/* * 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. */ #ifndef ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE #define ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/Types.h" #include "tests/AssetsLibrary.h" #include "tests/Globals.h" #include "tests/IAccessor.h" #include "tests/framework/Asserts.h" #include "tests/framework/Fixture.h" #include "tests/validation/Helpers.h" #include "tests/validation/reference/DepthwiseSeparableConvolutionLayer.h" #include namespace arm_compute { namespace test { namespace validation { template class DepthwiseSeparableConvolutionValidationFixture : public framework::Fixture { public: template void setup(TensorShape in_shape, TensorShape depthwise_weights_shape, TensorShape depthwise_biases_shape, TensorShape depthwise_out_shape, TensorShape pointwise_weights_shape, TensorShape pointwise_biases_shape, TensorShape output_shape, PadStrideInfo pad_stride_depthwise_info, PadStrideInfo pad_stride_pointwise_info) { _target = compute_target(in_shape, depthwise_weights_shape, depthwise_biases_shape, depthwise_out_shape, pointwise_weights_shape, pointwise_biases_shape, output_shape, pad_stride_depthwise_info, pad_stride_pointwise_info); _reference = compute_reference(in_shape, depthwise_weights_shape, depthwise_biases_shape, depthwise_out_shape, pointwise_weights_shape, pointwise_biases_shape, output_shape, pad_stride_depthwise_info, pad_stride_pointwise_info); } protected: template void fill(U &&tensor, int i, bool zero_fill = false) { switch(tensor.data_type()) { case DataType::F32: { std::uniform_real_distribution<> distribution((zero_fill) ? 0.f : -1.0f, (zero_fill) ? 0.f : 1.0f); library->fill(tensor, distribution, i); break; } default: library->fill_tensor_uniform(tensor, i); } } TensorType compute_target(const TensorShape &input_shape, const TensorShape &depthwise_weights_shape, const TensorShape &depthwise_biases_shape, const TensorShape &depthwise_out_shape, const TensorShape &pointwise_weights_shape, const TensorShape &pointwise_biases_shape, const TensorShape &output_shape, const PadStrideInfo &pad_stride_depthwise_info, const PadStrideInfo &pad_stride_pointwise_info) { // Create tensors TensorType src = create_tensor(input_shape, DataType::F32); TensorType depthwise_weights = create_tensor(depthwise_weights_shape, DataType::F32); TensorType depthwise_biases = create_tensor(depthwise_biases_shape, DataType::F32); TensorType depthwise_out = create_tensor(depthwise_out_shape, DataType::F32); TensorType pointwise_weights = create_tensor(pointwise_weights_shape, DataType::F32); TensorType pointwise_biases = create_tensor(pointwise_biases_shape, DataType::F32); TensorType dst = create_tensor(output_shape, DataType::F32); // Create Depthwise Separable Convolution Layer configure function FunctionType depthwise_separable_convolution_layer; depthwise_separable_convolution_layer.configure(&src, &depthwise_weights, &depthwise_biases, &depthwise_out, &pointwise_weights, &pointwise_biases, &dst, pad_stride_depthwise_info, pad_stride_pointwise_info); // Allocate tensors src.allocator()->allocate(); depthwise_weights.allocator()->allocate(); depthwise_biases.allocator()->allocate(); depthwise_out.allocator()->allocate(); pointwise_weights.allocator()->allocate(); pointwise_biases.allocator()->allocate(); dst.allocator()->allocate(); ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!depthwise_weights.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!depthwise_biases.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!depthwise_out.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!pointwise_weights.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!pointwise_biases.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Fill tensors fill(AccessorType(src), 0); fill(AccessorType(depthwise_weights), 1); fill(AccessorType(depthwise_biases), 2, true); fill(AccessorType(pointwise_weights), 3); fill(AccessorType(pointwise_biases), 4); // Compute function depthwise_separable_convolution_layer.run(); return dst; } SimpleTensor compute_reference(const TensorShape &in_shape, const TensorShape &depthwise_weights_shape, const TensorShape &depthwise_biases_shape, const TensorShape &depthwise_out_shape, const TensorShape &pointwise_weights_shape, const TensorShape &pointwise_biases_shape, const TensorShape &dst_shape, const PadStrideInfo &pad_stride_depthwise_info, const PadStrideInfo &pad_stride_pointwise_info) { SimpleTensor src(in_shape, DataType::F32); SimpleTensor depthwise_weights(depthwise_weights_shape, DataType::F32); SimpleTensor depthwise_biases(depthwise_biases_shape, DataType::F32); SimpleTensor pointwise_weights(pointwise_weights_shape, DataType::F32); SimpleTensor pointwise_biases(pointwise_biases_shape, DataType::F32); fill(src, 0); fill(depthwise_weights, 1); fill(depthwise_biases, 2, true); fill(pointwise_weights, 3); fill(pointwise_biases, 4); return reference::depthwise_separable_convolution_layer(src, depthwise_weights, depthwise_biases, depthwise_out_shape, pointwise_weights, pointwise_biases, dst_shape, pad_stride_depthwise_info, pad_stride_pointwise_info); } TensorType _target{}; SimpleTensor _reference{}; }; } // namespace validation } // namespace test } // namespace arm_compute #endif /* ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE */