| /* |
| * Copyright (c) 2017-2018 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/NEON/kernels/NEGEMMInterleave4x4Kernel.h" |
| #include "arm_compute/core/NEON/kernels/NEGEMMTranspose1xWKernel.h" |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/runtime/NEON/functions/NEGEMM.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| #include "tests/NEON/Accessor.h" |
| #include "tests/NEON/Helper.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets/LargeGEMMDataset.h" |
| #include "tests/datasets/SmallGEMMDataset.h" |
| #include "tests/datasets/TinyGEMMDataset.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/GEMMFixture.h" |
| #include "tests/validation/fixtures/GEMMInterleave4x4Fixture.h" |
| #include "tests/validation/fixtures/GEMMTranspose1xWFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| constexpr AbsoluteTolerance<float> tolerance_f(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
| constexpr AbsoluteTolerance<float> tolerance_q(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for fixed point data types */ |
| |
| /** CNN data types */ |
| const auto CNNDataTypes = framework::dataset::make("DataType", |
| { |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| DataType::F16, |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| DataType::F32, |
| DataType::QS8, |
| DataType::QS16, |
| }); |
| |
| const auto data_interleave = framework::dataset::make("M", 8, 12) * framework::dataset::make("N", 8, 12); |
| const auto data_transpose = framework::dataset::make("M", 8, 14) * framework::dataset::make("N", 7, 14); |
| |
| } // namespace |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(GEMM) |
| |
| TEST_SUITE(TRANSPOSE_1XW) |
| using NEGEMMTranspose1xW = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 4>; |
| using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, float>; |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::F32)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QS8) |
| using NEGEMMTranspose1xW = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 16>; |
| using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixedPointFixture<Tensor, Accessor, NEGEMMTranspose1xW, int8_t>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * |
| framework::dataset::make("DataType", DataType::QS8) |
| * framework::dataset::make("FractionalBits", 1, 7)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QS16) |
| using NEGEMMTranspose1xW = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 8>; |
| using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixedPointFixture<Tensor, Accessor, NEGEMMTranspose1xW, int16_t>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * |
| framework::dataset::make("DataType", DataType::QS16) |
| * framework::dataset::make("FractionalBits", 1, 14)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() // TRANSPOSE_1XW |
| |
| TEST_SUITE(INTERLEAVE_4X4) |
| using NEGEMMInterleave4x4 = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMInterleave4x4Kernel, 4>; |
| |
| TEST_SUITE(FP32) |
| using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, float>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::F32)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QS8) |
| using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture<Tensor, Accessor, NEGEMMInterleave4x4, int8_t>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * |
| framework::dataset::make("DataType", DataType::QS8) |
| * framework::dataset::make("FractionalBits", 1, 7)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QS16) |
| using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture<Tensor, Accessor, NEGEMMInterleave4x4, int16_t>; |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * |
| framework::dataset::make("DataType", DataType::QS16) |
| * framework::dataset::make("FractionalBits", 1, 14)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() // INTERLEAVE_4X4 |
| |
| DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(framework::dataset::concat(datasets::SmallGEMMDataset(), datasets::LargeGEMMDataset()), CNNDataTypes), |
| shape_a, shape_b, shape_c, output_shape, alpha, beta, data_type) |
| { |
| // Set fixed point position data type allowed |
| const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0; |
| |
| // Create tensors |
| Tensor a = create_tensor<Tensor>(shape_a, data_type, 1, fixed_point_position); |
| Tensor b = create_tensor<Tensor>(shape_b, data_type, 1, fixed_point_position); |
| Tensor c = create_tensor<Tensor>(shape_c, data_type, 1, fixed_point_position); |
| Tensor dst = create_tensor<Tensor>(output_shape, data_type, 1, fixed_point_position); |
| |
| ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS); |
| ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS); |
| ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS); |
| ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| |
| // Create and configure function |
| NEGEMM gemm; |
| gemm.configure(&a, &b, &c, &dst, alpha, beta); |
| |
| //TODO(COMPMID-415): Validate valid region |
| } |
| |
| template <typename T> |
| using NEGEMMFixture = GEMMValidationFixture<Tensor, Accessor, NEGEMM, T>; |
| |
| TEST_SUITE(Float) |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", |
| DataType::F16))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f); |
| } |
| TEST_SUITE_END() |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f); |
| } |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| |
| template <typename T> |
| using NEGEMMFixedPointFixture = GEMMValidationFixedPointFixture<Tensor, Accessor, NEGEMM, T>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QS8) |
| FIXTURE_DATA_TEST_CASE(RunTiny, NEGEMMFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::TinyGEMMDataset(), |
| framework::dataset::make("DataType", |
| DataType::QS8)), |
| framework::dataset::make("FractionalBits", 1, 7))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_q); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SmallGEMMDataset(), |
| framework::dataset::make("DataType", |
| DataType::QS8)), |
| framework::dataset::make("FractionalBits", 1, 7))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_q); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QS16) |
| FIXTURE_DATA_TEST_CASE(RunTiny, NEGEMMFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::TinyGEMMDataset(), |
| framework::dataset::make("DataType", |
| DataType::QS16)), |
| framework::dataset::make("FractionalBits", 1, 14))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_q); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SmallGEMMDataset(), |
| framework::dataset::make("DataType", |
| DataType::QS16)), |
| framework::dataset::make("FractionalBits", 1, 14))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_q); |
| } |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |