tests/validation/CL/GEMMMatrixMultiplyReshapedOnlyRhsMMUL.cpp

/*
 * Copyright (c) 2022 Arm Limited.
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 * SPDX-License-Identifier: MIT
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#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