| /* |
| * 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 "CL/CLAccessor.h" |
| #include "TypePrinter.h" |
| #include "tests/Globals.h" |
| #include "tests/Utils.h" |
| #include "tests/validation_old/Datasets.h" |
| #include "tests/validation_old/Reference.h" |
| #include "tests/validation_old/Validation.h" |
| |
| #include "arm_compute/runtime/CL/functions/CLPixelWiseMultiplication.h" |
| |
| using namespace arm_compute; |
| using namespace arm_compute::test; |
| using namespace arm_compute::test::validation; |
| |
| namespace |
| { |
| const float tolerance_f32 = 1.f; /**< Tolerance value for comparing reference's output against implementation's output for float input */ |
| const float tolerance_f16 = 1.f; /**< Tolerance value for comparing reference's output against implementation's output for float input */ |
| |
| /** Compute CL 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. |
| */ |
| CLTensor 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 |
| CLTensor src1 = create_tensor<CLTensor>(shape, dt_in0, 1, fixed_point_position); |
| CLTensor src2 = create_tensor<CLTensor>(shape, dt_in1, 1, fixed_point_position); |
| CLTensor dst = create_tensor<CLTensor>(shape, dt_out, 1, fixed_point_position); |
| |
| // Create and configure function |
| CLPixelWiseMultiplication 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(CLAccessor(src1), 0); |
| library->fill_tensor_uniform(CLAccessor(src2), 1); |
| |
| // Compute function |
| multiply.run(); |
| |
| return dst; |
| } |
| } // namespace |
| |
| #ifndef DOXYGEN_SKIP_THIS |
| BOOST_AUTO_TEST_SUITE(CL) |
| BOOST_AUTO_TEST_SUITE(PixelWiseMultiplication) |
| |
| BOOST_AUTO_TEST_SUITE(Float16) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * DataType::F16 *ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP, |
| shape, dt, convert_policy, rounding_policy) |
| { |
| constexpr float scale = 1.f / 255.f; |
| |
| // Compute function |
| CLTensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(CLAccessor(dst), ref_dst, tolerance_f16); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(Float) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * DataType::F32 *ConvertPolicies() * RoundingPolicy::TO_NEAREST_UP, |
| shape, dt, convert_policy, rounding_policy) |
| { |
| constexpr float scale = 1.f / 255.f; |
| |
| // Compute function |
| CLTensor dst = compute_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_pixel_wise_multiplication(shape, dt, dt, dt, scale, convert_policy, rounding_policy); |
| |
| // Validate output |
| validate(CLAccessor(dst), ref_dst, tolerance_f32); |
| } |
| 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 |
| CLTensor 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(CLAccessor(dst), ref_dst); |
| } |
| 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 |
| CLTensor 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(CLAccessor(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 |