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Version:
2.2.0 ▾
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// Copyright (c) OpenMMLab. All rights reserved
#include <parrots/compute/aten.hpp>
#include <parrots/extension.hpp>
#include <parrots/foundation/ssattrs.hpp>
#include "roi_align_rotated_pytorch.h"
using namespace parrots;
#ifdef MMCV_WITH_CUDA
void roi_align_rotated_forward_cuda_parrots(CudaContext& ctx,
const SSElement& attr,
const OperatorBase::in_list_t& ins,
OperatorBase::out_list_t& outs) {
int pooled_height;
int pooled_width;
float spatial_scale;
int sampling_ratio;
bool aligned;
bool clockwise;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.get<int>("sampling_ratio", sampling_ratio)
.get<bool>("aligned", aligned)
.get<bool>("clockwise", clockwise)
.done();
const auto& input = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
auto output = buildATensor(ctx, outs[0]);
roi_align_rotated_forward_cuda(input, rois, output, pooled_height,
pooled_width, spatial_scale, sampling_ratio,
aligned, clockwise);
}
void roi_align_rotated_backward_cuda_parrots(CudaContext& ctx,
const SSElement& attr,
const OperatorBase::in_list_t& ins,
OperatorBase::out_list_t& outs) {
int pooled_height;
int pooled_width;
float spatial_scale;
int sampling_ratio;
bool aligned;
bool clockwise;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.get<int>("sampling_ratio", sampling_ratio)
.get<bool>("aligned", aligned)
.get<bool>("clockwise", clockwise)
.done();
const auto& grad_output = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
auto grad_input = buildATensor(ctx, outs[0]);
roi_align_rotated_backward_cuda(grad_output, rois, grad_input, pooled_height,
pooled_width, spatial_scale, sampling_ratio,
aligned, clockwise);
}
#endif
void roi_align_rotated_forward_cpu_parrots(HostContext& ctx,
const SSElement& attr,
const OperatorBase::in_list_t& ins,
OperatorBase::out_list_t& outs) {
int pooled_height;
int pooled_width;
float spatial_scale;
int sampling_ratio;
bool aligned;
bool clockwise;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.get<int>("sampling_ratio", sampling_ratio)
.get<bool>("aligned", aligned)
.get<bool>("clockwise", clockwise)
.done();
const auto& input = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
auto output = buildATensor(ctx, outs[0]);
roi_align_rotated_forward_cpu(input, rois, output, pooled_height,
pooled_width, spatial_scale, sampling_ratio,
aligned, clockwise);
}
void roi_align_rotated_backward_cpu_parrots(HostContext& ctx,
const SSElement& attr,
const OperatorBase::in_list_t& ins,
OperatorBase::out_list_t& outs) {
int pooled_height;
int pooled_width;
float spatial_scale;
int sampling_ratio;
bool aligned;
bool clockwise;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.get<int>("sampling_ratio", sampling_ratio)
.get<bool>("aligned", aligned)
.get<bool>("clockwise", clockwise)
.done();
const auto& grad_output = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
auto grad_input = buildATensor(ctx, outs[0]);
roi_align_rotated_backward_cpu(grad_output, rois, grad_input, pooled_height,
pooled_width, spatial_scale, sampling_ratio,
aligned, clockwise);
}
PARROTS_EXTENSION_REGISTER(roi_align_rotated_forward)
.attr("pooled_height")
.attr("pooled_width")
.attr("spatial_scale")
.attr("sampling_ratio")
.attr("aligned")
.attr("clockwise")
.input(2)
.output(1)
.apply(roi_align_rotated_forward_cpu_parrots)
#ifdef MMCV_WITH_CUDA
.apply(roi_align_rotated_forward_cuda_parrots)
#endif
.done();
PARROTS_EXTENSION_REGISTER(roi_align_rotated_backward)
.attr("pooled_height")
.attr("pooled_width")
.attr("spatial_scale")
.attr("sampling_ratio")
.attr("aligned")
.attr("clockwise")
.input(2)
.output(1)
.apply(roi_align_rotated_backward_cpu_parrots)
#ifdef MMCV_WITH_CUDA
.apply(roi_align_rotated_backward_cuda_parrots)
#endif
.done();