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mmcv / ops / csrc / pytorch / ms_deform_attn.cpp
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/*!
**************************************************************************************************
* Deformable DETR
* Copyright (c) 2020 SenseTime. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
**************************************************************************************************
* Modified from
*https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
**************************************************************************************************
*/

#include "pytorch_cpp_helper.hpp"
#include "pytorch_device_registry.hpp"

Tensor ms_deform_attn_impl_forward(const Tensor &value,
                                   const Tensor &spatial_shapes,
                                   const Tensor &level_start_index,
                                   const Tensor &sampling_loc,
                                   const Tensor &attn_weight,
                                   const int im2col_step) {
  return DISPATCH_DEVICE_IMPL(ms_deform_attn_impl_forward, value,
                              spatial_shapes, level_start_index, sampling_loc,
                              attn_weight, im2col_step);
}

void ms_deform_attn_impl_backward(
    const Tensor &value, const Tensor &spatial_shapes,
    const Tensor &level_start_index, const Tensor &sampling_loc,
    const Tensor &attn_weight, const Tensor &grad_output, Tensor &grad_value,
    Tensor &grad_sampling_loc, Tensor &grad_attn_weight,
    const int im2col_step) {
  DISPATCH_DEVICE_IMPL(ms_deform_attn_impl_backward, value, spatial_shapes,
                       level_start_index, sampling_loc, attn_weight,
                       grad_output, grad_value, grad_sampling_loc,
                       grad_attn_weight, im2col_step);
}

Tensor ms_deform_attn_forward(const Tensor &value, const Tensor &spatial_shapes,
                              const Tensor &level_start_index,
                              const Tensor &sampling_loc,
                              const Tensor &attn_weight,
                              const int im2col_step) {
  at::DeviceGuard guard(value.device());
  return ms_deform_attn_impl_forward(value, spatial_shapes, level_start_index,
                                     sampling_loc, attn_weight, im2col_step);
}

void ms_deform_attn_backward(const Tensor &value, const Tensor &spatial_shapes,
                             const Tensor &level_start_index,
                             const Tensor &sampling_loc,
                             const Tensor &attn_weight,
                             const Tensor &grad_output, Tensor &grad_value,
                             Tensor &grad_sampling_loc,
                             Tensor &grad_attn_weight, const int im2col_step) {
  at::DeviceGuard guard(value.device());
  ms_deform_attn_impl_backward(value, spatial_shapes, level_start_index,
                               sampling_loc, attn_weight, grad_output,
                               grad_value, grad_sampling_loc, grad_attn_weight,
                               im2col_step);
}