/* Copyright (c) 2018 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. */ #include #include #include #include #include #include #include "paddle/fluid/framework/data_type.h" #include "paddle/fluid/framework/data_type_transform.h" #include "paddle/fluid/framework/framework.pb.h" #include "paddle/fluid/framework/lod_tensor.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/platform/device_context.h" namespace paddle { namespace operators { constexpr char kSEP = '/'; // write empty file named _SUCCESS const char SUCCESS[] = "_SUCCESS"; const char SERIAL_VAR[] = "SERIAL_NUMBER"; static std::string GenePath(const std::string &dir, const std::string &file) { std::string file_path; file_path.append(file_path); file_path.append("/"); file_path.append(file); return full_path; } static bool FileExists(const std::string &filepath) { struct stat buffer; return (stat(filepath.c_str(), &buffer) == 0); } static std::string DirName(const std::string &filepath) { auto pos = filepath.rfind(kSEP); if (pos == std::string::npos) { return ""; } return filepath.substr(0, pos); } static void MkDir(const char *path) { if (mkdir(path, 0755)) { PADDLE_ENFORCE_EQ(errno, EEXIST, "%s mkdir failed!", path); } } static void MkDirRecursively(const char *fullpath) { if (*fullpath == '\0') return; // empty string if (FileExists(fullpath)) return; MkDirRecursively(DirName(fullpath).c_str()); MkDir(fullpath); } class CheckpointSaveOp : public framework::OperatorBase { public: CheckpointSaveOp(const std::string &type, const framework::VariableNameMap &inputs, const framework::VariableNameMap &outputs, const framework::AttributeMap &attrs) : OperatorBase(type, inputs, outputs, attrs) {} private: void RunImpl(const framework::Scope &scope, const platform::Place &place) const override { auto dir = Attr("dir"); auto overwrite = Attr("overwrite"); auto serial_num = scope.FindVar(SERIAL_VAR); if (serial_num == nullptr) { serial_num = scope.Var(SERIAL_VAR); } serial_num = serial_num + 1; dir = GenePath(dir, std::to_string(serial_num)); bool is_present = FileExists(dir); if (is_present && !overwrite) { PADDLE_THROW("%s exists!, checkpoint save cannot to overwrite it", dir, overwrite); } MkDirRecursively(dir.c_str()); auto inp_var_names = Inputs("X"); PADDLE_ENFORCE_GT(static_cast(inp_var_names.size()), 0, "The number of input variables should be greater than 0"); // get device context from pool platform::DeviceContextPool &pool = platform::DeviceContextPool::Instance(); auto &dev_ctx = *pool.Get(place); // todo (tangwei) made it async for (size_t i = 0; i < inp_var_names.size(); i++) { auto *var = scope.FindVar(inp_var_names[i]); PADDLE_ENFORCE(var != nullptr, "Cannot find variable %s for checkpoint save op", inp_var_names[i]); PADDLE_ENFORCE( var->IsType(), "CheckpointSaveOp only supports LoDTensor, %s has wrong type", inp_var_names[i]); auto &tensor = var->Get(); // Serialize tensors one by one std::string var_file = GenePath(dir, inp_var_names[i]); std::ofstream fout(var_file); framework::SerializeToStream(fout, tensor, dev_ctx); fout.close(); } std::string success = GenePath(dir, SUCCESS); std::ofstream fout(success); fout.close(); } }; class CheckpointSaveOpProtoMaker : public framework::OpProtoAndCheckerMaker { public: CheckpointSaveOpProtoMaker(OpProto *proto, OpAttrChecker *op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput( "X", "(vector) Input LoDTensors that need to be saved together in a file.") .AsDuplicable(); AddComment(R"DOC( CheckpointSave operator This operator will serialize and write a list of input LoDTensor variables to a file on disk. )DOC"); AddAttr("overwrite", "(boolean, default false)" "Delete the output dir if it exists.") .SetDefault(false); AddAttr("dir", "(string)" "The dir where the LoDTensor variables will be saved.") .AddCustomChecker( [](const std::string &path) { return !path.empty(); }); } }; // class CheckpointSaveOpVarTypeInference : public framework::VarTypeInference { // public: // void operator()(const framework::OpDesc &op_desc, // framework::BlockDesc *block) const override { // auto out_var_name = op_desc.Output("Serial").front(); // auto &out_var = block->FindRecursiveOrCreateVar(out_var_name); // auto var_type = framework::proto::VarType::RAW; // out_var.SetType(var_type); // } // }; // class CheckpointSaveOpShapeInference : public framework::InferShapeBase { // public: // void operator()(framework::InferShapeContext *ctx) const override {} // }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; REGISTER_OPERATOR(checkpoint_save, ops::CheckpointSaveOp, ops::CheckpointSaveOpProtoMaker); // REGISTER_OPERATOR(checkpoint_save, ops::CheckpointSaveOp, // paddle::framework::EmptyGradOpMaker, // ops::CheckpointSaveOpProtoMaker, // ops::CheckpointSaveOpVarTypeInference, // ops::CheckpointSaveOpShapeInference);