataset::make("Expected", { true, true, true, true, false, false, false })), input_info, output_info, policy, border_mode, expected) { Status status = CLScale::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), policy, border_mode); ARM_COMPUTE_EXPECT(bool(status) == expected, framework::LogLevel::ERRORS); } // clang-format on // *INDENT-ON* DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::MediumShapes(), ScaleDataTypes), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies()), shape, data_type, policy, border_mode, sampling_policy) { std::mt19937 generator(library->seed()); std::uniform_real_distribution distribution_float(0.25, 2); const float scale_x = distribution_float(generator); const float scale_y = distribution_float(generator); std::uniform_int_distribution distribution_u8(0, 255); uint8_t constant_border_value = distribution_u8(generator); // Create tensors CLTensor src = create_tensor(shape, data_type); TensorShape shape_scaled(shape); shape_scaled.set(0, shape[0] * scale_x); shape_scaled.set(1, shape[1] * scale_y); CLTensor dst = create_tensor(shape_scaled, data_type); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Create and configure function CLScale clscale; clscale.configure(&src, &dst, policy, border_mode, constant_border_value, sampling_policy); // Get border size depending on border mode const BorderSize border_size(border_mode == BorderMode::UNDEFINED ? 0 : 1); // Validate valid region const ValidRegion dst_valid_region = calculate_valid_region_scale(*(src.info()), shape_scaled, policy, sampling_policy, (border_mode == BorderMode::UNDEFINED)); validate(dst.info()->valid_region(), dst_valid_region); // Validate padding PaddingCalculator calculator(shape_scaled.x(), 4); calculator.set_border_mode(border_mode); const PaddingSize read_padding(border_size); const PaddingSize write_padding = calculator.required_padding(PaddingCalculator::Option::EXCLUDE_BORDER); validate(src.info()->padding(), read_padding); validate(dst.info()->padding(), write_padding); } template using CLScaleFixture = ScaleValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLScaleFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(datasets::Tiny4DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); } FIXTURE_DATA_TEST_CASE(RunLarge, CLScaleFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); } TEST_SUITE_END() // FP32 TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLScaleFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(datasets::Tiny4DShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLScaleFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); } TEST_SUITE_END() // FP16 TEST_SUITE_END() // Float TEST_SUITE(Integer) TEST_SUITE(U8) FIXTURE_DATA_TEST_CASE(RunSmall, CLScaleFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(datasets::Tiny4DShapes(), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_u8); } FIXTURE_DATA_TEST_CASE(RunLarge, CLScaleFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_u8); } TEST_SUITE_END() // U8 TEST_SUITE(S16) FIXTURE_DATA_TEST_CASE(RunSmall, CLScaleFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(datasets::Tiny4DShapes(), framework::dataset::make("DataType", DataType::S16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLScaleFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::S16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); } TEST_SUITE_END() // S16 TEST_SUITE_END() // Integer template using CLScaleQuantizedFixture = ScaleValidationQuantizedFixture; TEST_SUITE(Quantized) TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, CLScaleQuantizedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(datasets::Tiny4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, -1) })), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_u8); } FIXTURE_DATA_TEST_CASE(RunLarge, CLScaleQuantizedFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, -1) })), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR, InterpolationPolicy::BILINEAR })), datasets::BorderModes()), datasets::SamplingPolicies())) { //Create valid region TensorInfo src_info(_shape, 1, _data_type); const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output validate(CLAccessor(_target), _reference, valid_region, tolerance_u8); } TEST_SUITE_END() // QASYMM8 TEST_SUITE_END() // Quantized TEST_SUITE_END() // Scale TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute