SparseConvTransposeBackpropFilterOpKernel.h

Go to the documentation of this file.

// ----------------------------------------------------------------------------
// -                        Open3D: www.open3d.org                            -
// ----------------------------------------------------------------------------
// Copyright (c) 2018-2023 www.open3d.org
// SPDX-License-Identifier: MIT
// ----------------------------------------------------------------------------
//
#pragma once
 
#include <torch/script.h>
 
#include <vector>
 
template <class TFeat, class TOut, class TIndex, class TKernelIndex>
void SparseConvTransposeBackpropFilterCPU(
        const torch::Tensor& filters,
        const torch::Tensor& out_importance,
        const torch::Tensor& inp_features,
        const torch::Tensor& inp_neighbors_importance_sum,
        const torch::Tensor& inp_neighbors_row_splits,
        const torch::Tensor& neighbors_index,
        const torch::Tensor& neighbors_kernel_index,
        const torch::Tensor& neighbors_importance,
        const torch::Tensor& neighbors_row_splits,
        const torch::Tensor& out_features_gradient,
        const bool normalize,
        const int64_t max_temp_mem_MB,
        torch::Tensor& filter_backprop);
 
#ifdef BUILD_CUDA_MODULE
template <class TFeat, class TOut, class TIndex, class TKernelIndex>
void SparseConvTransposeBackpropFilterCUDA(
        const torch::Tensor& filters,
        const torch::Tensor& out_importance,
        const torch::Tensor& inp_features,
        const torch::Tensor& inp_neighbors_importance_sum,
        const torch::Tensor& inp_neighbors_row_splits,
        const torch::Tensor& neighbors_index,
        const torch::Tensor& neighbors_kernel_index,
        const torch::Tensor& neighbors_importance,
        const torch::Tensor& neighbors_row_splits,
        const torch::Tensor& out_features_gradient,
        const bool normalize,
        const int64_t max_temp_mem_MB,
        torch::Tensor& filter_backprop);
#endif