/* * Copyright (c) 2017-2024 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/CLGEMMLowpMatrixMultiplyCore.h" #include "arm_compute/runtime/CL/functions/CLGEMMLowpOutputStage.h" #include "tests/CL/CLAccessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/GEMMLowpFusedOffsetOutputDataset.h" #include "tests/datasets/LargeGEMMLowpDataset.h" #include "tests/datasets/ShapeDatasets.h" #include "tests/datasets/SmallGEMMLowpDataset.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/GEMMLowpFixture.h" namespace arm_compute { namespace test { namespace validation { using framework::dataset::make; namespace { constexpr AbsoluteTolerance tolerance_quant(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ } TEST_SUITE(CL) TEST_SUITE(GEMMLowp) TEST_SUITE(MatrixMultiplyCore) using CLGEMMLowpMatrixMultiplyCoreFixture = GEMMLowpMatrixMultiplyCoreValidationFixture; using CLGEMMLowpBatchedMatMulFixture = GEMMLowpMatrixMultiplyCoreValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFixture, framework::DatasetMode::ALL, datasets::SmallGEMMLowpDataset()) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyCoreFixture, framework::DatasetMode::NIGHTLY, datasets::LargeGEMMLowpDataset()) { // Validate output validate(CLAccessor(_target), _reference); } using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixtureBatchedUnsigned = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputGenericValidationFixture; TEST_SUITE(BatchedMatMul) TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixtureBatchedUnsigned, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedBatchedMatMulDataset(), make("DataType", { DataType::QASYMM8 }), make("reshape_b_only_on_first_run", { false }))) { validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8 using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixtureBatchedSigned = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputGenericValidationFixture; TEST_SUITE(QASYMM8_SIGNED) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixtureBatchedSigned, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedBatchedMatMulDataset(), make("DataType", { DataType::QASYMM8_SIGNED }), make("reshape_b_only_on_first_run", { false }))) { validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // BatchedMatMul TEST_SUITE(FusedOffsetOutput) TEST_SUITE(QASYMM8) using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputUint8Fixture = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputGenericValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputUint8Fixture, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedOffsetOutputUint8Dataset(), make("DataType", { DataType::QASYMM8 }), make("reshape_b_only_on_first_run", { true, false }))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE(Output3D) using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputOutput3DUint8Fixture = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputGenericValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputOutput3DUint8Fixture, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedOffsetOutputOutput3DUint8Dataset(), make("DataType", { DataType::QASYMM8 }), make("reshape_b_only_on_first_run", { true, false }))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // Output3D TEST_SUITE(InputOutput3D) using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputInputOutput3DUint8Fixture = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputGenericValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputInputOutput3DUint8Fixture, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedOffsetOutputInputOutput3DUint8Dataset(), make("DataType", { DataType::QASYMM8 }), make("reshape_b_only_on_first_run", { true, false }))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // InputOutput3D FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputUint8Fixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMLowpFusedOffsetOutputUint8Dataset(), make("DataType", { DataType::QASYMM8 }), make("reshape_b_only_on_first_run", { true, false }))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8 TEST_SUITE(QASYMM8_SIGNED) using CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputInt8Fixture = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputInt8Fixture, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedOffsetOutputInt8Dataset(), make("DataType", { DataType::QASYMM8_SIGNED }))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // FusedOffsetOutput TEST_SUITE(Output3D) using