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interpolate.cpp 3.22 KB
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#include <torch/serialize/tensor.h>
#include <vector>
#include <THC/THC.h>
#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <cuda.h>
#include <cuda_runtime_api.h>
#include <torch/extension.h>

extern THCState *state;

void three_nn_wrapper(int b, int n, int m, at::Tensor unknown_tensor,
  at::Tensor known_tensor, at::Tensor dist2_tensor, at::Tensor idx_tensor);

void three_nn_kernel_launcher(int b, int n, int m, const float *unknown,
	const float *known, float *dist2, int *idx, cudaStream_t stream);


void three_interpolate_wrapper(int b, int c, int m, int n, at::Tensor points_tensor,
    at::Tensor idx_tensor, at::Tensor weight_tensor, at::Tensor out_tensor);

void three_interpolate_kernel_launcher(int b, int c, int m, int n,
    const float *points, const int *idx, const float *weight, float *out, cudaStream_t stream);


void three_interpolate_grad_wrapper(int b, int c, int n, int m, at::Tensor grad_out_tensor,
    at::Tensor idx_tensor, at::Tensor weight_tensor, at::Tensor grad_points_tensor);

void three_interpolate_grad_kernel_launcher(int b, int c, int n, int m, const float *grad_out,
    const int *idx, const float *weight, float *grad_points, cudaStream_t stream);


void three_nn_wrapper(int b, int n, int m, at::Tensor unknown_tensor,
    at::Tensor known_tensor, at::Tensor dist2_tensor, at::Tensor idx_tensor) {
    const float *unknown = unknown_tensor.data<float>();
    const float *known = known_tensor.data<float>();
    float *dist2 = dist2_tensor.data<float>();
    int *idx = idx_tensor.data<int>();

    cudaStream_t stream = THCState_getCurrentStream(state);
    three_nn_kernel_launcher(b, n, m, unknown, known, dist2, idx, stream);
}


void three_interpolate_wrapper(int b, int c, int m, int n,
                         at::Tensor points_tensor,
                         at::Tensor idx_tensor,
                         at::Tensor weight_tensor,
                         at::Tensor out_tensor) {

    const float *points = points_tensor.data<float>();
    const float *weight = weight_tensor.data<float>();
    float *out = out_tensor.data<float>();
    const int *idx = idx_tensor.data<int>();

    cudaStream_t stream = THCState_getCurrentStream(state);
    three_interpolate_kernel_launcher(b, c, m, n, points, idx, weight, out, stream);
}

void three_interpolate_grad_wrapper(int b, int c, int n, int m,
                            at::Tensor grad_out_tensor,
                            at::Tensor idx_tensor,
                            at::Tensor weight_tensor,
                            at::Tensor grad_points_tensor) {

    const float *grad_out = grad_out_tensor.data<float>();
    const float *weight = weight_tensor.data<float>();
    float *grad_points = grad_points_tensor.data<float>();
    const int *idx = idx_tensor.data<int>();

    cudaStream_t stream = THCState_getCurrentStream(state);
    three_interpolate_grad_kernel_launcher(b, c, n, m, grad_out, idx, weight, grad_points, stream);
}


PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
    m.def("three_nn_wrapper", &three_nn_wrapper, "three_nn_wrapper");
    m.def("three_interpolate_wrapper", &three_interpolate_wrapper, "three_interpolate_wrapper");
    m.def("three_interpolate_grad_wrapper", &three_interpolate_grad_wrapper, "three_interpolate_grad_wrapper");
}