// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #pragma once #include "paddle/phi/core/dense_tensor.h" namespace phi { namespace funcs { template HOSTDEVICE T DmcnIm2colBilinear(const T* bottom_data, const int data_width, const int height, const int width, T h, T w) { int h_low = floor(h); int w_low = floor(w); int h_high = h_low + 1; int w_high = w_low + 1; T lh = h - h_low; T lw = w - w_low; T hh = 1 - lh; T hw = 1 - lw; T v1 = (h_low >= 0 && w_low >= 0) ? bottom_data[h_low * data_width + w_low] : 0; T v2 = (h_low >= 0 && w_high <= width - 1) ? bottom_data[h_low * data_width + w_high] : 0; T v3 = (h_high <= height - 1 && w_low >= 0) ? bottom_data[h_high * data_width + w_low] : 0; T v4 = (h_high <= height - 1 && w_high <= width - 1) ? bottom_data[h_high * data_width + w_high] : 0; T w1 = hh * hw; T w2 = hh * lw; T w3 = lh * hw; T w4 = lh * lw; return w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4; } template void ModulatedDeformableIm2col(const Context& dev_ctx, const T* data_im, const T* data_offset, const T* data_mask, const std::vector& im_shape, const std::vector& col_shape, const std::vector& filter_shape, const std::vector& paddings, const std::vector& strides, const std::vector& dilations, const int deformable_groups, T* data_col); } // namespace funcs } // namespace phi