| /* |
| * Copyright (c) 2018-2019 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/CLGEMMMatrixMultiplyReshapedKernel.h" |
| #include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" |
| #include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" |
| #include "arm_compute/core/KernelDescriptors.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 CLGEMMReshapeLHSMatrixKernel |
| using CLGEMMReshapeLHSMatrix = CLSynthetizeFunction<CLGEMMReshapeLHSMatrixKernel>; |
| |
| // Create function for CLGEMMReshapeRHSMatrixKernel |
| using CLGEMMReshapeRHSMatrix = CLSynthetizeFunction<CLGEMMReshapeRHSMatrixKernel>; |
| |
| // Create function for CLGEMMMatrixMultiplyReshapedKernel |
| using CLGEMMMatrixMultiplyReshaped = CLSynthetizeFunction<CLGEMMMatrixMultiplyReshapedKernel>; |
| |
| // Fixture for CLGEMMMatrixMultiplyReshaped |
| template <typename T> |
| using CLGEMMMatrixMultiplyReshapedFixture = GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>; |
| |
| // Fixture for CLGEMMMatrixMultiplyReshaped mixed precision |
| template <typename T> |
| using CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture = |
| GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped, true>; |
| |
| // Fixture for CLGEMMMatrixMultiplyReshaped3D |
| template <typename T> |
| using CLGEMMMatrixMultiplyReshaped3DFixture = GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>; |
| |
| // Fixture for CLGEMMMatrixMultiplyReshaped3D mixed precision |
| template <typename T> |
| using CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture = |
| GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped, true>; |
| |
| namespace |
| { |
| // *INDENT-OFF* |
| // clang-format off |
| RelativeTolerance<float> rel_tolerance_f32(0.001f); |
| constexpr float abs_tolerance_f32(0.0001f); |
| |
| RelativeTolerance<float> rel_tolerance_f16_mixed_precision(0.001f); |
| constexpr float abs_tolerance_f16_mixed_precision(0.01f); |
| |
| RelativeTolerance<float> rel_tolerance_f16(0.001f); |
| constexpr float abs_tolerance_f16(0.01f); |
| |
| /** 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); |
| |
| /** Activation values to test */ |
| const auto act_values = framework::dataset::make("Activation", |
| { |
| ActivationLayerInfo(), |
| ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), |
| }); |
| |
| /** Alpha values to test - Precommit */ |
| const auto a_values_precommit = framework::dataset::make("alpha", {-0.75f} ); |
| |
| /** Beta values to test - Precommit */ |
| const auto beta_values_precommit = framework::dataset::make("beta", {-0.35f} ); |
| |
| /** M0 values to test - Precommit */ |
| const auto m0_values_precommit = framework::dataset::make("M0", { 4 }); |
| |
| /** N0 values to test - Precommit */ |
| const auto n0_values_precommit = framework::dataset::make("N0", { 4 }); |
| |
| /** K0 values to test - Precommit */ |
| const auto k0_values_precommit = framework::dataset::make("K0", { 4 }); |
| |
| /** V0 values to test - Precommit */ |
| const auto v0_values_precommit = framework::dataset::make("V0", 1, 3); |
| |
| /** H0 values to test - Precommit */ |
| const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); |
| |
| /** Alpha values to test - Nightly */ |
| const auto a_values_nightly = framework::dataset::make("alpha", {1.0f} ); |
| |
| /** Beta values to test - Nightly */ |
| const auto beta_values_nightly = framework::dataset::make("beta", {1.0f} ); |
| |
| /** M0 values to test - Nightly */ |
| const auto m0_values_nightly = framework::dataset::make("M0", { 2, 3, 4, 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 }); |
| |
| /** V0 values to test - Nightly */ |
| const auto v0_values_nightly = framework::dataset::make("V0", 1, 4); |
| |
| /** H0 values to test - Nightly */ |
| const auto h0_values_nightly = framework::dataset::make("H0", 1, 4); |
| |
| /** Interleave values to test with LHS matrix */ |
| const auto i_values_lhs = framework::dataset::make("interleave_lhs", { true, false }); |
| |
| /** Interleave values to test with RHS matrix */ |
| const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false }); |
| |
| /** Broadcast bias from vector to matrix */ |
| const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", { false, true } ); |
| |
| /** LHS transposed values */ |
| const auto lhs_transpose_values = framework::dataset::make("lhs_transpose", { false, true } ); |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(GEMMMatrixMultiplyReshaped) |
| TEST_SUITE(Float) |
| TEST_SUITE(FP32) |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values_precommit), |
| beta_values_precommit), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values_nightly), |
| beta_values_nightly), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values_precommit), |
| beta_values_precommit), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F32)), |
| a_values_nightly), |
| beta_values_nightly), |
| lhs_transpose_values), |
| act_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, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_precommit), |
| beta_values_precommit), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_nightly), |
| beta_values_nightly), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_precommit), |
| beta_values_precommit), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_nightly), |
| beta_values_nightly), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| } |
| TEST_SUITE_END() // FP16 |
| |
| TEST_SUITE(MixedPrecision) |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_precommit), |
| beta_values_precommit), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_nightly), |
| beta_values_nightly), |
| broadcast_bias_values), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture<half>, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_precommit), |
| h0_values_precommit), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_precommit), |
| beta_values_precommit), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture<half>, framework::DatasetMode::NIGHTLY, |
| combine(combine(combine(combine(combine(combine(combine(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), |
| v0_values_nightly), |
| h0_values_nightly), |
| i_values_lhs), |
| i_values_rhs), |
| framework::dataset::make("DataType", DataType::F16)), |
| a_values_nightly), |
| beta_values_nightly), |
| lhs_transpose_values), |
| act_values)) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| } |
| TEST_SUITE_END() // MixedPrecision |
| TEST_SUITE_END() // Float |
| TEST_SUITE_END() // GEMMMatrixMultiplyReshaped |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |