From b3204e76712b8f66218affdd4ad44ec221c6dcb6 Mon Sep 17 00:00:00 2001 From: giuros01 Date: Mon, 1 Apr 2019 13:50:22 +0100 Subject: COMPMID-2093: Implement CLGEMMNative Change-Id: I347130f6b5ae8d08b7c5c101b523b158565874a1 Signed-off-by: giuros01 Reviewed-on: https://review.mlplatform.org/c/1114 Comments-Addressed: Arm Jenkins Reviewed-by: Gian Marco Iodice Tested-by: Arm Jenkins --- tests/validation/CL/GEMMMatrixMultiplyNative.cpp | 305 +++++++++++++++++++++++ 1 file changed, 305 insertions(+) create mode 100644 tests/validation/CL/GEMMMatrixMultiplyNative.cpp (limited to 'tests/validation/CL/GEMMMatrixMultiplyNative.cpp') diff --git a/tests/validation/CL/GEMMMatrixMultiplyNative.cpp b/tests/validation/CL/GEMMMatrixMultiplyNative.cpp new file mode 100644 index 0000000000..c7c390353a --- /dev/null +++ b/tests/validation/CL/GEMMMatrixMultiplyNative.cpp @@ -0,0 +1,305 @@ +/* + * Copyright (c) 2019 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/CL/kernels/CLGEMMMatrixMultiplyNativeKernel.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/CLTensorAllocator.h" +#include "tests/CL/CLAccessor.h" +#include "tests/CL/Helper.h" +#include "tests/PaddingCalculator.h" +#include "tests/datasets/ShapeDatasets.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" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +using namespace arm_compute::misc::shape_calculator; + +// Create function for CLGEMMMatrixMultiplyNativeKernel +using CLGEMMMatrixMultiplyNative = CLSynthetizeFunction; + +// Fixture for CLGEMMMatrixMultiplyNative +template +using CLGEMMMatrixMultiplyNativeFixture = GEMMMatrixMultiplyNativeValidationFixture; + +// Fixture for CLGEMMMatrixMultiplyNative3D +template +using CLGEMMMatrixMultiplyNative3DFixture = GEMMMatrixMultiplyNative3DValidationFixture; + +namespace +{ +// *INDENT-OFF* +// clang-format off +RelativeTolerance rel_tolerance_f32(0.001f); +constexpr float abs_tolerance_f32(0.0001f); + +RelativeTolerance rel_tolerance_f16(half(0.2)); +constexpr float tolerance_num_f16 = 0.02f; + +/** Alpha values to test - Precommit */ +const auto a_values = framework::dataset::make("alpha", {1.0f, -0.75f} ); + +/** M values to test */ +const auto m_values = framework::dataset::make("M", 37); + +/** M_W values to test */ +const auto m_w_values = framework::dataset::make("M_W", 5); + +/** M_H values to test */ +const auto m_h_values = framework::dataset::make("M_H", 7); + +/** N values to test */ +const auto n_values = framework::dataset::make("N", 51); + +/** K values to test */ +const auto k_values = framework::dataset::make("K", 23); + +/** Batch size values to test */ +const auto b_values = framework::dataset::make("batch_size", 1, 3); + +/** M0 values to test - Precommit */ +const auto m0_values_precommit = framework::dataset::make("M0", {4, 6}); + +/** N0 values to test - Precommit */ +const auto n0_values_precommit = framework::dataset::make("N0", { 2, 4 }); + +/** K0 values to test - Precommit */ +const auto k0_values_precommit = framework::dataset::make("K0", { 4 }); + +/** H0 values to test - Precommit */ +const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); + +/** M0 values to test - Nightly */ +const auto m0_values_nightly = framework::dataset::make("M0", 1, 8); + +/** N0 values to test - Nightly */ +const auto n0_values_nightly = framework::dataset::make("N0", { 2, 3, 4, 8 }); + +/** K0 values to test - Nightly */ +const auto k0_values_nightly = framework::dataset::make("K0", { 2, 3, 4, 8 }); + +/** Configuration test */ +void validate_configuration(unsigned int m_value, unsigned int n_value, unsigned int k_value, unsigned int b_value, unsigned int m0_value, unsigned int n0_value, unsigned int k0_value, DataType data_type) +{ + const unsigned int M = m_value; + const unsigned int N = n_value; + const unsigned int K = k_value; + + GEMMLHSMatrixInfo lhs_info; + lhs_info.m0 = m0_value; + lhs_info.k0 = k0_value; + + GEMMRHSMatrixInfo rhs_info; + rhs_info.n0 = n0_value; + rhs_info.k0 = k0_value; + + GEMMReshapeInfo gemm_info(M, N, K); + + const TensorShape lhs_shape(K, M, b_value); + const TensorShape rhs_shape(N, K, b_value); + + const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape, 1, data_type), + TensorInfo(rhs_shape, 1, data_type), + gemm_info); + + // Create tensors + CLTensor lhs = create_tensor(lhs_shape, data_type); + CLTensor rhs = create_tensor(rhs_shape, data_type); + CLTensor dst = create_tensor(dst_shape, data_type); + + ARM_COMPUTE_EXPECT(lhs.