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author | Gian Marco Iodice <gianmarco.iodice@arm.com> | 2017-06-23 13:38:14 +0100 |
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committer | Anthony Barbier <anthony.barbier@arm.com> | 2018-09-17 14:15:39 +0100 |
commit | 3a3066bf2b35deee0f29403d1a1b15590e4860c5 (patch) | |
tree | 814213532cb5b9bf90d427fb62d4860251bcfc1b /tests | |
parent | 94450f1fc91a89778354c2e1c07a328ba86d9cfc (diff) | |
download | ComputeLibrary-3a3066bf2b35deee0f29403d1a1b15590e4860c5.tar.gz |
COMPMID-411 - Port CLGEMM to support 8 bit fixed point
Change-Id: I6c8bd69ae9715e4d83d128b2162fc15aa5561afb
Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78804
Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
Diffstat (limited to 'tests')
-rw-r--r-- | tests/validation/CL/GEMM.cpp | 203 |
1 files changed, 203 insertions, 0 deletions
diff --git a/tests/validation/CL/GEMM.cpp b/tests/validation/CL/GEMM.cpp new file mode 100644 index 0000000000..84d65bd061 --- /dev/null +++ b/tests/validation/CL/GEMM.cpp @@ -0,0 +1,203 @@ +/* + * 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 "CL/CLAccessor.h" +#include "CL/Helper.h" +#include "Globals.h" +#include "TensorLibrary.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/CL/functions/CLGEMM.h" +#include "arm_compute/runtime/Tensor.h" +#include "arm_compute/runtime/TensorAllocator.h" + +#include "boost_wrapper.h" + +#include <random> +#include <string> + +using namespace arm_compute; +using namespace arm_compute::test; +using namespace arm_compute::test::cl; +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_qs8 = 1.0f; /**< Tolerance value for comparing reference's output against implementation's output for DataType::QS8 */ + +CLTensor 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 + CLTensor src1 = create_tensor(src_shape1, dt, 1, fixed_point_position); + CLTensor src2 = create_tensor(src_shape2, dt, 1, fixed_point_position); + CLTensor src3 = create_tensor(src_shape3, dt, 1, fixed_point_position); + CLTensor dst = create_tensor(out_shape, dt, 1, fixed_point_position); + + // Create and configure function + CLGEMM 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::F32) + { + std::uniform_real_distribution<> distribution(-1.0f, 1.0f); + library->fill(CLAccessor(src1), distribution, 0); + library->fill(CLAccessor(src2), distribution, 1); + library->fill(CLAccessor(src3), distribution, 2); + } + else + { + library->fill_tensor_uniform(CLAccessor(src1), 0); + library->fill_tensor_uniform(CLAccessor(src2), 1); + library->fill_tensor_uniform(CLAccessor(src3), 2); + } + + // Compute function + gemm.run(); + + return dst; +} +} // namespace + +#ifndef DOXYGEN_SKIP_THIS +BOOST_AUTO_TEST_SUITE(CL) +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 }), + gemm_set, dt) +{ + // Set fixed point position data type allowed + int fixed_point_position = (dt == DataType::F32) ? 0 : 3; + + // Create tensors + CLTensor src1 = create_tensor(gemm_set.shape_a, dt, 1, fixed_point_position); + CLTensor src2 = create_tensor(gemm_set.shape_b, dt, 1, fixed_point_position); + CLTensor src3 = create_tensor(gemm_set.shape_c, dt, 1, fixed_point_position); + CLTensor 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 + CLGEMM 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); +} + +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 + CLTensor 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(CLAccessor(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 + CLTensor 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(CLAccessor(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) * boost::unit_test::data::xrange(4, 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 + CLTensor 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(CLAccessor(dst), ref_dst, tolerance_qs8); +} + +BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) +BOOST_DATA_TEST_CASE(LargeGEMM, LargeGEMMDataset() * boost::unit_test::data::make(DataType::QS8) * boost::unit_test::data::xrange(4, 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 + CLTensor 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(CLAccessor(dst), ref_dst, tolerance_qs8); +} +BOOST_AUTO_TEST_SUITE_END() + +BOOST_AUTO_TEST_SUITE_END() +BOOST_AUTO_TEST_SUITE_END() +#endif |