CLGEMMLowpMatrixMultiplyCoreOutput3DFixture = GEMMLowpMatrixMultiplyCoreValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreOutput3DFixture, framework::DatasetMode::PRECOMMIT, datasets::SmallGEMMLowpOutput3DDataset()) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyCoreOutput3DFixture, framework::DatasetMode::NIGHTLY, datasets::LargeGEMMLowpOutput3DDataset()) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // Output3D TEST_SUITE(InputOutput3D) using CLGEMMLowpMatrixMultiplyCoreInputOutput3DFixture = GEMMLowpMatrixMultiplyCoreValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreInputOutput3DFixture, framework::DatasetMode::PRECOMMIT, datasets::SmallGEMMLowpInputOutput3DDataset()) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyCoreInputOutput3DFixture, framework::DatasetMode::NIGHTLY, datasets::LargeGEMMLowpInputOutput3DDataset()) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // InputOutput3D TEST_SUITE_END() // MatrixMultiplyCore TEST_SUITE(OutputStage) TEST_SUITE(QuantizeDownInt32Scale) TEST_SUITE(QASYMM8) const auto quantize_down_int32_to_uint8_scale_cases = make("result_offset", -2, 1) * make("result_mult_int", 1, 2) * make("result_shift", 2, 3) * make("min", 0) * make("max", 255) * make("addBias", { false, true }); const auto quantize_down_int32_to_uint8_scale_relu_cases = make("result_offset", -2, 1) * make("result_mult_int", 1, 2) * make("result_shift", 2, 3) * make("min", 0, 2) * make("max", 171, 173) * make("addBias", { false, true }); using CLGEMMLowpQuantizeDownInt32ScaleFixture = GEMMLowpQuantizeDownInt32ToUint8ScaleValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpQuantizeDownInt32ScaleFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), quantize_down_int32_to_uint8_scale_cases)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE(BoundedReLu) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpQuantizeDownInt32ScaleFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), quantize_down_int32_to_uint8_scale_relu_cases)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // BoundedReLu TEST_SUITE_END() // QASYMM8 TEST_SUITE(QASYMM8_SIGNED) const auto quantize_down_int32_to_int8_scale_cases = make("result_offset", -2, 1) * make("result_mult_int", 1, 2) * make("result_shift", 2, 3) * make("min", -128) * make("max", 127) * make("addBias", { false, true }); const auto quantize_down_int32_to_int8_scale_relu_cases = make("result_offset", -2, 1) * make("result_mult_int", 1, 2) * make("result_shift", 2, 3) * make("min", -100, -98) * make("max", 71, 73) * make("addBias", { false, true }); using CLGEMMLowpQuantizeDownInt32ScaleFixture = GEMMLowpQuantizeDownInt32ToInt8ScaleValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpQuantizeDownInt32ScaleFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), quantize_down_int32_to_int8_scale_cases)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE(BoundedReLu) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpQuantizeDownInt32ScaleFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), quantize_down_int32_to_int8_scale_relu_cases)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // BoundedReLu TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // QuantizeDownInt32Scale TEST_SUITE(QuantizeDownInt32ScaleByFloat) TEST_SUITE(QASYMM8) using CLGEMMLowpQuantizeDownInt32ScaleByFloatFixture = GEMMLowpQuantizeDownInt32ScaleByFloatValidationFixture; FIXTURE_DATA_TEST_CASE(RunTiny, CLGEMMLowpQuantizeDownInt32ScaleByFloatFixture, framework::DatasetMode::ALL, combine( make("DataType", DataType::QASYMM8), datasets::TinyShapes(), make("result_real_multiplier", 0.33f), make("result_offset", 2, 3), make("min", 0), make("max", 255), make("addBias", { false, true }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // QASYMM8 TEST_SUITE(QASYMM8_SIGNED) using CLGEMMLowpQuantizeDownInt32ScaleByFloatFixture_Signed = GEMMLowpQuantizeDownInt32ScaleByFloatValidationFixture; FIXTURE_DATA_TEST_CASE(RunTiny, CLGEMMLowpQuantizeDownInt32ScaleByFloatFixture_Signed, framework::DatasetMode::ALL, combine( make("DataType", DataType::QASYMM8_SIGNED), datasets::TinyShapes(), make("result_real_multiplier", 0.33f), make("result_offset", 2, 3), make("min", -128), make("max", 127), make("addBias", { false, true }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // QuantizeDownInt32ScaleByFloat TEST_SUITE_END() // OutputStage TEST_SUITE_END() // GEMMLowp TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute