// 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 "paddle/framework/op_registry.h" #include "paddle/framework/reader.h" namespace paddle { namespace operators { class ReadInferShape : public framework::InferShapeBase { public: void operator()(framework::InferShapeContext* ctx) const override { PADDLE_ENFORCE(ctx->HasInput("Reader"), "The ReadOp must take a reader as input."); PADDLE_ENFORCE(ctx->HasOutputs("Out"), "The ReadOp should be assigned with output."); std::vector reader_dims = ctx->GetReaderDims("Reader"); std::vector out_names = ctx->Outputs("Out"); PADDLE_ENFORCE_EQ( reader_dims.size(), out_names.size(), "The reader's dim number doesn't match the output number."); ctx->SetOutputsDim("Out", reader_dims); } }; class ReadInferVarType : public framework::VarTypeInference { public: void operator()(const framework::OpDesc& op_desc, framework::BlockDesc* block) const override { std::string reader_name = op_desc.Input("Reader")[0]; std::vector out_names = op_desc.Output("Out"); framework::VarDesc* reader = block->FindVarRecursive(reader_name); auto dtypes = reader->GetDataTypes(); PADDLE_ENFORCE_EQ(dtypes.size(), out_names.size()); for (size_t i = 0; i < dtypes.size(); ++i) { framework::VarDesc& out = block->FindRecursiveOrCreateVar(out_names[i]); out.SetType(framework::proto::VarDesc::LOD_TENSOR); out.SetDataType(dtypes[i]); } } }; class ReadOp : public framework::OperatorBase { public: using framework::OperatorBase::OperatorBase; void Run(const framework::Scope& scope, const platform::Place& dev_place) const override { framework::ReaderHolder* reader = scope.FindVar(Input("Reader"))->GetMutable(); if (!reader->HasNext()) { reader->ReInit(); PADDLE_ENFORCE( reader->HasNext(), "Reader can not read the next data even it has been re-initialized."); } std::vector out_arg_names = Outputs("Out"); std::vector ins; reader->ReadNext(&ins); PADDLE_ENFORCE_EQ(ins.size(), out_arg_names.size()); for (size_t i = 0; i < ins.size(); ++i) { auto* out = scope.FindVar(out_arg_names[i])->GetMutable(); out->ShareDataWith(ins[i]); out->set_lod(ins[i].lod()); } } }; class ReadOpMaker : public framework::OpProtoAndCheckerMaker { public: ReadOpMaker(OpProto* op_proto, OpAttrChecker* op_checker) : OpProtoAndCheckerMaker(op_proto, op_checker) { AddInput("Reader", "(ReaderHolder) The executed reader."); AddOutput("Out", "(LoDTensor) The output data.").AsDuplicable(); AddComment(R"DOC( Read Operator Execute a given reader once and output data. )DOC"); } }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; REGISTER_OPERATOR(read, ops::ReadOp, ops::ReadInferShape, ops::ReadOpMaker, paddle::framework::EmptyGradOpMaker, ops::ReadInferVarType);