/* * 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 "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 "utils/TypePrinter.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(shape, dt_in0, 1, fixed_point_position); CLTensor src2 = create_tensor(shape, dt_in1, 1, fixed_point_position); CLTensor dst = create_tensor(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(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(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