#include #include #define TOTAL_THREADS 1024 #define THREADS_PER_BLOCK 256 #define DIVUP(m, n) ((m) / (n) + ((m) % (n) > 0)) __global__ void gather_points_kernel(int b, int c, int n, int m, const float *__restrict__ points, const int *__restrict__ idx, float *__restrict__ out) { // points: (B, C, N) // idx: (B, M) // output: // out: (B, C, M) int bs_idx = blockIdx.z; int c_idx = blockIdx.y; int pt_idx = blockIdx.x * blockDim.x + threadIdx.x; if (bs_idx >= b || c_idx >= c || pt_idx >= m) return; out += bs_idx * c * m + c_idx * m + pt_idx; idx += bs_idx * m + pt_idx; points += bs_idx * c * n + c_idx * n; out[0] = points[idx[0]]; } void gather_points_kernel_launcher(int b, int c, int n, int npoints, const float *points, const int *idx, float *out, cudaStream_t stream) { // points: (B, C, N) // idx: (B, npoints) // output: // out: (B, C, npoints) cudaError_t err; dim3 blocks(DIVUP(npoints, THREADS_PER_BLOCK), c, b); // blockIdx.x(col), blockIdx.y(row) dim3 threads(THREADS_PER_BLOCK); gather_points_kernel<<>>(b, c, n, npoints, points, idx, out); err = cudaGetLastError(); if (cudaSuccess != err) { fprintf(stderr, "CUDA kernel failed : %s\n", cudaGetErrorString(err)); exit(-1); } } __global__ void gather_points_grad_kernel(int b, int c, int n, int m, const float *__restrict__ grad_out, const int *__restrict__ idx, float *__restrict__ grad_points) { // grad_out: (B, C, M) // idx: (B, M) // output: // grad_points: (B, C, N) int bs_idx = blockIdx.z; int c_idx = blockIdx.y; int pt_idx = blockIdx.x * blockDim.x + threadIdx.x; if (bs_idx >= b || c_idx >= c || pt_idx >= m) return; grad_out += bs_idx * c * m + c_idx * m + pt_idx; idx += bs_idx * m + pt_idx; grad_points += bs_idx * c * n + c_idx * n; atomicAdd(grad_points + idx[0], grad_out[0]); } void gather_points_grad_kernel_launcher(int b, int c, int n, int npoints, const float *grad_out, const int *idx, float *grad_points, cudaStream_t stream) { // grad_out: (B, C, npoints) // idx: (B, npoints) // output: // grad_points: (B, C, N) cudaError_t err; dim3 blocks(DIVUP(npoints, THREADS_PER_BLOCK), c, b); // blockIdx.x(col), blockIdx.y(row) dim3 threads(THREADS_PER_BLOCK); gather_points_grad_kernel<<>>( b, c, n, npoints, grad_out, idx, grad_points); err = cudaGetLastError(); if (cudaSuccess != err) { fprintf(stderr, "CUDA kernel failed : %s\n", cudaGetErrorString(err)); exit(-1); } }