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2026-07-13 12:40:42 +08:00

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// 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 <typename T>
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 <typename T, typename Context, typename IndexT>
void ModulatedDeformableIm2col(const Context& dev_ctx,
const T* data_im,
const T* data_offset,
const T* data_mask,
const std::vector<int64_t>& im_shape,
const std::vector<int64_t>& col_shape,
const std::vector<int64_t>& filter_shape,
const std::vector<int>& paddings,
const std::vector<int>& strides,
const std::vector<int>& dilations,
const int deformable_groups,
T* data_col);
} // namespace funcs
} // namespace phi