// 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/fluid/operators/reader/reader_op_registry.h" #include #include namespace paddle { namespace operators { namespace reader { std::vector RestoreShapes(const std::vector& shape_concat, const std::vector& ranks) { std::vector res; int offset = 0; for (int len : ranks) { auto start_it = shape_concat.begin() + offset; auto end_it = start_it + len; res.push_back(framework::make_ddim(std::vector(start_it, end_it))); offset += len; } return res; } std::unordered_map& FileReaderRegistry() { static std::unordered_map regs; return regs; } std::unique_ptr CreateReaderByFileName( const std::string& file_name) { size_t separator_pos = file_name.find_last_of(kFileFormatSeparator); PADDLE_ENFORCE_NE(separator_pos, std::string::npos, "File name illegal! A legal file name should be like: " "[file_name].[file_format] (e.g., 'data_file.recordio')."); std::string filetype = file_name.substr(separator_pos + 1); auto itor = FileReaderRegistry().find(filetype); PADDLE_ENFORCE(itor != FileReaderRegistry().end(), "No file reader registered for '%s' format.", filetype); framework::ReaderBase* reader = (itor->second)(file_name); return std::unique_ptr(reader); } void FileReaderMakerBase::Make() { AddOutput("Out", "(ReaderHolder): The created random reader.").AsDuplicable(); AddAttr>("shape_concat", "The concat of all data's shapes."); AddAttr>( "ranks", "The ranks of each data." "e.g." "shape_concat = [2,3,4,5,6]" "ranks = [3,2]" "It means the reader will generate two data each time," "whose shapes are [2,3,4] and [5,6] respectively."); AddAttr>("lod_levels", "The LoD levels of each data."); AddAttr( "use_data_config", "Use the config of all datas like shape_concat/ranks/lod_levels") .SetDefault(true); Apply(); } void FileReaderInferShape::operator()(framework::InferShapeContext* ctx) const { PADDLE_ENFORCE( !ctx->IsRuntime(), "'FileReaderInferShape' should only be invoked during compile time."); PADDLE_ENFORCE(ctx->HasOutput("Out"), "The output file reader should not be null."); bool use_data_config = ctx->Attrs().Get("use_data_config"); if (use_data_config) { const auto shape_concat = ctx->Attrs().Get>("shape_concat"); const auto ranks = ctx->Attrs().Get>("ranks"); std::vector shapes = RestoreShapes(shape_concat, ranks); ctx->SetReaderDims("Out", shapes); const auto lod_levels = ctx->Attrs().Get>("lod_levels"); PADDLE_ENFORCE_EQ(lod_levels.size(), shapes.size(), "The number of 'lod_levels'(%d) doesn't match the number " "of 'shapes'(%d).", lod_levels.size(), shapes.size()); framework::VarDesc* reader = boost::get(ctx->GetOutputVarPtrs("Out")[0]); reader->SetLoDLevels(lod_levels); } } void FileReaderInferVarType::operator()( framework::InferVarTypeContext& ctx) const { std::string reader_name = ctx.Output("Out")[0]; ctx.SetType(reader_name, framework::proto::VarType::READER); } void DecoratedReaderInferShape::operator()( framework::InferShapeContext* ctx) const { PADDLE_ENFORCE(!ctx->IsRuntime(), "'DecoratedReaderInferShape' should only be invoked during " "compile time."); PADDLE_ENFORCE(ctx->HasInput("UnderlyingReader"), "Input(UnderlyingReader) should not be null."); PADDLE_ENFORCE(ctx->HasOutput("Out"), "The output decorated reader should not be null."); ctx->SetReaderDims("Out", ctx->GetReaderDims("UnderlyingReader")); framework::VarDesc* in_reader = boost::get( ctx->GetInputVarPtrs("UnderlyingReader")[0]); framework::VarDesc* out_reader = boost::get(ctx->GetOutputVarPtrs("Out")[0]); out_reader->SetLoDLevels(in_reader->GetLoDLevels()); } void DecoratedReaderInferVarType::operator()( framework::InferVarTypeContext& ctx) const { const std::string& in_reader_name = ctx.Input("UnderlyingReader")[0]; const std::string& out_reader_name = ctx.Output("Out")[0]; ctx.SetType(out_reader_name, framework::proto::VarType::READER); ctx.SetDataTypes(out_reader_name, ctx.GetDataTypes(in_reader_name)); } void DecoratedReaderMakerBase::Make() { AddInput("UnderlyingReader", "(ReaderHolder) The underlying reader for creating a batch reader."); AddOutput("Out", "(ReaderHolder) The created batch reader."); Apply(); } } // namespace reader } // namespace operators } // namespace paddle