Repository URL to install this package:
|
Version:
2.2.0 ▾
|
// Copyright (c) OpenMMLab. All rights reserved
#include <parrots/compute/aten.hpp>
#include <parrots/extension.hpp>
#include <parrots/foundation/ssattrs.hpp>
#include "roi_pool_pytorch.h"
using namespace parrots;
#ifdef MMCV_WITH_CUDA
void roi_pool_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;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.done();
const auto& input = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
auto output = buildATensor(ctx, outs[0]);
auto argmax = buildATensor(ctx, outs[1]);
roi_pool_forward_cuda(input, rois, output, argmax, pooled_height,
pooled_width, spatial_scale);
}
void roi_pool_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;
SSAttrs(attr)
.get<int>("pooled_height", pooled_height)
.get<int>("pooled_width", pooled_width)
.get<float>("spatial_scale", spatial_scale)
.done();
const auto& grad_output = buildATensor(ctx, ins[0]);
const auto& rois = buildATensor(ctx, ins[1]);
const auto& argmax = buildATensor(ctx, ins[2]);
auto grad_input = buildATensor(ctx, outs[0]);
roi_pool_backward_cuda(grad_output, rois, argmax, grad_input, pooled_height,
pooled_width, spatial_scale);
}
PARROTS_EXTENSION_REGISTER(roi_pool_forward)
.attr("pooled_height")
.attr("pooled_width")
.attr("spatial_scale")
.input(2)
.output(2)
.apply(roi_pool_forward_cuda_parrots)
.done();
PARROTS_EXTENSION_REGISTER(roi_pool_backward)
.attr("pooled_height")
.attr("pooled_width")
.attr("spatial_scale")
.input(3)
.output(1)
.apply(roi_pool_backward_cuda_parrots)
.done();
#endif