| /* |
| * 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/Types.h" |
| #include "arm_compute/runtime/CL/CLTensor.h" |
| #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| #include "arm_compute/runtime/CL/functions/CLReductionOperation.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/PaddingCalculator.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/ReductionOperationFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| /** Tolerance for float operations */ |
| AbsoluteTolerance<float> tolerance_f32(0.001f); |
| RelativeTolerance<float> rel_tolerance_f32(0.00001f); |
| AbsoluteTolerance<float> tolerance_f16(0.5f); |
| RelativeTolerance<float> rel_tolerance_f16(0.2f); |
| |
| const auto ReductionOperations = framework::dataset::make("ReductionOperation", |
| { |
| ReductionOperation::SUM, |
| ReductionOperation::PROD, |
| ReductionOperation::MIN, |
| ReductionOperation::MAX, |
| |
| }); |
| |
| const auto KeepDimensions = framework::dataset::make("KeepDims", { true, false }); |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(ReductionOperation) |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching data type input/output |
| TensorInfo(TensorShape(128U, 64U), 3, DataType::F32), // Number of Input channels != 1 |
| TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != QASYMM8/F16/F32 |
| TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Axis >= num_max_dimensions |
| TensorInfo(TensorShape(128U, 64U), 1, DataType::QASYMM8), // Axis == 0 and SUM_SQUARE and QASYMM8 |
| TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), |
| TensorInfo(TensorShape(128U, 64U), 1, DataType::F32) // Kept Dimension when keep_dims = false |
| |
| }), |
| framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(1U, 64U), 1, DataType::F16), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::S16), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::QASYMM8), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| TensorInfo(TensorShape(1U, 64U), 1, DataType::F32) |
| })), |
| framework::dataset::make("Axis", { 0U, 0U, 0U, static_cast<unsigned int>(TensorShape::num_max_dimensions), 1U, 0U, 0U })), |
| framework::dataset::make("KeepDims", { true, true, true, true, true, true, false })), |
| framework::dataset::make("Expected", { false, false, false, false, false, true , false })), |
| input_info, output_info, axis, keep_dims, expected) |
| { |
| bool is_valid = bool(CLReductionOperation::validate(&input_info.clone()->set_is_resizable(false), |
| &output_info.clone()->set_is_resizable(true), |
| axis, |
| ReductionOperation::SUM_SQUARE, |
| keep_dims)); |
| ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| template <typename T> |
| using CLReductionOperationFixture = ReductionOperationFixture<CLTensor, CLAccessor, CLReductionOperation, T>; |
| |
| TEST_SUITE(Float) |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall2D, CLReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small2DShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall3D, CLReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small3DShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall4D, CLReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations), |
| KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0, tolerance_f16); |
| } |
| TEST_SUITE_END() // F16 |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall2D, CLReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small2DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall3D, CLReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small3DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall4D, CLReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations), |
| KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<float>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations), KeepDimensions)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0, tolerance_f32); |
| } |
| TEST_SUITE_END() // F32 |
| TEST_SUITE_END() // Float |
| |
| TEST_SUITE_END() // Reduction |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |