| /* |
| * Copyright (c) 2017 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 |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #include "NEON/Accessor.h" |
| #include "PaddingCalculator.h" |
| #include "TypePrinter.h" |
| #include "Utils.h" |
| #include "tests/AssetsLibrary.h" |
| #include "tests/Globals.h" |
| #include "tests/validation_old/Datasets.h" |
| #include "tests/validation_old/Reference.h" |
| #include "tests/validation_old/Validation.h" |
| |
| #include "arm_compute/core/Helpers.h" |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| |
| #include "tests/validation_old/boost_wrapper.h" |
| |
| #include <random> |
| #include <string> |
| |
| using namespace arm_compute; |
| using namespace arm_compute::test; |
| using namespace arm_compute::test::validation; |
| |
| namespace |
| { |
| /** Compute Neon pixel-wise multiplication function. |
| * |
| * @param[in] shape Shape of the input and output tensors. |
| * @param[in] dt_in0 Data type of first input tensor. |
| * @param[in] dt_in1 Data type of second input tensor. |
| * @param[in] dt_out Data type of the output tensor. |
| * @param[in] scale Non-negative scale. |
| * @param[in] convert_policy Overflow policy of the operation. |
| * @param[in] rounding_policy Rounding policy of the operation. |
| * @param[in] fixed_point_position (Optional) Fixed point position that expresses the number of bits for the fractional part of the number. |
| * |
| * @return Computed output tensor. |
| */ |
| Tensor compute_pixel_wise_multiplication(const TensorShape &shape, DataType dt_in0, DataType dt_in1, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| int fixed_point_position = 0) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, dt_in0, 1, fixed_point_position); |
| Tensor src2 = create_tensor<Tensor>(shape, dt_in1, 1, fixed_point_position); |
| Tensor dst = create_tensor<Tensor>(shape, dt_out, 1, fixed_point_position); |
| |
| // Create and configure function |
| NEPixelWiseMultiplication multiply; |
| multiply.configure(&src1, &src2, &dst, scale, convert_policy, rounding_policy); |
| |
| // Allocate tensors |
| src1.allocator()->allocate(); |
| src2.allocator()->allocate(); |
| dst.allocator()->allocate(); |
| |
| BOOST_TEST(!src1.info()->is_resizable()); |
| BOOST_TEST(!src2.info()->is_resizable()); |
| BOOST_TEST(!dst.info()->is_resizable()); |
| |
| // Fill tensors |
| library->fill_tensor_uniform(Accessor(src1), 0); |
| library->fill_tensor_uniform(Accessor(src2), 1); |
| |
| // Compute function |
| multiply.run(); |
| |
| return dst; |
| } |
| |
| void validate_configuration(const Tensor &src1, const Tensor &src2, Tensor &dst, TensorShape shape, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy) |
| { |
| BOOST_TEST(src1.info()->is_resizable()); |
| BOOST_TEST(src2.info()->is_resizable()); |
| BOOST_TEST(dst.info()->is_resizable()); |
| |
| // Create and configure function |
| NEPixelWiseMultiplication multiply; |
| multiply.configure(&src1, &src2, &dst, scale, convert_policy, rounding_policy); |
| |
| // Validate valid region |
| const ValidRegion valid_region = shape_to_valid_region(shape); |
| validate(src1.info()->valid_region(), valid_region); |
| validate(src2.info()->valid_region(), valid_region); |
| validate(dst.info()->valid_region(), valid_region); |
| |
| // Validate padding |
| const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); |
| validate(src1.info()->padding(), padding); |
| validate(src2.info()->padding(), padding); |
| validate(dst.info()->padding(), padding); |
| } |
| } // namespace |
| |
| #ifndef DOXYGEN_SKIP_THIS |
| BOOST_AUTO_TEST_SUITE(NEON) |
| BOOST_AUTO_TEST_SUITE(PixelWiseMultiplication) |
| |
| BOOST_AUTO_TEST_SUITE(U8) |
| BOOST_AUTO_TEST_SUITE(Scale255) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, DataType::U8); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::U8); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::U8); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, DataType::U8, scale, convert_policy, |
| rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, |
| DataType::U8, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 1.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 1.f, 0.f, std::numeric_limits<uint8_t>::max()); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, DataType::U8, scale, convert_policy, |
| rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, |
| DataType::U8, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 1.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 1.f, 0.f, std::numeric_limits<uint8_t>::max()); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(ScaleOther) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) |
| * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, DataType::U8); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::U8); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::U8); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, DataType::U8, scale, convert_policy, |
| rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, |
| DataType::U8, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, DataType::U8, scale, convert_policy, |
| rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::U8, DataType::U8, |
| DataType::U8, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(S16) |
| BOOST_AUTO_TEST_SUITE(Scale255) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, dt); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::S16); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::S16); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 2.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 2.f, 0.f, std::numeric_limits<int16_t>::max()); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, |
| scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 2.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 2.f, 0.f, std::numeric_limits<int16_t>::max()); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(ScaleOther) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) |
| * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, dt); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::S16); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::S16); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }) * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, dt, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, DataType::S16, DataType::S16, |
| scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| #ifdef ARM_COMPUTE_ENABLE_FP16 |
| BOOST_AUTO_TEST_SUITE(F16) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::F16, DataType::F16, DataType::F16, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::F16, DataType::F16, DataType::F16, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 1.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 1.f, 0.f, std::numeric_limits<int16_t>::max()); |
| } |
| |
| BOOST_AUTO_TEST_SUITE_END() |
| #endif /* ARM_COMPUTE_ENABLE_FP16 */ |
| |
| BOOST_AUTO_TEST_SUITE(F32) |
| BOOST_AUTO_TEST_SUITE(Scale255) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, DataType::F32); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::F32); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::F32); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 1.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 1.f, 0.f, std::numeric_limits<int16_t>::max()); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * (1.f / 255.f) * ConvertPolicies() |
| * RoundingPolicy::TO_NEAREST_UP, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, |
| scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| // Allow tolerance value of 1.f to counteract imprecision due to 32-bit float conversion |
| validate(Accessor(dst), ref_dst, 1.f, 0.f, std::numeric_limits<int16_t>::max()); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(ScaleOther) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) |
| * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Create tensors |
| Tensor src1 = create_tensor<Tensor>(shape, DataType::F32); |
| Tensor src2 = create_tensor<Tensor>(shape, DataType::F32); |
| Tensor dst = create_tensor<Tensor>(shape, DataType::F32); |
| |
| validate_configuration(src1, src2, dst, shape, scale, convert_policy, rounding_policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * boost::unit_test::data::make({ 1.f, 1.f / 32768.f }) * ConvertPolicies() |
| * RoundingPolicy::TO_ZERO, |
| shape, scale, convert_policy, rounding_policy) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, DataType::F32, DataType::F32, DataType::F32, |
| scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(Quantized) |
| BOOST_AUTO_TEST_SUITE(QS8) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * DataType::QS8 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange<int>(1, 7), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmallScale255, SmallShapes() * DataType::QS8 * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP * boost::unit_test::data::xrange(1, 7), |
| shape, dt, scale, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmallScaleOther, SmallShapes() * DataType::QS8 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange(1, 7), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| const float scale = 1.f / static_cast<float>(1 << fixed_point_position); |
| |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst, 1.f); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * DataType::QS8 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange<int>(1, 7), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLargeScale255, LargeShapes() * DataType::QS8 * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange(1, 7), |
| shape, dt, scale, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLargeScaleOther, LargeShapes() * DataType::QS8 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange(1, 7), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| const float scale = 1.f / static_cast<float>(1 << fixed_point_position); |
| |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst, 1.f); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(QS16) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * DataType::QS16 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange<int>(1, 15), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmallScale255, SmallShapes() * DataType::QS16 * (1.f / 255.f) * ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP * boost::unit_test::data::xrange(1, 15), |
| shape, dt, scale, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmallScaleOther, SmallShapes() * DataType::QS16 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange(1, 15), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| const float scale = 1.f / static_cast<float>(1 << fixed_point_position); |
| |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_fixed_point_pixel_wise_multiplication(shape, dt, dt, dt, scale, fixed_point_position, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst, 1.f); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * DataType::QS16 *ConvertPolicies() * RoundingPolicy::TO_ZERO * boost::unit_test::data::xrange<int>(1, 15), |
| shape, dt, convert_policy, rounding_policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, dt, dt, 1.f, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| #endif /* DOXYGEN_SKIP_THIS */ |