#pragma once #include #include #include namespace at { namespace native { // TODO(Heitor) Template by dimension struct PoolingParams1D { int64_t NB; // Number of batches int64_t NC; // Number of channels int64_t IW; // Input width int64_t OW; // Output width int64_t KW; // Kernel width int64_t SJ; // Column stride int64_t PJ; // Column padding int64_t DJ; // Column dilation // Return index of input element for the given kernel and output index inline int64_t index(int64_t kj, int64_t oj) const { return oj * SJ + kj * DJ - PJ; } // Return index of first output within bounds for this kernel index inline int64_t valid_output_start(int64_t kj) const { int64_t ij = index(kj, 0);; return ij < 0 ? at::divup(-ij, SJ) : 0; } // Return index one past last output within bounds for this kernel index inline int64_t valid_output_end(int64_t kj) const { int64_t ij = index(kj, OW - 1); return ij >= IW ? OW - at::divup(ij - (IW - 1), SJ) : OW; } }; using pooling_fn = void (*)(Tensor&, const Tensor&, const PoolingParams1D&); DECLARE_DISPATCH(pooling_fn, max_pool1d_stub); } // namespace native } // namespace at