/* 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 "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"; 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"); bool is_present = FileExists(dir); if (is_present && !overwrite) { return; // todo(tangwei) judge the folder is exist // PADDLE_THROW("%s exists!, cannot save_combine to it when // overwrite=false", // dir, overwrite); } MkDirRecursively(dir.c_str()); auto serial_var_name = Output("Serial"); auto *serial_var = scope.FindVar(serial_var_name); std::string *serial_num = serial_var->GetMutable(); serial_num->append("0"); dir.append("/"); dir.append(serial_num->c_str()); 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]); std::string var_file; var_file.append(dir); var_file.append("/"); var_file.append(inp_var_names[i]); PADDLE_ENFORCE(var != nullptr, "Cannot find variable %s for save_combine_op", inp_var_names[i]); PADDLE_ENFORCE(var->IsType(), "SaveCombineOp only supports LoDTensor, %s has wrong type", inp_var_names[i]); auto &tensor = var->Get(); // Serialize tensors one by one std::ofstream fout(var_file); framework::SerializeToStream(fout, tensor, dev_ctx); fout.close(); } std::string success; success.append(dir); success.append("/"); success.append(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(); AddOutput("Serial", "the serial number"); 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 \"file_path\" 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, paddle::framework::EmptyGradOpMaker, ops::CheckpointSaveOpProtoMaker, ops::CheckpointSaveOpVarTypeInference, ops::CheckpointSaveOpShapeInference);