| /* |
| * 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 "Globals.h" |
| #include "NEON/NEAccessor.h" |
| #include "PaddingCalculator.h" |
| #include "TensorLibrary.h" |
| #include "TypePrinter.h" |
| #include "Utils.h" |
| #include "validation/Datasets.h" |
| #include "validation/Reference.h" |
| #include "validation/Validation.h" |
| |
| #include "arm_compute/core/Helpers.h" |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/runtime/NEON/functions/NEArithmeticSubtraction.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| |
| #include "boost_wrapper.h" |
| |
| #include <random> |
| #include <string> |
| |
| using namespace arm_compute; |
| using namespace arm_compute::test; |
| using namespace arm_compute::test::neon; |
| using namespace arm_compute::test::validation; |
| |
| namespace |
| { |
| /** Compute Neon arithmetic subtraction 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] policy Overflow 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 when the tensor's data type is QS8 or QS16 (default = 0). |
| * |
| * @return Computed output tensor. |
| */ |
| Tensor compute_arithmetic_subtraction(const TensorShape &shape, DataType dt_in0, DataType dt_in1, DataType dt_out, ConvertPolicy 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 |
| NEArithmeticSubtraction sub; |
| sub.configure(&src1, &src2, &dst, 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(NEAccessor(src1), 0); |
| library->fill_tensor_uniform(NEAccessor(src2), 1); |
| |
| // Compute function |
| sub.run(); |
| |
| return dst; |
| } |
| |
| void validate_configuration(const Tensor &src1, const Tensor &src2, Tensor &dst, TensorShape shape, ConvertPolicy policy) |
| { |
| BOOST_TEST(src1.info()->is_resizable()); |
| BOOST_TEST(src2.info()->is_resizable()); |
| BOOST_TEST(dst.info()->is_resizable()); |
| |
| // Create and configure function |
| NEArithmeticSubtraction sub; |
| sub.configure(&src1, &src2, &dst, 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(ArithmeticSubtraction) |
| |
| BOOST_AUTO_TEST_SUITE(U8) |
| 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({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, 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, policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * boost::unit_test::data::make({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, policy) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::U8, DataType::U8, DataType::U8, policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::U8, DataType::U8, DataType::U8, policy); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE(S16) |
| 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({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, dt, 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, 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({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, dt, policy) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, dt, DataType::S16, DataType::S16, policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, dt, DataType::S16, DataType::S16, policy); |
| |
| // Validate output |
| validate(NEAccessor(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({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, dt, policy) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, dt, DataType::S16, DataType::S16, policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, dt, DataType::S16, DataType::S16, policy); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| 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() * ConvertPolicies() * boost::unit_test::data::xrange(1, 7), |
| shape, policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::QS8, DataType::QS8, DataType::QS8, policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::QS8, DataType::QS8, DataType::QS8, policy, fixed_point_position); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * ConvertPolicies() * boost::unit_test::data::xrange(1, 7), |
| shape, policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::QS8, DataType::QS8, DataType::QS8, policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::QS8, DataType::QS8, DataType::QS8, policy, fixed_point_position); |
| |
| // Validate output |
| validate(NEAccessor(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() * ConvertPolicies() * boost::unit_test::data::xrange(1, 15), |
| shape, policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::QS16, DataType::QS16, DataType::QS16, policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::QS16, DataType::QS16, DataType::QS16, policy, fixed_point_position); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * ConvertPolicies() * boost::unit_test::data::xrange(1, 15), |
| shape, policy, fixed_point_position) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::QS16, DataType::QS16, DataType::QS16, policy, fixed_point_position); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::QS16, DataType::QS16, DataType::QS16, policy, fixed_point_position); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| #ifdef ARM_COMPUTE_ENABLE_FP16 |
| BOOST_AUTO_TEST_SUITE(Float16) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes(), shape) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::F16, DataType::F16, DataType::F16, ConvertPolicy::WRAP); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::F16, DataType::F16, DataType::F16, ConvertPolicy::WRAP); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| #endif /* ARM_COMPUTE_ENABLE_FP16 */ |
| |
| BOOST_AUTO_TEST_SUITE(Float) |
| 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({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, 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, policy); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, SmallShapes(), shape) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::F32, DataType::F32, DataType::F32, ConvertPolicy::WRAP); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::F32, DataType::F32, DataType::F32, ConvertPolicy::WRAP); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) |
| BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * boost::unit_test::data::make({ ConvertPolicy::SATURATE, ConvertPolicy::WRAP }), |
| shape, policy) |
| { |
| // Compute function |
| Tensor dst = compute_arithmetic_subtraction(shape, DataType::F32, DataType::F32, DataType::F32, policy); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_arithmetic_subtraction(shape, DataType::F32, DataType::F32, DataType::F32, policy); |
| |
| // Validate output |
| validate(NEAccessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| #endif /* DOXYGEN_SKIP_THIS */ |