/* * Copyright (c) 2020 NVIDIA CORPORATION. * Copyright (c) 2018-2020 Chris Choy (chrischoy@ai.stanford.edu) * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS * IN THE SOFTWARE. * * Please cite "4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural * Networks", CVPR'19 (https://arxiv.org/abs/1904.08755) if you use any part * of the code. */ #include "allocators.cuh" #include "coordinate_map.hpp" #include "coordinate_map_gpu.cuh" #include "coordinate_map_key.hpp" #include "coordinate_map_manager.hpp" #include "errors.hpp" #include "types.hpp" #include "utils.hpp" #include #include #include namespace minkowski { template class TemplatedAllocator> at::Tensor ConvolutionForwardGPU( at::Tensor const &in_feat, // at::Tensor const &kernel, // default_types::stride_type const &kernel_size, // default_types::stride_type const &kernel_stride, // default_types::stride_type const &kernel_dilation, // RegionType::Type const region_type, // at::Tensor const &offset, // CoordinateMapKey *p_in_map_key, // CoordinateMapKey *p_out_map_key, // gpu_manager_type *p_map_manager); template class TemplatedAllocator> std::pair ConvolutionBackwardGPU( at::Tensor const &in_feat, // at::Tensor const &grad_out_feat, // at::Tensor const &kernel, // default_types::stride_type const &kernel_size, // default_types::stride_type const &kernel_stride, // default_types::stride_type const &kernel_dilation, // RegionType::Type const region_type, // at::Tensor const &offset, // CoordinateMapKey *p_in_map_key, // CoordinateMapKey *p_out_map_key, // gpu_manager_type *p_map_manager); } // namespace minkowski PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { py::enum_(m, "GPUMemoryAllocator") .value("PYTORCH", minkowski::GPUMemoryAllocatorBackend::Type::PYTORCH) .value("CUDA", minkowski::GPUMemoryAllocatorBackend::Type::CUDA) .export_values(); py::enum_(m, "CoordinateMap") .value("CPU", minkowski::CoordinateMapBackend::Type::CPU) .value("PYTORCH", minkowski::CoordinateMapBackend::Type::CUDA) .export_values(); py::enum_(m, "RegionType") .value("HYPER_CUBE", minkowski::RegionType::Type::HYPER_CUBE) .value("HYPER_CROSS", minkowski::RegionType::Type::HYPER_CROSS) .value("CUSTOM", minkowski::RegionType::Type::CUSTOM) .export_values(); py::class_(m, "CoordinateMapKey") .def(py::init()) .def(py::init()) .def("__repr__", &minkowski::CoordinateMapKey::to_string) .def("get_coordinate_size", &minkowski::CoordinateMapKey::get_coordinate_size) .def("get_key", &minkowski::CoordinateMapKey::get_key) .def("set_key", (void (minkowski::CoordinateMapKey::*)( minkowski::default_types::stride_type, std::string)) & minkowski::CoordinateMapKey::set_key) .def("get_tensor_stride", &minkowski::CoordinateMapKey::get_tensor_stride); py::class_>(m, "CoordinateMapManager") .def(py::init<>()) .def("insert_and_map", &minkowski::gpu_c10_manager_type::insert_and_map) .def("stride", (typename py::object // (minkowski::gpu_c10_manager_type::*)( minkowski::CoordinateMapKey const *in_map_key, minkowski::default_types::stride_type const &kernel_stride)) & minkowski::gpu_c10_manager_type::stride) .def("size", (typename minkowski::default_types::size_type // (minkowski::gpu_c10_manager_type::*)( minkowski::CoordinateMapKey const *map_key) const) & minkowski::gpu_c10_manager_type::size) .def("kernel_map", &minkowski::gpu_c10_manager_type::kernel_map); m.def("ConvolutionForwardGPU", &minkowski::ConvolutionForwardGPU< minkowski::default_types::dcoordinate_type, minkowski::detail::c10_allocator>, py::call_guard()); m.def("ConvolutionBackwardGPU", &minkowski::ConvolutionBackwardGPU< minkowski::default_types::dcoordinate_type, minkowski::detail::c10_allocator>, py::call_guard()); }