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233 lines
11 KiB
233 lines
11 KiB
/*
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* Copyright (c) 2022 Arm Limited.
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*
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* SPDX-License-Identifier: MIT
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to
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* deal in the Software without restriction, including without limitation the
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* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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* sell copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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#include "src/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel.h"
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#include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h"
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#include "tests/CL/CLAccessor.h"
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#include "tests/CL/Helper.h"
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#include "tests/framework/Macros.h"
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#include "tests/framework/datasets/Datasets.h"
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#include "tests/validation/Validation.h"
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#include "tests/validation/fixtures/GEMMFixture.h"
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namespace arm_compute
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{
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namespace test
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{
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namespace validation
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{
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using namespace arm_compute::opencl::kernels;
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// Create function for ClGemmReshapeRhsMatrixKernel
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using CLGEMMReshapeRHSMatrix = CLSynthetizeOperator<ClGemmReshapeRhsMatrixKernel>;
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// Create function for ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel
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using CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL = CLSynthetizeOperator<ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel>;
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// Fixture for CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL
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template <typename T>
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using CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture = GEMMMatrixMultiplyReshapedOnlyRhsMMULValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL>;
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namespace
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{
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// *INDENT-OFF*
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// clang-format off
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RelativeTolerance<float> rel_tolerance_f32(0.001f);
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constexpr float abs_tolerance_f32(0.0001f);
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RelativeTolerance<half_float::half> rel_tolerance_f16(half_float::half(0.001f));
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constexpr float abs_tolerance_f16(0.3f);
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/** Alpha values to test - Precommit */
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const auto a_values = framework::dataset::make("alpha", {1.0f, 0.75f} );
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/** Beta values to test - Precommit */
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const auto beta_values = framework::dataset::make("beta", {0.0f, -0.75f} );
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/** M values to test */
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const auto m_values = framework::dataset::make("M", {49});
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/** N values to test */
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const auto n_values = framework::dataset::make("N", {257});
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/** K values to test */
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/** The test case requires this to be multiple of 4*/
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const auto k_values = framework::dataset::make("K", {192});
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/** Batch size values to test */
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const auto b_values = framework::dataset::make("batch_size", {1, 2});
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/** Activation values to test */
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const auto act_values = framework::dataset::make("Activation",
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{
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ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
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ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ELU),
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});
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/** M0 values to test - Precommit */
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const auto m0_values_precommit = framework::dataset::make("M0", { 1, 2, 4 });
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/** N0 values to test - Precommit */
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const auto n0_values_precommit = framework::dataset::make("N0", { 4, 8 });
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/** K0 values to test - Precommit */
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const auto k0_values_precommit = framework::dataset::make("K0", { 1 });
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/** Broadcast bias from vector to matrix */
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const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", { false, true } );
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} // namespace
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TEST_SUITE(CL)
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TEST_SUITE(GEMMMatrixMultiplyReshapedOnlyRhsMMUL)
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TEST_SUITE(Float)
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TEST_SUITE(FP32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<float>, framework::DatasetMode::ALL,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
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m_values,
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n_values),
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k_values),
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b_values),
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m0_values_precommit),
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n0_values_precommit),
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k0_values_precommit),
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framework::dataset::make("ExportToCLImage", false)),
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framework::dataset::make("DataType", DataType::F32)),
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a_values),
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beta_values),
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broadcast_bias_values),
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act_values))
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{
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// Validate output
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if(validate_result)
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{
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validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
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}
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else
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{
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ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped");
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framework::ARM_COMPUTE_PRINT_INFO();
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}
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}
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TEST_SUITE_END() // FP32
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TEST_SUITE(FP16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<half>, framework::DatasetMode::ALL,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
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m_values,
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n_values),
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k_values),
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b_values),
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m0_values_precommit),
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n0_values_precommit),
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k0_values_precommit),
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framework::dataset::make("ExportToCLImage", false)),
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framework::dataset::make("DataType", DataType::F16)),
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a_values),
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beta_values),
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broadcast_bias_values),
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act_values))
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{
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// Validate output
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if(validate_result)
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{
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validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
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}
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else
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{
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ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped");
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framework::ARM_COMPUTE_PRINT_INFO();
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}
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}
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TEST_SUITE_END() // FP16
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TEST_SUITE(ExportToCLImage)
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TEST_SUITE(FP32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<float>, framework::DatasetMode::ALL,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
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m_values,
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n_values),
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k_values),
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b_values),
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m0_values_precommit),
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n0_values_precommit),
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k0_values_precommit),
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framework::dataset::make("ExportToCLImage", true)),
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framework::dataset::make("DataType", DataType::F32)),
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a_values),
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beta_values),
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broadcast_bias_values),
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act_values))
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{
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// Validate output
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if(validate_result)
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{
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validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
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}
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else
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{
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ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped");
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framework::ARM_COMPUTE_PRINT_INFO();
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}
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}
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TEST_SUITE_END() // FP32
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TEST_SUITE(FP16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture<half>, framework::DatasetMode::ALL,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
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m_values,
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n_values),
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k_values),
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b_values),
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m0_values_precommit),
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n0_values_precommit),
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k0_values_precommit),
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framework::dataset::make("ExportToCLImage", true)),
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framework::dataset::make("DataType", DataType::F16)),
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a_values),
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beta_values),
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broadcast_bias_values),
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act_values))
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{
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// Validate output
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if(validate_result)
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{
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validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
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}
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else
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{
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ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped");
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framework::ARM_COMPUTE_PRINT_INFO();
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}
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}
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TEST_SUITE_END() // FP16
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TEST_SUITE_END() // ExportToCLImage
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TEST_SUITE_END() // Float
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TEST_SUITE_END() // GEMMMatrixMultiplyReshapedOnlyRhsMMUL
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TEST_SUITE_END() // CL
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} // namespace validation
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} // namespace test
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} // namespace arm_compute
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