tests/validation/NEON/FuseBatchNormalization.cpp

/*
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#include "arm_compute/runtime/NEON/functions/NEFuseBatchNormalization.h"
#include "tests/Globals.h"
#include "tests/NEON/Accessor.h"
#include "tests/datasets/ShapeDatasets.h"
#include "tests/framework/Macros.h"
#include "tests/framework/datasets/Datasets.h"
#include "tests/validation/Validation.h"
#include "tests/validation/fixtures/FuseBatchNormalizationFixture.h"

namespace arm_compute
{
namespace test
{
namespace validation
{
namespace
{
AbsoluteTolerance<float> absolute_tolerance_f32(0.001f);
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
AbsoluteTolerance<float> absolute_tolerance_f16(0.2f);
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
} // namespace

template <typename T>
using NEFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture<Tensor, Accessor, NEFuseBatchNormalization, 4, T>;
template <typename T>
using NEFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture<Tensor, Accessor, NEFuseBatchNormalization, 3, T>;

// *INDENT-OFF*
// clang-format off

/** Shapes to test - Precommit */
const auto shape_conv_values_precommit = concat(datasets::Small4DShapes(), datasets::Small3DShapes());

/** Shapes to test - Nightly */
const auto shape_conv_values_nightly = concat(datasets::Large4DShapes(), datasets::Large3DShapes());

/** Data layout to test */
const auto data_layout_values = framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW });

/** In-place flags to test */
const auto in_place_values = framework::dataset::make("InPlace", { true, false });

/** With bias flags to test */
const auto with_bias_values = framework::dataset::make("WithBias", { true, false });

/** With gamma flags to test */
const auto with_gamma_values = framework::dataset::make("WithGamma", { true, false });

/** With beta flags to test */
const auto with_beta_values = framework::dataset::make("WithBeta", { true, false });

TEST_SUITE(NEON)
TEST_SUITE(FuseBatchNormalization)
TEST_SUITE(Convolution)
TEST_SUITE(Float)
TEST_SUITE(FP32)
FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::PRECOMMIT,
                                        combine(combine(combine(combine(combine(combine(
                                                        shape_conv_values_precommit,
                                                        framework::dataset::make("DataType", { DataType::F32 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
}

FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::NIGHTLY,
                                        combine(combine(combine(combine(combine(combine(
                                                        shape_conv_values_nightly,
                                                        framework::dataset::make("DataType", { DataType::F32 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
}
TEST_SUITE_END() // FP32
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)
FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::PRECOMMIT,
                                        combine(combine(combine(combine(combine(combine(
                                                        shape_conv_values_precommit,
                                                        framework::dataset::make("DataType", { DataType::F16 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
}

FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::NIGHTLY,
                                        combine(combine(combine(combine(combine(combine(
                                                        shape_conv_values_nightly,
                                                        framework::dataset::make("DataType", { DataType::F16 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
}
TEST_SUITE_END() // FP16
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
TEST_SUITE_END() // Float
TEST_SUITE_END() // Convolution
TEST_SUITE(DepthwiseConvolution)
TEST_SUITE(Float)
TEST_SUITE(FP32)
FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::PRECOMMIT,
                                        combine(combine(combine(combine(combine(combine(
                                                        datasets::Small3DShapes(),
                                                        framework::dataset::make("DataType", { DataType::F32 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
}

FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::NIGHTLY,
                                        combine(combine(combine(combine(combine(combine(
                                                        datasets::Large3DShapes(),
                                                        framework::dataset::make("DataType", { DataType::F32 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
}

TEST_SUITE_END() // FP32
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)
FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::PRECOMMIT,
                                        combine(combine(combine(combine(combine(combine(
                                                        datasets::Small3DShapes(),
                                                        framework::dataset::make("DataType", { DataType::F16 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
}

FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::NIGHTLY,
                                        combine(combine(combine(combine(combine(combine(
                                                        datasets::Large3DShapes(),
                                                        framework::dataset::make("DataType", { DataType::F16 })),
                                                        data_layout_values),
                                                        in_place_values),
                                                        with_bias_values),
                                                        with_gamma_values),
                                                        with_beta_values))
{
    // Validate outputs
    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
}

TEST_SUITE_END() // FP16
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
TEST_SUITE_END() // Float
TEST_SUITE_END() // DepthwiseConvolution
TEST_SUITE_END() // FuseBatchNormalization
TEST_SUITE_END() // Neon
} // namespace validation
} // namespace test
} // namespace arm_compute