/* * Copyright (c) 2017 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 "AssetsLibrary.h" #include "Globals.h" #include "NEON/Accessor.h" #include "TypePrinter.h" #include "Utils.h" #include "dataset/GEMMDataset.h" #include "validation/Datasets.h" #include "validation/Reference.h" #include "validation/Validation.h" #include "arm_compute/core/Helpers.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 "boost_wrapper.h" #include #include using namespace arm_compute; using namespace arm_compute::test; using namespace arm_compute::test::validation; namespace { const float tolerance_f32 = 1e-03f; /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ const float tolerance_q = 1.0f; /**< Tolerance value for comparing reference's output against implementation's output for fixed point data types */ Tensor compute_gemm(const TensorShape &src_shape1, const TensorShape &src_shape2, const TensorShape &src_shape3, const TensorShape &out_shape, float alpha, float beta, DataType dt, int fixed_point_position = 0) { // Create tensors Tensor src1 = create_tensor(src_shape1, dt, 1, fixed_point_position); Tensor src2 = create_tensor(src_shape2, dt, 1, fixed_point_position); Tensor src3 = create_tensor(src_shape3, dt, 1, fixed_point_position); Tensor dst = create_tensor(out_shape, dt, 1, fixed_point_position); // Create and configure function NEGEMM gemm; gemm.configure(&src1, &src2, &src3, &dst, alpha, beta); // Allocate tensors src1.allocator()->allocate(); src2.allocator()->allocate(); src3.allocator()->allocate(); dst.allocator()->allocate(); BOOST_TEST(!src1.info()->is_resizable()); BOOST_TEST(!src2.info()->is_resizable()); BOOST_TEST(!src3.info()->is_resizable()); BOOST_TEST(!dst.info()->is_resizable()); // Fill tensors if(dt == DataType::F16 || dt == DataType::F32) { std::uniform_real_distribution<> distribution(-1.0f, 1.0f); library->fill(Accessor(src1), distribution, 0); library->fill(Accessor(src2), distribution, 1); library->fill(Accessor(src3), distribution, 2); } else { library->fill_tensor_uniform(Accessor(src1), 0); library->fill_tensor_uniform(Accessor(src2), 1); library->fill_tensor_uniform(Accessor(src3), 2); } // Compute function gemm.run(); return dst; } } // namespace #ifndef DOXYGEN_SKIP_THIS BOOST_AUTO_TEST_SUITE(NEON) BOOST_AUTO_TEST_SUITE(GEMM) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(Configuration, SmallGEMMDataset() * boost::unit_test::data::make({ DataType::F32, DataType::QS8, DataType::QS16 }), gemm_set, dt) { // Set fixed point position data type allowed int fixed_point_position = (dt == DataType::F32) ? 0 : 3; // Create tensors Tensor src1 = create_tensor(gemm_set.shape_a, dt, 1, fixed_point_position); Tensor src2 = create_tensor(gemm_set.shape_b, dt, 1, fixed_point_position); Tensor src3 = create_tensor(gemm_set.shape_c, dt, 1, fixed_point_position); Tensor dst = create_tensor(gemm_set.shape_d, dt, 1, fixed_point_position); BOOST_TEST(src1.info()->is_resizable()); BOOST_TEST(src2.info()->is_resizable()); BOOST_TEST(src3.info()->is_resizable()); BOOST_TEST(dst.info()->is_resizable()); // Create and configure function NEGEMM gemm; gemm.configure(&src1, &src2, &src3, &dst, gemm_set.alpha, gemm_set.beta); // Validate valid region const ValidRegion src1_valid_region = shape_to_valid_region(gemm_set.shape_a); const ValidRegion src2_valid_region = shape_to_valid_region(gemm_set.shape_b); const ValidRegion src3_valid_region = shape_to_valid_region(gemm_set.shape_c); const ValidRegion dst_valid_region = shape_to_valid_region(gemm_set.shape_d); validate(src1.info()->valid_region(), src1_valid_region); validate(src2.info()->valid_region(), src2_valid_region); validate(src3.info()->valid_region(), src3_valid_region); validate(dst.info()->valid_region(), dst_valid_region); } #ifdef ARM_COMPUTE_ENABLE_FP16 BOOST_AUTO_TEST_SUITE(Float16) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) BOOST_DATA_TEST_CASE(SmallGEMM, SmallGEMMDataset() * boost::unit_test::data::make(DataType::F16), gemm_set, dt) { // Compute reference RawTensor ref_dst = Reference::compute_reference_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Compute function Tensor dst = compute_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Validate output validate(Accessor(dst), ref_dst, tolerance_f32); } BOOST_AUTO_TEST_SUITE_END() #endif /* ARM_COMPUTE_ENABLE_FP16 */ BOOST_AUTO_TEST_SUITE(Float) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) BOOST_DATA_TEST_CASE(SmallGEMM, SmallGEMMDataset() * boost::unit_test::data::make(DataType::F32), gemm_set, dt) { // Compute reference RawTensor ref_dst = Reference::compute_reference_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Compute function Tensor dst = compute_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Validate output validate(Accessor(dst), ref_dst, tolerance_f32); } BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(LargeGEMM, LargeGEMMDataset() * boost::unit_test::data::make(DataType::F32), gemm_set, dt) { // Compute reference RawTensor ref_dst = Reference::compute_reference_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Compute function Tensor dst = compute_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt); // Validate output validate(Accessor(dst), ref_dst, tolerance_f32); } BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE(Quantized) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) BOOST_DATA_TEST_CASE(SmallGEMM, SmallGEMMDataset() * boost::unit_test::data::make({ DataType::QS8, DataType::QS16 }) * boost::unit_test::data::xrange(1, 7), gemm_set, dt, fixed_point_position) { // Compute reference RawTensor ref_dst = Reference::compute_reference_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt, fixed_point_position); // Compute function Tensor dst = compute_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt, fixed_point_position); // Validate output validate(Accessor(dst), ref_dst, tolerance_q); } BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(LargeGEMM, LargeGEMMDataset() * boost::unit_test::data::make({ DataType::QS8, DataType::QS16 }) * boost::unit_test::data::xrange(1, 7), gemm_set, dt, fixed_point_position) { // Compute reference RawTensor ref_dst = Reference::compute_reference_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt, fixed_point_position); // Compute function Tensor dst = compute_gemm(gemm_set.shape_a, gemm_set.shape_b, gemm_set.shape_c, gemm_set.shape_d, gemm_set.alpha, gemm_set.beta, dt, fixed_point_position); // Validate output validate(Accessor(dst), ref_dst, tolerance_q); } BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE_END() #endif /* DOXYGEN_SKIP_THIS */