tests/validation/NEON/GEMM.cpp

/*
 * Copyright (c) 2017, 2018 ARM Limited.
 *
 * SPDX-License-Identifier: MIT
 *
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 * 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.
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 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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#include "arm_compute/core/NEON/kernels/NEGEMMInterleave4x4Kernel.h"
#include "arm_compute/core/NEON/kernels/NEGEMMTranspose1xWKernel.h"
#include "arm_compute/core/Types.h"
#include "arm_compute/runtime/NEON/functions/NEGEMM.h"
#include "arm_compute/runtime/Tensor.h"
#include "arm_compute/runtime/TensorAllocator.h"
#include "tests/NEON/Accessor.h"
#include "tests/NEON/Helper.h"
#include "tests/PaddingCalculator.h"
#include "tests/datasets/LargeGEMMDataset.h"
#include "tests/datasets/SmallGEMMDataset.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"
#include "tests/validation/fixtures/GEMMInterleave4x4Fixture.h"
#include "tests/validation/fixtures/GEMMTranspose1xWFixture.h"

namespace arm_compute
{
namespace test
{
namespace validation
{
namespace
{
constexpr AbsoluteTolerance<float> tolerance_f(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */
constexpr AbsoluteTolerance<float> tolerance_q(1.0f);   /**< Tolerance value for comparing reference's output against implementation's output for fixed point data types */

/** CNN data types */
const auto CNNDataTypes = framework::dataset::make("DataType",
{
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
    DataType::F16,
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
    DataType::F32,
    DataType::QS8,
    DataType::QS16,
});

const auto data_interleave = framework::dataset::make("M", 8, 12) * framework::dataset::make("N", 8, 12);
const auto data_transpose  = framework::dataset::make("M", 8, 14) * framework::dataset::make("N", 7, 14);

} // namespace

TEST_SUITE(NEON)
TEST_SUITE(GEMM)

TEST_SUITE(TRANSPOSE_1XW)
using NEGEMMTranspose1xW        = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 4>;
using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, float>;
TEST_SUITE(FP32)
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::F32))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // FP32

TEST_SUITE(Quantized)
TEST_SUITE(QS8)
using NEGEMMTranspose1xW        = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 16>;
using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixedPointFixture<Tensor, Accessor, NEGEMMTranspose1xW, int8_t>;
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose *
                       framework::dataset::make("DataType", DataType::QS8)
                       * framework::dataset::make("FractionalBits", 1, 7))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END()

TEST_SUITE(QS16)
using NEGEMMTranspose1xW        = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 8>;
using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixedPointFixture<Tensor, Accessor, NEGEMMTranspose1xW, int16_t>;
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose *
                       framework::dataset::make("DataType", DataType::QS16)
                       * framework::dataset::make("FractionalBits", 1, 14))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END()

TEST_SUITE_END()

TEST_SUITE_END() // TRANSPOSE_1XW

TEST_SUITE(INTERLEAVE_4X4)
using NEGEMMInterleave4x4 = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMInterleave4x4Kernel, 4>;

TEST_SUITE(FP32)
using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, float>;
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::F32))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // FP32

TEST_SUITE(Quantized)
TEST_SUITE(QS8)
using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture<Tensor, Accessor, NEGEMMInterleave4x4, int8_t>;
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave *
                       framework::dataset::make("DataType", DataType::QS8)
                       * framework::dataset::make("FractionalBits", 1, 7))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END()

TEST_SUITE(QS16)
using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture<Tensor, Accessor, NEGEMMInterleave4x4, int16_t>;
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave *
                       framework::dataset::make("DataType", DataType::QS16)
                       * framework::dataset::make("FractionalBits", 1, 14))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END()

TEST_SUITE_END()

TEST_SUITE_END() // INTERLEAVE_4X4

DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(framework::dataset::concat(datasets::SmallGEMMDataset(), datasets::LargeGEMMDataset()), CNNDataTypes),
               shape_a, shape_b, shape_c, output_shape, alpha, beta, data_type)
{
    // Set fixed point position data type allowed
    const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0;

    // Create tensors
    Tensor a   = create_tensor<Tensor>(shape_a, data_type, 1, fixed_point_position);
    Tensor b   = create_tensor<Tensor>(shape_b, data_type, 1, fixed_point_position);
    Tensor c   = create_tensor<Tensor>(shape_c, data_type, 1, fixed_point_position);
    Tensor dst = create_tensor<Tensor>(output_shape, data_type, 1, fixed_point_position);

    ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS);
    ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS);
    ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS);
    ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);

    // Create and configure function
    NEGEMM gemm;
    gemm.configure(&a, &b, &c, &dst, alpha, beta);

    //TODO(COMPMID-415): Validate valid region
}

template <typename T>
using NEGEMMFixture = GEMMValidationFixture<Tensor, Accessor, NEGEMM, T>;

TEST_SUITE(Float)
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F16)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_f);
}
FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType",
                                                                                               DataType::F16)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_f);
}
TEST_SUITE_END()
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */

TEST_SUITE(FP32)
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_f);
}
FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F32)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_f);
}
TEST_SUITE_END()
TEST_SUITE_END()

template <typename T>
using NEGEMMFixedPointFixture = GEMMValidationFixedPointFixture<Tensor, Accessor, NEGEMM, T>;

TEST_SUITE(Quantized)
TEST_SUITE(QS8)
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(),
                                                                                                                     framework::dataset::make("DataType",
                                                                                                                             DataType::QS8)),
                                                                                                             framework::dataset::make("FractionalBits", 1, 7)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_q);
}
FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(),
                                                                                                                   framework::dataset::make("DataType",
                                                                                                                           DataType::QS8)),
                                                                                                           framework::dataset::make("FractionalBits", 1, 7)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_q);
}
TEST_SUITE_END()

TEST_SUITE(QS16)
FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(),
                                                                                                                      framework::dataset::make("DataType",
                                                                                                                              DataType::QS16)),
                                                                                                              framework::dataset::make("FractionalBits", 1, 14)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_q);
}
FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(),
                                                                                                                    framework::dataset::make("DataType",
                                                                                                                            DataType::QS16)),
                                                                                                            framework::dataset::make("FractionalBits", 1, 14)))
{
    // Validate output
    validate(Accessor(_target), _reference, tolerance_q);
}
TEST_SUITE_END()
TEST_SUITE_END()

TEST_SUITE_END()
TEST_SUITE_END()
} // namespace validation
} // namespace test
} // namespace arm_compute