/* Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #pragma once #include #include #include #include #include #include "paddle/fluid/framework/op_desc.h" #include "paddle/fluid/platform/dynload/dynamic_loader.h" #include "paddle/fluid/platform/port.h" namespace paddle { namespace framework { template T *DynLoad(void *handle, std::string name) { T *func = reinterpret_cast(dlsym(handle, name.c_str())); #if !defined(_WIN32) auto errorno = dlerror(); #else auto errorno = GetLastError(); #endif // !_WIN32 PADDLE_ENFORCE_NOT_NULL(func, errorno); return func; } void LoadOpLib(const std::string &dso_name) { void *handle = paddle::platform::dynload::GetOpDsoHandle(dso_name); typedef OpInfoMap &get_op_info_t(); get_op_info_t *get_op_info = DynLoad(handle, "PD_GetOpInfoMap"); auto &op_info = get_op_info(); auto *dyn_info_map = op_info.mutable_map(); typedef std::vector grad_op_desc_maker_t( const OpDesc &, const std::unordered_set &, std::unordered_map *, const std::vector &); grad_op_desc_maker_t *grad_op_desc_maker = DynLoad(handle, "PD_GetGradOpDescStrs"); auto &info_map = OpInfoMap::Instance(); for (const auto &n : *(dyn_info_map)) { auto type = n.first; if (type == "recurrent" || type == "recurrent_grad" || type == "conditional_block" || type == "conditional_block_grad") { continue; } if (info_map.Has(n.first)) { PADDLE_THROW("Op %s has been registered."); } OpInfo info; info.creator_ = n.second.creator_; // If get the protocol buffer from dynamic library directly, there // will be deconstruction error // ** Error in `python`: free(): invalid pointer: // ... paddle::framework::proto::OpDesc::SharedDtor() // It seems a bug in protobuf, see // https://github.com/protocolbuffers/protobuf/issues/435 // So, get the serialized binary string from dynamic library, // then deserialize to protocol buffer. info.grad_op_maker_ = [grad_op_desc_maker]( const OpDesc &op_desc, const std::unordered_set &no_grad_set, std::unordered_map *grad_to_var, const std::vector &grad_block) { std::vector strs = grad_op_desc_maker(op_desc, no_grad_set, grad_to_var, grad_block); std::vector> ret; for (auto &str : strs) { proto::OpDesc proto_desc; PADDLE_ENFORCE_EQ(proto_desc.ParseFromString(str), true, "Failed to parse OpDesc from string"); ret.emplace_back(new OpDesc(proto_desc, nullptr)); } return ret; }; info.proto_ = n.second.proto_; info.checker_ = n.second.checker_; info.infer_var_type_ = n.second.infer_var_type_; info.infer_shape_ = n.second.infer_shape_; info.infer_inplace_ = n.second.infer_inplace_; info.infer_no_need_buffer_vars_ = n.second.infer_no_need_buffer_vars_; info.use_default_grad_op_desc_maker_ = n.second.use_default_grad_op_desc_maker_; info.use_empty_grad_op_desc_maker_ = n.second.use_empty_grad_op_desc_maker_; info_map.Insert(type, info); } typedef void init_device_t(platform::DeviceContextPool *); init_device_t *init_dev = DynLoad(handle, "PD_InitDevicesPool"); init_dev(&(platform::DeviceContextPool::Instance())); } } // namespace framework } // namespace paddle