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/*
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* Copyright (c) 2017-2021 Arm Limited.
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*
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* SPDX-License-Identifier: MIT
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to
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* deal in the Software without restriction, including without limitation the
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* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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* sell copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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#include "arm_compute/core/Rounding.h"
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#include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h"
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#include "tests/NEON/Accessor.h"
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#include "tests/PaddingCalculator.h"
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#include "tests/datasets/ConvertPolicyDataset.h"
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#include "tests/datasets/ShapeDatasets.h"
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#include "tests/framework/Macros.h"
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#include "tests/validation/Validation.h"
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#include "tests/validation/fixtures/PixelWiseMultiplicationFixture.h"
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namespace arm_compute
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{
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namespace test
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{
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namespace validation
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{
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namespace
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{
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const float scale_unity = 1.f;
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const float scale_255 = 1.f / 255.f;
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const float scale_other = 1.f / 32768.f;
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constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit quantized asymmetric data types */
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constexpr AbsoluteTolerance<float> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit quantized symmetric data types */
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const auto PixelWiseMultiplicationQSYMM16QuantDataset = combine(combine(
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framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) }),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) }));
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const auto PixelWiseMultiplicationQASYMM8QuantDataset = combine(combine(
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framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 32768.f, 0) }),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 32768.f, 0) }));
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const auto PixelWiseMultiplicationQASYMM8QuantInPlaceDataset = combine(combine(
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framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 32768.f, 10) }),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(5.f / 32768.f, 10) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 10) }));
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const auto PixelWiseMultiplicationPolicySTNUDataset = combine(
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE }),
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framework::dataset::make("RoundingPolicy", { RoundingPolicy::TO_NEAREST_UP }));
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const auto PixelWiseMultiplicationPolicySTZDataset = combine(
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE }),
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framework::dataset::make("RoundingPolicy", { RoundingPolicy::TO_ZERO }));
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/** Tests for in-place computation
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* With current interface storing TensorInfo with quantization information
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* in the kernel, it is difficult to have different tensor metadata
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* (e.g., quantization information, data type, different shape for broadcasting)
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* when an input is used as the output of the computation.
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* So, the following dataset for in-place computation is used only when
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* the exact same input and output Tensor object makes sense
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* (i.e., all the tensor metadata is the same) whereas if output is
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* expected to have either different quantization information, data type
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* or different shape we are not testing in-place computation.
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*/
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const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
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const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
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#define DEFAULT_VALIDATE validate(Accessor(_target), _reference);
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#define VALIDATE(TYPE, TOLERANCE) validate(Accessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f);
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#define WRAP_VALIDATE(TYPE, TOLERANCE) validate_wrap(Accessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f);
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// *INDENT-OFF*
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// clang-format off
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#define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, DT3, SCALE, RP, INPLACE_DATASET, VALIDATE) \
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FIXTURE_DATA_TEST_CASE(TEST_NAME, NEPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \
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combine(combine(combine(combine(combine(combine(combine( \
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datasets::SHAPES, \
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framework::dataset::make("DataType1", DataType::DT1)), \
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framework::dataset::make("DataType2", DataType::DT2)), \
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framework::dataset::make("DataType3", DataType::DT3)), \
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framework::dataset::make("Scale", std::move(SCALE))), \
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datasets::ConvertPolicies()), \
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framework::dataset::make("RoundingPolicy", RoundingPolicy::RP)), \
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(INPLACE_DATASET))) \
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{ \
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VALIDATE \
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}
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// *INDENT-ON*
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// clang-format on
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} // namespace
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using NEPixelWiseMultiplicationQASYMM8Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t>;
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using NEPixelWiseMultiplicationQASYMM8SignedFixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int8_t, int8_t>;
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using NEPixelWiseMultiplicationQSYMM16Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int16_t, int16_t>;
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using NEPixelWiseMultiplicationQSYMM16ToS32Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int16_t, int16_t, int32_t>;
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template <typename T>
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using NEPixelWiseMultiplicationToU8Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, uint8_t>;
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template <typename T>
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using NEPixelWiseMultiplicationToS16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, int16_t>;
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template <typename T>
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using NEPixelWiseMultiplicationToS32Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, int32_t>;
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template <typename T>
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using NEPixelWiseMultiplicationToF16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, half_float::half>;
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template <typename T>
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using NEPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, float>;
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using NEPixelWiseMultiplicationU8U8ToS16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t, int16_t>;
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template <typename T>
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using NEPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, T>;
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using NEPixelWiseMultiplicationBroadcastQASYMM8Fixture = PixelWiseMultiplicationBroadcastValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t>;
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using NEPixelWiseMultiplicationBroadcastQASYMM8SignedFixture = PixelWiseMultiplicationBroadcastValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int8_t, int8_t>;
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TEST_SUITE(NEON)
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TEST_SUITE(PixelWiseMultiplication)
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// *INDENT-OFF*
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// clang-format off
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DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(
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framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //1 Ok
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //2 Ok
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), //3 Window shrink
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //4 Invalid scale
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //5 Invalid data type combination
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), //6 Mismatching shapes
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), //7 Mismatching data type
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //8 Mismatching data type
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //9 Ok
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //10 Mismatching data type
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //11 Mismatching data type
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //12 Ok
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //13 Quantized cannot do WRAP
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), //14 S32 does not support scale255
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}),
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framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
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TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32),
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})),
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framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32),
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})),
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framework::dataset::make("Scale",{ scale_unity,
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scale_unity,
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scale_unity,
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-1.f,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_unity,
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scale_255})),
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framework::dataset::make("OverflowPolicy",{
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::SATURATE,
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ConvertPolicy::WRAP,
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ConvertPolicy::WRAP,
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ConvertPolicy::SATURATE,
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ConvertPolicy::WRAP,
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ConvertPolicy::SATURATE,
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})),
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framework::dataset::make("Expected", { true, true, true, false, false, false, false, false, true , false, false, true, false, false})),
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input1_info, input2_info, output_info, scale, policy, expected)
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{
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bool has_error = bool(NEPixelWiseMultiplication::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), scale, policy, RoundingPolicy::TO_ZERO));
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ARM_COMPUTE_EXPECT(has_error == expected, framework::LogLevel::ERRORS);
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}
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// clang-format on
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// *INDENT-ON*
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TEST_SUITE(InPlaceValidate)
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TEST_CASE(SingleTensor, framework::DatasetMode::ALL)
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{
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const auto random_shape = TensorShape{ 9, 9 };
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const auto single_tensor_info = TensorInfo{ random_shape, 1, DataType::F32 };
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Status result = NEPixelWiseMultiplication::validate(&single_tensor_info, &single_tensor_info, &single_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO);
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ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
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}
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TEST_CASE(ValidBroadCast, framework::DatasetMode::ALL)
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{
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const auto larger_shape = TensorShape{ 27U, 13U, 2U };
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const auto smaller_shape = TensorShape{ 1U, 13U, 2U };
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const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 };
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const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 };
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Status result = NEPixelWiseMultiplication::validate(&larger_tensor_info, &smaller_tensor_info, &larger_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO);
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ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
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}
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TEST_CASE(InvalidBroadcastOutput, framework::DatasetMode::ALL)
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{
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const auto larger_shape = TensorShape{ 27U, 13U, 2U };
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const auto smaller_shape = TensorShape{ 1U, 13U, 2U };
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const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 };
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const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 };
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Status result = NEPixelWiseMultiplication::validate(&larger_tensor_info, &smaller_tensor_info, &smaller_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO);
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ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
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}
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TEST_CASE(InvalidBroadcastBoth, framework::DatasetMode::ALL)
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{
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const auto shape0 = TensorShape{ 9U, 9U };
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const auto shape1 = TensorShape{ 9U, 1U, 2U };
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const auto info0 = TensorInfo{ shape0, 1, DataType::F32 };
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const auto info1 = TensorInfo{ shape1, 1, DataType::F32 };
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Status result{};
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result = NEPixelWiseMultiplication::validate(&info0, &info1, &info0, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO);
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ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
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result = NEPixelWiseMultiplication::validate(&info0, &info1, &info1, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO);
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ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
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}
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TEST_SUITE_END() // InPlaceValidate
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TEST_SUITE(Quantized)
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TEST_SUITE(QASYMM8_SIGNED)
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TEST_SUITE(ScaleUnity)
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FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeIn2", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeOut", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("Scale", { scale_unity })),
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PixelWiseMultiplicationPolicySTZDataset),
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PixelWiseMultiplicationQASYMM8QuantDataset),
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OutOfPlaceDataSet))
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{
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// Validate output
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validate(Accessor(_target), _reference, tolerance_qasymm8);
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}
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FIXTURE_DATA_TEST_CASE(RunSmallInPlace, NEPixelWiseMultiplicationQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeIn2", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeOut", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("Scale", { scale_unity })),
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PixelWiseMultiplicationPolicySTZDataset),
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PixelWiseMultiplicationQASYMM8QuantInPlaceDataset),
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InPlaceDataSet))
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{
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// Validate output
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validate(Accessor(_target), _reference, tolerance_qasymm8);
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}
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TEST_SUITE_END() // ScaleUnity
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TEST_SUITE_END() // QASYMM8_SIGNED
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TEST_SUITE(QASYMM8)
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TEST_SUITE(Scale255)
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FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
|
|
|
framework::dataset::make("Scale", { scale_255 })),
|
|
|
PixelWiseMultiplicationPolicySTNUDataset),
|
|
|
PixelWiseMultiplicationQASYMM8QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qasymm8);
|
|
|
}
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
TEST_SUITE(ScaleUnity)
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|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
|
|
|