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(rhs.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Create and configure function + CLGEMMMatrixMultiplyNative gemm; + gemm.configure(&lhs, &rhs, &dst, 1.0f, lhs_info, rhs_info, gemm_info); +} +} // namespace + +TEST_SUITE(CL) +TEST_SUITE(GEMMMatrixMultiplyNative) +TEST_SUITE(Float) +TEST_SUITE(FP32) +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine( + m_values, + n_values), + k_values), + framework::dataset::make("batch_size", 1)), + m0_values_precommit), + n0_values_precommit), + k0_values_precommit), +m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value) +{ + validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, DataType::F32); +} + +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(combine( + m_values, + n_values), + k_values), + b_values), + m0_values_precommit), + n0_values_precommit), + k0_values_precommit), + framework::dataset::make("DataType", DataType::F32)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(combine( + m_values, + n_values), + k_values), + b_values), + m0_values_nightly), + n0_values_nightly), + k0_values_nightly), + framework::dataset::make("DataType", DataType::F32)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); +} + +FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(combine(combine( + m_w_values, + m_h_values), + n_values), + k_values), + b_values), + m0_values_precommit), + n0_values_precommit), + k0_values_precommit), + framework::dataset::make("DataType", DataType::F32)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); +} + +FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(combine(combine( + m_w_values, + m_h_values), + n_values), + k_values), + b_values), + m0_values_nightly), + n0_values_nightly), + k0_values_nightly), + framework::dataset::make("DataType", DataType::F32)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); +} +TEST_SUITE_END() // FP32 + +TEST_SUITE(FP16) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(combine( + m_values, + n_values), + k_values), + b_values), + m0_values_precommit), + n0_values_precommit), + k0_values_precommit), + framework::dataset::make("DataType", DataType::F16)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(combine( + m_values, + n_values), + k_values), + b_values), + m0_values_nightly), + n0_values_nightly), + k0_values_nightly), + framework::dataset::make("DataType", DataType::F16)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); +} + +FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(combine(combine( + m_w_values, + m_h_values), + n_values), + k_values), + b_values), + m0_values_precommit), + n0_values_precommit), + k0_values_precommit), + framework::dataset::make("DataType", DataType::F16)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); +} + +FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(combine(combine( + m_w_values, + m_h_values), + n_values), + k_values), + b_values), + m0_values_nightly), + n0_values_nightly), + k0_values_nightly), + framework::dataset::make("DataType", DataType::F16)), + a_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); +} +TEST_SUITE_END() // FP16 +TEST_SUITE_END() // Float +TEST_SUITE_END() // GEMMMatrixMulipltyNative +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute -- cgit v1.2.1