/******************************************************* * Copyright (c) 2014, ArrayFire * All rights reserved. * * This file is distributed under 3-clause BSD license. * The complete license agreement can be obtained at: * http://arrayfire.com/licenses/BSD-3-Clause ********************************************************/ #include #include #include #include #include #include #include "error.hpp" namespace af { array convolve(const array &signal, const array &filter, const convMode mode, convDomain domain) { unsigned sN = signal.numdims(); unsigned fN = filter.numdims(); switch (std::min(sN, fN)) { case 1: return convolve1(signal, filter, mode, domain); case 2: return convolve2(signal, filter, mode, domain); default: case 3: return convolve3(signal, filter, mode, domain); } } array convolve(const array &col_filter, const array &row_filter, const array &signal, const convMode mode) { af_array out = 0; AF_THROW(af_convolve2_sep(&out, col_filter.get(), row_filter.get(), signal.get(), mode)); return array(out); } array convolve1(const array &signal, const array &filter, const convMode mode, convDomain domain) { af_array out = 0; AF_THROW(af_convolve1(&out, signal.get(), filter.get(), mode, domain)); return array(out); } array convolve2(const array &signal, const array &filter, const convMode mode, convDomain domain) { af_array out = 0; AF_THROW(af_convolve2(&out, signal.get(), filter.get(), mode, domain)); return array(out); } array convolve2NN( const array &signal, const array &filter, const dim4 stride, // NOLINT(performance-unnecessary-value-param) const dim4 padding, // NOLINT(performance-unnecessary-value-param) const dim4 dilation) { // NOLINT(performance-unnecessary-value-param) af_array out = 0; AF_THROW(af_convolve2_nn(&out, signal.get(), filter.get(), 2, stride.get(), 2, padding.get(), 2, dilation.get())); return array(out); } array convolve2GradientNN( const array &incoming_gradient, const array &original_signal, const array &original_filter, const array &convolved_output, const dim4 stride, // NOLINT(performance-unnecessary-value-param) const dim4 padding, // NOLINT(performance-unnecessary-value-param) const dim4 dilation, // NOLINT(performance-unnecessary-value-param) af_conv_gradient_type gradType) { af_array out = 0; AF_THROW(af_convolve2_gradient_nn( &out, incoming_gradient.get(), original_signal.get(), original_filter.get(), convolved_output.get(), 2, stride.get(), 2, padding.get(), 2, dilation.get(), gradType)); return array(out); } array convolve3(const array &signal, const array &filter, const convMode mode, convDomain domain) { af_array out = 0; AF_THROW(af_convolve3(&out, signal.get(), filter.get(), mode, domain)); return array(out); } array filter(const array &image, const array &kernel) { return convolve(image, kernel, AF_CONV_DEFAULT, AF_CONV_AUTO); } } // namespace af