framework::dataset::make("Scale", { scale_unity })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQASYMM8QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qasymm8);
|
|
|
}
|
|
|
TEST_SUITE_END() // ScaleUnity
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|
|
TEST_SUITE(ScaleOther)
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|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
|
|
|
framework::dataset::make("Scale", { scale_other })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQASYMM8QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qasymm8);
|
|
|
}
|
|
|
TEST_SUITE_END() // ScaleOther
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|
|
TEST_SUITE(Broadcast)
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationBroadcastQASYMM8Fixture, framework::DatasetMode::ALL,
|
|
|
combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapesBroadcast(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
|
|
|
framework::dataset::make("Scale", { scale_other })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQASYMM8QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qasymm8);
|
|
|
}
|
|
|
FIXTURE_DATA_TEST_CASE(RunTinyInPlace, NEPixelWiseMultiplicationBroadcastQASYMM8Fixture, framework::DatasetMode::ALL,
|
|
|
combine(combine(combine(combine(combine(combine(combine(datasets::TinyShapesBroadcastInplace(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
|
|
|
framework::dataset::make("Scale", { scale_other })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQASYMM8QuantInPlaceDataset),
|
|
|
InPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qasymm8);
|
|
|
}
|
|
|
TEST_SUITE_END() // Broadcast
|
|
|
TEST_SUITE_END() // QASYMM8
|
|
|
TEST_SUITE(QSYMM16)
|
|
|
TEST_SUITE(Scale255)
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QSYMM16)),
|
|
|
framework::dataset::make("Scale", { scale_255 })),
|
|
|
PixelWiseMultiplicationPolicySTNUDataset),
|
|
|
PixelWiseMultiplicationQSYMM16QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qsymm16);
|
|
|
}
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QSYMM16)),
|
|
|
framework::dataset::make("Scale", { scale_unity })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQSYMM16QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qsymm16);
|
|
|
}
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::QSYMM16)),
|
|
|
framework::dataset::make("Scale", { scale_other })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQSYMM16QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference, tolerance_qsymm16);
|
|
|
}
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
TEST_SUITE_END() // QSYMM16
|
|
|
TEST_SUITE(QSYMM16toS32)
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16ToS32Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::S32)),
|
|
|
framework::dataset::make("Scale", { scale_unity })),
|
|
|
PixelWiseMultiplicationPolicySTZDataset),
|
|
|
PixelWiseMultiplicationQSYMM16QuantDataset),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference);
|
|
|
}
|
|
|
TEST_SUITE_END() // QSYMM16toS32
|
|
|
TEST_SUITE_END() // Quantized
|
|
|
|
|
|
TEST_SUITE(U8U8toS16)
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::U8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::U8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::S16)),
|
|
|
framework::dataset::make("Scale", { scale_255 })),
|
|
|
datasets::ConvertPolicies()),
|
|
|
framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_UP)),
|
|
|
OutOfPlaceDataSet))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate_wrap(Accessor(_target), _reference, AbsoluteTolerance<int16_t>(1), 0.f);
|
|
|
}
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall1, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
|
|
|
framework::dataset::make("DataTypeIn1", DataType::U8)),
|
|
|
framework::dataset::make("DataTypeIn2", DataType::U8)),
|
|
|
framework::dataset::make("DataTypeOut", DataType::S16)),
|
|
|
framework::dataset::make("Scale", { scale_other })),
|
|
|
datasets::ConvertPolicies()),
|
|
|
framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_ZERO)),
|
|
|
framework::dataset::make("InPlace", { false })))
|
|
|
{
|
|
|
// Validate output
|
|
|
validate(Accessor(_target), _reference);
|
|
|
}
|
|
|
|
|
|
TEST_SUITE_END() // U8U8toS16
|
|
|
|
|
|
TEST_SUITE(U8toU8)
|
|
|
|
|
|
TEST_SUITE(Scale255)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(uint8_t, 1))
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
|
|
|
TEST_SUITE_END() // U8toU8
|
|
|
|
|
|
TEST_SUITE(U8toS16)
|
|
|
|
|
|
TEST_SUITE(Scale255)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_255, TO_NEAREST_UP, OutOfPlaceDataSet,
|
|
|
WRAP_VALIDATE(int16_t, 2))
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_unity, TO_ZERO, OutOfPlaceDataSet,
|
|
|
DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_other, TO_ZERO, OutOfPlaceDataSet,
|
|
|
DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
|
|
|
TEST_SUITE_END() // U8toS16
|
|
|
|
|
|
TEST_SUITE(S16toS16)
|
|
|
|
|
|
TEST_SUITE(Scale255)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(int16_t, 2))
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
|
|
|
TEST_SUITE_END() // S16toS16
|
|
|
|
|
|
TEST_SUITE(S32toS32)
|
|
|
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS32Fixture<int32_t>, ALL, SmallShapes(), S32, S32, S32, scale_unity, TO_ZERO, InPlaceDataSet, WRAP_VALIDATE(int32_t, 1))
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS32Fixture<int32_t>, ALL, SmallShapes(), S32, S32, S32, scale_other, TO_ZERO, InPlaceDataSet, WRAP_VALIDATE(int32_t, 1))
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
|
|
|
TEST_SUITE(Broadcast)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture<int32_t>, ALL, SmallShapesBroadcast(), S32, S32, S32, scale_unity, TO_ZERO, framework::dataset::make("InPlace", { false }),
|
|
|
WRAP_VALIDATE(int32_t, 1))
|
|
|
TEST_SUITE_END() // Broadcast
|
|
|
|
|
|
TEST_SUITE_END() // S32toS32
|
|
|
|
|
|
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
|
|
|
TEST_SUITE(F16toF16)
|
|
|
|
|
|
TEST_SUITE(Scale255)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture<half_float::half>, ALL, SmallShapes(), F16, F16, F16, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f))
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
|
|
|
TEST_SUITE_END() // F16toF16
|
|
|
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
|
|
|
|
|
|
TEST_SUITE(F32toF32)
|
|
|
|
|
|
TEST_SUITE(Scale255)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f))
|
|
|
TEST_SUITE_END() // Scale255
|
|
|
|
|
|
TEST_SUITE(ScaleUnity)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleUnity
|
|
|
|
|
|
TEST_SUITE(ScaleOther)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE)
|
|
|
TEST_SUITE_END() // ScaleOther
|
|
|
|
|
|
TEST_SUITE_END() // F32toF32
|
|
|
|
|
|
TEST_SUITE(Broadcast)
|
|
|
PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture<float>, ALL, SmallShapesBroadcast(), F32, F32, F32, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }),
|
|
|
VALIDATE(float, 1.f))
|
|
|
TEST_SUITE_END() // Broadcast
|
|
|
|
|
|
TEST_SUITE_END()
|
|
|
TEST_SUITE_END()
|
|
|
} // namespace validation
|
|
|
} // namespace test
|
|
|
} // namespace arm_compute
|
