tests/validation/NEON/Upsample.cpp

/*
 * Copyright (c) 2018-2020 ARM Limited.
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#include "arm_compute/core/Types.h"
#include "arm_compute/runtime/NEON/functions/NEUpsampleLayer.h"
#include "tests/NEON/Accessor.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/UpsampleLayerFixture.h"

namespace arm_compute
{
namespace test
{
namespace validation
{
TEST_SUITE(NEON)
TEST_SUITE(UpsampleLayer)

DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, (combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32))),
               input_shape, data_type)
{
    InterpolationPolicy policy = InterpolationPolicy::NEAREST_NEIGHBOR;
    Size2D              info   = Size2D(2, 2);

    // Create tensors
    Tensor src = create_tensor<Tensor>(input_shape, data_type, 1);
    Tensor dst;

    ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
    ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);

    // Create and configure function
    NEUpsampleLayer upsample;
    upsample.configure(&src, &dst, info, policy);

    // Validate valid region
    const ValidRegion src_valid_region = shape_to_valid_region(src.info()->tensor_shape());
    const ValidRegion dst_valid_region = shape_to_valid_region(dst.info()->tensor_shape());

    validate(src.info()->valid_region(), src_valid_region);
    validate(dst.info()->valid_region(), dst_valid_region);
}

// *INDENT-OFF*
// clang-format off
DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
    framework::dataset::make("InputInfo", { TensorInfo(TensorShape(10U, 10U, 2U), 1, DataType::F32), // Mismatching data type
                                            TensorInfo(TensorShape(10U, 10U, 2U), 1, DataType::F32), // Invalid output shape
                                            TensorInfo(TensorShape(10U, 10U, 2U), 1, DataType::F32), // Invalid stride
                                            TensorInfo(TensorShape(10U, 10U, 2U), 1, DataType::F32), // Invalid policy
                                            TensorInfo(TensorShape(32U, 32U), 1, DataType::F32),
                                          }),
    framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(20U, 20U, 2U), 1, DataType::F16),
                                            TensorInfo(TensorShape(20U, 10U, 2U), 1, DataType::F32),
                                            TensorInfo(TensorShape(20U, 20U, 2U), 1, DataType::F32),
                                            TensorInfo(TensorShape(20U, 20U, 2U), 1, DataType::F32),
                                            TensorInfo(TensorShape(64U, 64U), 1, DataType::F32),
                                          })),
    framework::dataset::make("PadInfo", { Size2D(2, 2),
                                          Size2D(2, 2),
                                          Size2D(1, 1),
                                          Size2D(2, 2),
                                          Size2D(2, 2),
                                           })),
   framework::dataset::make("UpsamplingPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR,
                                                  InterpolationPolicy::NEAREST_NEIGHBOR,
                                                  InterpolationPolicy::NEAREST_NEIGHBOR,
                                                  InterpolationPolicy::BILINEAR,
                                                  InterpolationPolicy::NEAREST_NEIGHBOR,
                                                })),
    framework::dataset::make("Expected", { false, false, false, false, true })),
    input_info, output_info, pad_info, policy, expected)
{
    bool is_valid = bool(NEUpsampleLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pad_info, policy));
    ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
}
// clang-format on
// *INDENT-ON*

template <typename T>
using NEUpsampleLayerFixture = UpsampleLayerFixture<Tensor, Accessor, NEUpsampleLayer, T>;

template <typename T>
using NEUpsampleLayerQuantizedFixture = UpsampleLayerQuantizedFixture<Tensor, Accessor, NEUpsampleLayer, T>;

TEST_SUITE(Float)
TEST_SUITE(FP32)
FIXTURE_DATA_TEST_CASE(RunSmall, NEUpsampleLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
                                                                                                                   framework::dataset::make("DataType", DataType::F32)),
                                                                                                                   framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
                                                                                                                   framework::dataset::make("PadInfo", { Size2D(2, 2) })),
                                                                                                           framework::dataset::make("UpsamplingPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // FP32

#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)
FIXTURE_DATA_TEST_CASE(RunSmall, NEUpsampleLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
                                                                                                                  framework::dataset::make("DataType",
                                                                                                                          DataType::F16)),
                                                                                                                  framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
                                                                                                                  framework::dataset::make("PadInfo", { Size2D(2, 2) })),
                                                                                                          framework::dataset::make("UpsamplingPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // FP16
#endif           /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
TEST_SUITE_END() // Float

TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)
FIXTURE_DATA_TEST_CASE(RunSmall, NEUpsampleLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
                                                                                                                      framework::dataset::make("DataType", DataType::QASYMM8)),
                                                                                                                      framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
                                                                                                                      framework::dataset::make("PadInfo", { Size2D(2, 2) })),
                                                                                                                      framework::dataset::make("UpsamplingPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })),
                                                                                                                      framework::dataset::make("QuantizationInfo", QuantizationInfo(2.f / 255.f, 10))))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // QASYMM8
TEST_SUITE(QASYMM8_SIGNED)
FIXTURE_DATA_TEST_CASE(RunSmall, NEUpsampleLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
                                                                                                                     framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
                                                                                                                     framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
                                                                                                                     framework::dataset::make("PadInfo", { Size2D(2, 2) })),
                                                                                                                     framework::dataset::make("UpsamplingPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })),
                                                                                                                     framework::dataset::make("QuantizationInfo", QuantizationInfo(2.f / 255.f, 10))))
{
    // Validate output
    validate(Accessor(_target), _reference);
}
TEST_SUITE_END() // QASYMM8_SIGNED
TEST_SUITE_END() // Quantized

TEST_SUITE_END() // UpsampleLayer
TEST_SUITE_END() // NEON

} // namespace validation
} // namespace test
} // namespace arm_compute