| /* |
| * 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/runtime/CL/functions/CLPixelWiseMultiplication.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets/ConvertPolicyDataset.h" |
| #include "tests/datasets/ShapeDatasets.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/validation/Validation.h" |
| #include "tests/validation/fixtures/PixelWiseMultiplicationFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| namespace |
| { |
| const float scale_255 = 1.f / 255.f; |
| constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit quantized asymmetric data types */ |
| constexpr AbsoluteTolerance<float> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit quantized symmetric data types */ |
| } //namespace |
| // *INDENT-OFF* |
| // clang-format off |
| #define VALIDATE(TYPE, TOLERANCE) validate(CLAccessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f); |
| |
| #define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, SCALE, RP, VALIDATE) \ |
| FIXTURE_DATA_TEST_CASE(TEST_NAME, CLPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \ |
| combine(combine(combine(combine(combine( \ |
| datasets::SHAPES, \ |
| framework::dataset::make("DataType1", DataType::DT1)), \ |
| framework::dataset::make("DataType2", DataType::DT2)), \ |
| framework::dataset::make("Scale", std::move(SCALE))), \ |
| datasets::ConvertPolicies()), \ |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::RP))) \ |
| { \ |
| VALIDATE \ |
| } |
| // clang-format on |
| // *INDENT-ON* |
| } // namespace |
| |
| template <typename T> |
| using CLPixelWiseMultiplicationToF16Fixture = PixelWiseMultiplicationValidationFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, half_float::half>; |
| template <typename T> |
| using CLPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, float>; |
| template <typename T> |
| using CLPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, float>; |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(PixelWiseMultiplication) |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
| framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), // Window shrink |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid scale |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| }), |
| framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| })), |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| })), |
| framework::dataset::make("Scale",{ 2.f, 2.f, 2.f, -1.f, 1.f, 1.f})), |
| framework::dataset::make("Expected", { true, true, false, false, false, false})), |
| input1_info, input2_info, output_info, scale, expected) |
| { |
| bool has_error = bool(CLPixelWiseMultiplication::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), scale, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO)); |
| ARM_COMPUTE_EXPECT(has_error == expected, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| TEST_SUITE(F16toF16) |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture<half_float::half>, PRECOMMIT, SmallShapes(), F16, F16, scale_255, TO_NEAREST_UP, VALIDATE(float, 1.f)) |
| TEST_SUITE_END() // Scale255 |
| TEST_SUITE_END() // F16toF16 |
| |
| TEST_SUITE(F32toF32) |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, PRECOMMIT, SmallShapes(), F32, F32, scale_255, TO_NEAREST_UP, VALIDATE(float, 1.f)) |
| TEST_SUITE_END() // Scale255 |
| TEST_SUITE_END() // F32toF32 |
| |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, BroadcastFixture<float>, PRECOMMIT, SmallShapesBroadcast(), F32, F32, scale_255, TO_NEAREST_UP, VALIDATE(float, 1.f)) |
| |
| template <typename T> |
| using CLPixelWiseMultiplicationQuantizedFixture = PixelWiseMultiplicationValidationQuantizedFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, T>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataType", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { 1.f, 2.f })), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| framework::dataset::make("OUtQInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLPixelWiseMultiplicationQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(datasets::LargeShapes(), |
| framework::dataset::make("DataType", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { 1.f, 2.f })), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| framework::dataset::make("OUtQInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // QASYMM8 |
| TEST_SUITE(QSYMM16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataType", DataType::QSYMM16)), |
| framework::dataset::make("Scale", { 1.f, 2.f })), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qsymm16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLPixelWiseMultiplicationQuantizedFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(datasets::LargeShapes(), |
| framework::dataset::make("DataType", DataType::QSYMM16)), |
| framework::dataset::make("Scale", { 1.f, 2.f })), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qsymm16); |
| } |
| TEST_SUITE_END() // QSYMM16 |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE_END() // PixelWiseMultiplication |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |
