| /* |
| * Copyright (c) 2022 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 "src/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel.h" |
| #include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/CL/Helper.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::opencl::kernels; |
| |
| // Create function for ClGemmReshapeRhsMatrixKernel |
| using CLGEMMReshapeRHSMatrix = CLSynthetizeOperator<ClGemmReshapeRhsMatrixKernel>; |
| |
| // Create function for ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel |
| using CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL = CLSynthetizeOperator<ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel>; |
| |
| // Fixture for CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL |
| template <typename T> |
| using CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture = GEMMMatrixMultiplyReshapedOnlyRhsMMULValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL>; |
| |
| namespace |
| { |
| // *INDENT-OFF* |
| // clang-format off |
| RelativeTolerance<float> rel_tolerance_f32(0.001f); |
| constexpr float abs_tolerance_f32(0.0001f); |
| RelativeTolerance<half_float::half> rel_tolerance_f16(half_float::half(0.001f)); |
| constexpr float abs_tolerance_f16(0.3f); |
| |
| /** Alpha values to test - Precommit */ |
| const auto a_values = framework::dataset::make("alpha", {1.0f, 0.75f} ); |
| |
| /** Beta values to test - Precommit */ |
| const auto beta_values = framework::dataset::make("beta", {0.0f, -0.75f} ); |
| |
| /** M values to test */ |
| const auto m_values = framework::dataset::make("M", {49}); |
| |
| /** N values to test */ |
| const auto n_values = framework::dataset::make("N", {257}); |
| |
| /** K values to test */ |
| /** The test case requires this to be multiple of 4*/ |
| const auto k_values = framework::dataset::make("K", {192}); |
| |
| /** Batch size values to test */ |
| const auto b_values = framework::dataset::make("batch_size", {1, 2}); |
| |
| /** Activation values to test */ |
| const auto act_values = framework::dataset::make("Activation", |
| { |
| ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ELU), |
| }); |
| |
| /** M0 values to test - Precommit */ |
| const auto m0_values_precommit = framework::dataset::make("M0", { 1, 2, 4 }); |
| |
| /** N0 values to test - Precommit */ |
| const auto n0_values_precommit = framework::dataset::make("N0", { 4, 8 }); |
| |
| /** K0 values to test - Precommit */ |
| const auto k0_values_precommit = framework::dataset::make("K0", { 1 }); |
| |
| /** Broadcast bias from vector to matrix */ |
| const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", { false, true } ); |
| |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(GEMMMatrixMultiplyReshapedOnlyRhsMMUL) |
| TEST_SUITE(Float) |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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("ExportToCLImage", false)), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values), |
| beta_values), |
| broadcast_bias_values), |
| act_values)) |
| { |
| // Validate output |
| if(validate_result) |
| { |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| } |
| else |
| { |
| ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); |
| framework::ARM_COMPUTE_PRINT_INFO(); |
| } |
| } |
| |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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("ExportToCLImage", false)), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values), |
| beta_values), |
| broadcast_bias_values), |
| act_values)) |
| { |
| // Validate output |
| if(validate_result) |
| { |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| else |
| { |
| ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); |
| framework::ARM_COMPUTE_PRINT_INFO(); |
| } |
| } |
| TEST_SUITE_END() // FP16 |
| |
| TEST_SUITE(ExportToCLImage) |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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("ExportToCLImage", true)), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values), |
| beta_values), |
| broadcast_bias_values), |
| act_values)) |
| { |
| // Validate output |
| if(validate_result) |
| { |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| } |
| else |
| { |
| ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); |
| framework::ARM_COMPUTE_PRINT_INFO(); |
| } |
| } |
| |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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("ExportToCLImage", true)), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values), |
| beta_values), |
| broadcast_bias_values), |
| act_values)) |
| { |
| // Validate output |
| if(validate_result) |
| { |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| else |
| { |
| ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); |
| framework::ARM_COMPUTE_PRINT_INFO(); |
| } |
| } |
| TEST_SUITE_END() // FP16 |
| TEST_SUITE_END() // ExportToCLImage |
| TEST_SUITE_END() // Float |
| TEST_SUITE_END() // GEMMMatrixMultiplyReshapedOnlyRhsMMUL |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |