| /* |
| * 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<float> 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<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore>; |
| using CLGEMMLowpBatchedMatMulFixture = GEMMLowpMatrixMultiplyCoreValidationFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, false, true>; |
| |
| 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 = |
| GEMMLowpBatchedMatrixMultiplyCoreFusedOffsetOutputFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, false, uint8_t, uint8_t, true>; |
| 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 = |
| GEMMLowpBatchedMatrixMultiplyCoreFusedOffsetOutputFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, false, int8_t, int8_t, true>; |
| 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 = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputValidationFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore>; |
| 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 = |
| GEMMLowpMatrixMultiplyCoreFusedOffsetOutputValidationFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, true>; |
| 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 = |
| GEMMLowpMatrixMultiplyCoreFusedOffsetOutputValidationFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, true, true>; |
| 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<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, false, int8_t, int8_t>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyCoreFusedOffsetOutputInt8Fixture, framework::DatasetMode::ALL, |
| combine(datasets::SmallGEMMLowpFusedOffsetOutputInt8Dataset(), |
| make("DataType", { DataType::QASYMM8_SIGNED }), |
| make("reshape_b_only_on_first_run", { false }))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_quant); |
| } |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| TEST_SUITE_END() // FusedOffsetOutput |
| |
| TEST_SUITE(Output3D) |
| using CLGEMMLowpMatrixMultiplyCoreOutput3DFixture = GEMMLowpMatrixMultiplyCoreValidationFixture<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, false, true>; |
| 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<CLTensor, CLAccessor, CLGEMMLowpMatrixMultiplyCore, true, true>; |
| 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<CLTensor, CLAccessor, CLGEMMLowpOutputStage>; |
| |
| 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<CLTensor, CLAccessor, CLGEMMLowpOutputStage>; |
| |
| 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<CLTensor, CLAccessor, CLGEMMLowpOutputStage, uint8_t>; |
| |
| 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<CLTensor, CLAccessor, CLGEMMLowpOutputStage, int8_t>; |
| 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 |