diff options
Diffstat (limited to 'tests/validation/NEON/Scale.cpp')
| -rw-r--r-- | tests/validation/NEON/Scale.cpp | 167 |
1 files changed, 143 insertions, 24 deletions
diff --git a/tests/validation/NEON/Scale.cpp b/tests/validation/NEON/Scale.cpp index 9a1e9b01b3..f1209a21ac 100644 --- a/tests/validation/NEON/Scale.cpp +++ b/tests/validation/NEON/Scale.cpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2017-2020 Arm Limited. + * Copyright (c) 2017-2023 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -22,16 +22,10 @@ * SOFTWARE. */ #include "arm_compute/core/Helpers.h" -#include "arm_compute/core/Types.h" #include "arm_compute/runtime/NEON/functions/NEScale.h" -#include "arm_compute/runtime/Tensor.h" -#include "arm_compute/runtime/TensorAllocator.h" #include "tests/NEON/Accessor.h" -#include "tests/PaddingCalculator.h" #include "tests/datasets/ScaleValidationDataset.h" -#include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" -#include "tests/validation/Helpers.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/ScaleFixture.h" @@ -50,8 +44,8 @@ using datasets::ScaleSamplingPolicySet; using datasets::ScaleAlignCornersSamplingPolicySet; /** We consider vector size in byte 64 since the maximum size of - * a vector used by @ref NEScaleKernel is currently 64-byte (float32x4x4). - * There are possibility to reduce test time further by using + * a vector used by the kernel is currently 64-byte (float32x4x4). + * There is possibility to reduce test time further by using * smaller vector sizes for different data types where applicable. */ constexpr uint32_t vector_byte = 64; @@ -62,25 +56,31 @@ constexpr uint32_t num_elements_per_vector() return vector_byte / sizeof(T); } -/** Scale data types */ -const auto ScaleDataTypes = framework::dataset::make("DataType", +/** Quantization information data set */ +const auto QuantizationInfoSet = framework::dataset::make("QuantizationInfo", { - DataType::U8, - DataType::S16, - DataType::F32, + QuantizationInfo(0.5f, -10), }); /** Quantization information data set */ -const auto QuantizationInfoSet = framework::dataset::make("QuantizationInfo", +const auto InputQuantizationInfoSet = framework::dataset::make("InputQuantizationInfo", { QuantizationInfo(0.5f, -10), }); +/** Quantization information data set */ +const auto OutputQuantizationInfoSet = framework::dataset::make("OutputQuantizationInfo", +{ + QuantizationInfo(0.2f, 20), +}); + /** Tolerance */ constexpr AbsoluteTolerance<uint8_t> tolerance_u8(1); +constexpr AbsoluteTolerance<int8_t> tolerance_s8(1); constexpr AbsoluteTolerance<int16_t> tolerance_s16(1); RelativeTolerance<float> tolerance_f32(0.05); #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC +constexpr float abs_tolerance_f16(0.01f); RelativeTolerance<half> tolerance_f16(half(0.1)); #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ @@ -94,9 +94,8 @@ TEST_SUITE(Validate) /** Validate test suite is to test ARM_COMPUTE_RETURN_ON_* macros * we use to check the validity of given arguments in @ref NEScale - * and subsequent call to @ref NEScaleKernel. * Since this is using validate() of @ref NEScale, which pre-adjust - * arguments for @ref NEScaleKernel, the following conditions in + * arguments for the kernel, the following conditions in * the kernel are not currently tested. * - The same input and output * - Data type of offset, dx and dy @@ -156,8 +155,6 @@ TEST_CASE(SupportDataType, framework::DatasetMode::ALL) { DataType::BFLOAT16, false }, #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC { DataType::F16, true }, -#else // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC - { DataType::F16, false }, #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC { DataType::F32, true }, { DataType::F64, false }, @@ -317,11 +314,18 @@ DATA_TEST_CASE(CheckNoPaddingInterpAREA, framework::DatasetMode::ALL, combine(co template <typename T> using NEScaleFixture = ScaleValidationFixture<Tensor, Accessor, NEScale, T>; template <typename T> +using NEScaleMixedDataLayoutFixture = ScaleValidationFixture<Tensor, Accessor, NEScale, T, true>; +template <typename T> using NEScaleQuantizedFixture = ScaleValidationQuantizedFixture<Tensor, Accessor, NEScale, T>; +template <typename T> +using NEScaleDifferentOutputQuantizedFixture = ScaleValidationDifferentOutputQuantizedFixture<Tensor, Accessor, NEScale, T>; +template <typename T> +using NEScaleQuantizedMixedDataLayoutFixture = ScaleValidationQuantizedFixture<Tensor, Accessor, NEScale, T, true>; TEST_SUITE(Float) TEST_SUITE(FP32) -const auto f32_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<float>())), framework::dataset::make("DataType", DataType::F32)); +const auto f32_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<float>())), framework::dataset::make("DataType", DataType::F32)); +const auto f32_shape_nhwc = combine(datasets::Small3DShapes(), framework::dataset::make("DataType", DataType::F32)); FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f32_shape, ScaleSamplingPolicySet)) { //Create valid region @@ -331,6 +335,15 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<float>, framework::DatasetMode:: // Validate output validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); } +FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEScaleMixedDataLayoutFixture<float>, framework::DatasetMode::PRECOMMIT, ASSEMBLE_DATASET(f32_shape, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); +} FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f32_shape, ScaleAlignCornersSamplingPolicySet)) { //Create valid region @@ -340,10 +353,38 @@ FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<float>, framework::D // Validate output validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); } +FIXTURE_DATA_TEST_CASE(RunMediumNHWC, NEScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_NHWC_DATASET(f32_shape_nhwc, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); +} +FIXTURE_DATA_TEST_CASE(RunMediumMixedDataLayoutNHWC, NEScaleMixedDataLayoutFixture<float>, framework::DatasetMode::PRECOMMIT, ASSEMBLE_NHWC_DATASET(f32_shape_nhwc, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); +} +FIXTURE_DATA_TEST_CASE(RunMediumAlignCornersNHWC, NEScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_NHWC_DATASET(f32_shape_nhwc, ScaleAlignCornersSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32); +} TEST_SUITE_END() // FP32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(FP16) -const auto f16_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<half>())), framework::dataset::make("DataType", DataType::F16)); +const auto f16_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<half>())), framework::dataset::make("DataType", DataType::F16)); +const auto f16_shape_nhwc = combine(datasets::Small3DShapes(), framework::dataset::make("DataType", DataType::F16)); FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f16_shape, ScaleSamplingPolicySet)) { //Create valid region @@ -351,7 +392,7 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<half>, framework::DatasetMode::A const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output - validate(Accessor(_target), _reference, valid_region, tolerance_f16); + validate(Accessor(_target), _reference, valid_region, tolerance_f16, 0.0f, abs_tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f16_shape, ScaleAlignCornersSamplingPolicySet)) { @@ -360,7 +401,34 @@ FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<half>, framework::Da const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); // Validate output - validate(Accessor(_target), _reference, valid_region, tolerance_f16); + validate(Accessor(_target), _reference, valid_region, tolerance_f16, 0.0f, abs_tolerance_f16); +} +FIXTURE_DATA_TEST_CASE(RunMediumNHWC, NEScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_NHWC_DATASET(f16_shape_nhwc, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f16, 0.0f, abs_tolerance_f16); +} +FIXTURE_DATA_TEST_CASE(RunMediumMixedDataLayoutNHWC, NEScaleMixedDataLayoutFixture<half>, framework::DatasetMode::PRECOMMIT, ASSEMBLE_NHWC_DATASET(f16_shape_nhwc, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f16, 0.0f, abs_tolerance_f16); +} +FIXTURE_DATA_TEST_CASE(RunMediumAlignCornersNHWC, NEScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_NHWC_DATASET(f16_shape_nhwc, ScaleAlignCornersSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_f16, 0.0f, abs_tolerance_f16); } TEST_SUITE_END() // FP16 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ @@ -388,6 +456,27 @@ FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<uint8_t>, framework: validate(Accessor(_target), _reference, valid_region, tolerance_u8); } TEST_SUITE_END() // U8 +TEST_SUITE(S8) +const auto s8_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<int8_t>())), framework::dataset::make("DataType", DataType::S8)); +FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<int8_t>, framework::DatasetMode::ALL, ASSEMBLE_S8_DATASET(s8_shape, ScaleSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_s8); +} +FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleFixture<int8_t>, framework::DatasetMode::ALL, ASSEMBLE_S8_DATASET(s8_shape, ScaleAlignCornersSamplingPolicySet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_s8); +} +TEST_SUITE_END() // S8 TEST_SUITE(S16) const auto s16_shape = combine((SCALE_SHAPE_DATASET(num_elements_per_vector<int16_t>())), framework::dataset::make("DataType", DataType::S16)); FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleFixture<int16_t>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(s16_shape, ScaleSamplingPolicySet)) @@ -423,6 +512,26 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleQuantizedFixture<uint8_t>, framework::Da // Validate output validate(Accessor(_target), _reference, valid_region, tolerance_u8); } +FIXTURE_DATA_TEST_CASE(RunSmallDifferentOutputQuantization, NEScaleDifferentOutputQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, + ASSEMBLE_DIFFERENTLY_QUANTIZED_DATASET(qasymm8_shape, ScaleSamplingPolicySet, InputQuantizationInfoSet, OutputQuantizationInfoSet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_u8); +} +FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEScaleQuantizedMixedDataLayoutFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_shape, ScaleSamplingPolicySet, + QuantizationInfoSet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_u8); +} FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_shape, ScaleAlignCornersSamplingPolicySet, QuantizationInfoSet)) { @@ -446,6 +555,16 @@ FIXTURE_DATA_TEST_CASE(RunSmall, NEScaleQuantizedFixture<int8_t>, framework::Dat // Validate output validate(Accessor(_target), _reference, valid_region, tolerance_qasymm8_signed); } +FIXTURE_DATA_TEST_CASE(RunSmallDifferentOutputQuantization, NEScaleDifferentOutputQuantizedFixture<int8_t>, framework::DatasetMode::ALL, + ASSEMBLE_DIFFERENTLY_QUANTIZED_DATASET(qasymm8_signed_shape, ScaleSamplingPolicySet, InputQuantizationInfoSet, OutputQuantizationInfoSet)) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(Accessor(_target), _reference, valid_region, tolerance_qasymm8_signed); +} FIXTURE_DATA_TEST_CASE(RunSmallAlignCorners, NEScaleQuantizedFixture<int8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_signed_shape, ScaleAlignCornersSamplingPolicySet, QuantizationInfoSet)) { @@ -460,7 +579,7 @@ TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // Quantized TEST_SUITE_END() // Scale -TEST_SUITE_END() // NEON +TEST_SUITE_END() // Neon } // namespace validation } // namespace test } // namespace arm_compute |