/* * 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 "Globals.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/CL/CLTensor.h" #include "arm_compute/runtime/CL/CLTensorAllocator.h" #include "arm_compute/runtime/CL/functions/CLSoftmaxLayer.h" #include "boost_wrapper.h" #include #include using namespace arm_compute; using namespace arm_compute::test; using namespace arm_compute::test::cl; using namespace arm_compute::test::validation; namespace { /** Tolerance for float operations */ const float tolerance = 0.000001f; /** Tolerance for fixed point operations */ const float tolerance_fixed_point = 2.f; /** Compute OpenCL softmax layer function. * * @param[in] shape Shape of the input and output tensors. * @param[in] dt Shape Data type of tensors. * @param[in] fixed_point_position (Optional) Number of bits for the fractional part of fixed point numbers. * * @return Computed output tensor. */ CLTensor compute_softmax_layer(const TensorShape &shape, DataType dt, int fixed_point_position = 0) { // Create tensors CLTensor src = create_tensor(shape, dt, 1, fixed_point_position); CLTensor dst = create_tensor(shape, dt, 1, fixed_point_position); // Create and configure function CLSoftmaxLayer smx_layer; smx_layer.configure(&src, &dst); // Allocate tensors src.allocator()->allocate(); dst.allocator()->allocate(); BOOST_TEST(!src.info()->is_resizable()); BOOST_TEST(!dst.info()->is_resizable()); // Fill tensors if(arm_compute::is_data_type_float(dt)) { std::uniform_real_distribution<> distribution(-1000.f, 1000.f); library->fill(CLAccessor(src), distribution, 0); } else { int one_fixed = 1 << fixed_point_position; std::uniform_int_distribution<> distribution(-one_fixed, one_fixed); library->fill(CLAccessor(src), distribution, 0); } // Compute function smx_layer.run(); return dst; } } // namespace #ifndef DOXYGEN_SKIP_THIS BOOST_AUTO_TEST_SUITE(CL) BOOST_AUTO_TEST_SUITE(SoftmaxLayer) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * CNNDataTypes(), shape, dt) { // Set fixed point position data type allowed int fixed_point_position = (arm_compute::is_data_type_fixed_point(dt)) ? 3 : 0; // Create tensors CLTensor src = create_tensor(shape, dt, 1, fixed_point_position); CLTensor dst = create_tensor(shape, dt, 1, fixed_point_position); BOOST_TEST(src.info()->is_resizable()); BOOST_TEST(dst.info()->is_resizable()); // Create and configure function CLSoftmaxLayer smx_layer; smx_layer.configure(&src, &dst); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(src.info()->valid_region(), valid_region); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } BOOST_AUTO_TEST_SUITE(Float) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * CNNFloatDataTypes(), shape, dt) { // Compute function CLTensor dst = compute_softmax_layer(shape, dt); // Compute reference RawTensor ref_dst = Reference::compute_reference_softmax_layer(shape, dt); // Validate output validate(CLAccessor(dst), ref_dst, tolerance); } BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * CNNFloatDataTypes(), shape, dt) { // Compute function CLTensor dst = compute_softmax_layer(shape, dt); // Compute reference RawTensor ref_dst = Reference::compute_reference_softmax_layer(shape, dt); // Validate output validate(CLAccessor(dst), ref_dst, tolerance); } BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE(Quantized) BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * CNNFixedPointDataTypes() * boost::unit_test::data::xrange(1, 6), shape, dt, fixed_point_position) { // Compute function CLTensor dst = compute_softmax_layer(shape, dt, fixed_point_position); // Compute reference RawTensor ref_dst = Reference::compute_reference_softmax_layer(shape, dt, fixed_point_position); // Validate output validate(CLAccessor(dst), ref_dst, tolerance_fixed_point); } BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * CNNFixedPointDataTypes() * boost::unit_test::data::xrange(1, 6), shape, dt, fixed_point_position) { // Compute function CLTensor dst = compute_softmax_layer(shape, dt, fixed_point_position); // Compute reference RawTensor ref_dst = Reference::compute_reference_softmax_layer(shape, dt, fixed_point_position); // Validate output validate(CLAccessor(dst), ref_dst, tolerance_fixed_point); } BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE_END() BOOST_AUTO_TEST_SUITE_END() #endif /* DOXYGEN_SKIP_THIS */