tests/validation/CL/WeightsReshape.cpp

/*
 * Copyright (c) 2018-2020 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
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 * The above copyright notice and this permission notice shall be included in all
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#include "arm_compute/core/Types.h"
#include "src/core/CL/kernels/CLWeightsReshapeKernel.h"
#include "tests/CL/CLAccessor.h"
#include "tests/CL/Helper.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/WeightsReshapeFixture.h"

namespace arm_compute
{
namespace test
{
namespace validation
{
TEST_SUITE(CL)
TEST_SUITE(WeightsReshape)

using CLWeightsReshape = CLSynthetizeFunction<CLWeightsReshapeKernel>;

/** Validate tests
 *
 * A series of validation tests on configurations which according to the API specification
 * the function should fail against.
 *
 * Checks performed in order:
 *     - Mismachting data type: bias need to has same data type as input
 *     - Mismachting data type: output need to has same data type as input
 *     - Bias only supports FP32/FP16
 *     - num_groups != 1 is only supported for NCHW data layout
 *     - Bias' shape need to match input's shape.
 */
DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
                                                                      framework::dataset::make("InputInfo",
{
    TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32),                   // Mismatching data type
    TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32),                   // Mismatching data type
    TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::QASYMM8),               // Bias only supports FP32/FP16
    TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32, DataLayout::NHWC), // num_groups != 1 is only supported for NCHW data layout
    TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32),               // Bias' shape need to match input's shape
    TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32),               // Bias' shape need to match input's shape
}),
framework::dataset::make("BiasesInfo",
{
    TensorInfo(TensorShape(4U), 1, DataType::F16),
    TensorInfo(TensorShape(4U), 1, DataType::F32),
    TensorInfo(TensorShape(4U), 1, DataType::QASYMM8),
    TensorInfo(TensorShape(4U), 1, DataType::F32),
    TensorInfo(TensorShape(4U, 3U), 1, DataType::F32),
    TensorInfo(TensorShape(3U, 4U), 1, DataType::F32),
})),
framework::dataset::make("OutputInfo",
{
    TensorInfo(TensorShape(4U, 19U), 1, DataType::F32),
    TensorInfo(TensorShape(4U, 19U), 1, DataType::F16),
    TensorInfo(TensorShape(4U, 19U), 1, DataType::QASYMM8),
    TensorInfo(TensorShape(4U, 19U), 1, DataType::F32),
    TensorInfo(TensorShape(4U, 19U), 1, DataType::F32),
    TensorInfo(TensorShape(4U, 19U), 1, DataType::F32),
})),
framework::dataset::make("NumGroups", { 1, 1, 1, 2, 1, 2 })),
framework::dataset::make("Expected", { false, false, false, false, false, false })),
input_info, biases_info, output_info, num_groups, expected)
{
    bool status = bool(CLWeightsReshape::validate(&input_info, &biases_info, &output_info, num_groups));
    ARM_COMPUTE_EXPECT(status == expected, framework::LogLevel::ERRORS);
}

template <typename T>
using CLWeightsReshapeFixture = WeightsReshapeValidationFixture<CLTensor, CLAccessor, CLWeightsReshape, T>;

TEST_SUITE(Float)
FIXTURE_DATA_TEST_CASE(FP32, CLWeightsReshapeFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(3U, 3U, 48U, 120U) }),
                                                                                                                  framework::dataset::make("DataType", DataType::F32)),
                                                                                                          framework::dataset::make("HasBias", { true, false })),
                                                                                                  framework::dataset::make("NumGroups", { 1, 2 })))
{
    // Validate output
    validate(CLAccessor(_target), _reference);
}

FIXTURE_DATA_TEST_CASE(FP16, CLWeightsReshapeFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(13U, 13U, 96U, 240U) }),
                                                                                                                 framework::dataset::make("DataType", DataType::F16)),
                                                                                                         framework::dataset::make("HasBias", { true, false })),
                                                                                                 framework::dataset::make("NumGroups", { 3, 4 })))
{
    // Validate output
    validate(CLAccessor(_target), _reference);
}

FIXTURE_DATA_TEST_CASE(BFloat16, CLWeightsReshapeFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(9U, 9U, 96U, 240U) }),
                                                                                                                     framework::dataset::make("DataType", DataType::BFLOAT16)),
                                                                                                             framework::dataset::make("HasBias", { false })),
                                                                                                     framework::dataset::make("NumGroups", { 3, 4 })))
{
    // Validate output
    validate(CLAccessor(_target), _reference);
}

TEST_SUITE_END()

TEST_SUITE(Quantized)
FIXTURE_DATA_TEST_CASE(QASYMM8, CLWeightsReshapeFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }),
                                                                                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
                                                                                                               framework::dataset::make("HasBias", { false })),
                                                                                                       framework::dataset::make("NumGroups", { 1, 2 })))
{
    // Validate output
    validate(CLAccessor(_target), _reference);
}

FIXTURE_DATA_TEST_CASE(QASYMM8_SIGNED, CLWeightsReshapeFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }),
                                                                                                                      framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
                                                                                                                      framework::dataset::make("HasBias", { false })),
                                                                                                              framework::dataset::make("NumGroups", { 1, 2 })))
{
    // Validate output
    validate(CLAccessor(_target), _reference);
}
TEST_SUITE_END()

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