/* DataReader * 对指定数据的读取 */ #pragma once #include #include #include #include #include #include "paddle/fluid/framework/channel.h" #include "paddle/fluid/train/custom_trainer/feed/common/pipeline.h" #include "paddle/fluid/framework/archive.h" #include "paddle/fluid/string/string_helper.h" #include "paddle/fluid/train/custom_trainer/feed/common/registerer.h" namespace paddle { namespace custom_trainer { namespace feed { class TrainerContext; struct FeatureItem { public: FeatureItem() { } FeatureItem(uint64_t sign_, uint16_t slot_) { sign() = sign_; slot() = slot_; } uint64_t& sign() { return *(uint64_t*)sign_buffer(); } const uint64_t& sign() const { return *(const uint64_t*)sign_buffer(); } uint16_t& slot() { return _slot; } const uint16_t& slot() const { return _slot; } private: char _sign[sizeof(uint64_t)]; uint16_t _slot; char* sign_buffer() const { return (char*)_sign; } }; struct SampleInstance { std::string id; std::vector predicts; std::vector labels; std::vector features; std::vector embedx; }; class DataItem { public: DataItem() {} virtual ~DataItem() {} std::string id; //样本id标识,可用于shuffle std::string data;//样本数据, maybe压缩格式 }; typedef std::shared_ptr> SampleInstancePipe; inline SampleInstancePipe make_sample_instance_channel() { return std::make_shared>(); } class DataParser { public: DataParser() {} virtual ~DataParser() {} virtual int initialize(const YAML::Node& config, std::shared_ptr context) = 0; virtual int parse(const std::string& str, DataItem& data) const { return parse(str.c_str(), data); } virtual int parse(const char* str, size_t len, DataItem& data) const = 0; virtual int parse(const char* str, DataItem& data) const = 0; virtual int parse_to_sample(const DataItem& data, SampleInstance& instance) const = 0; }; REGISTER_REGISTERER(DataParser); class DataReader { public: DataReader() {} virtual ~DataReader() {} virtual int initialize(const YAML::Node& config, std::shared_ptr context); //判断样本数据是否已就绪,就绪表明可以开始download virtual bool is_data_ready(const std::string& data_dir) = 0; //读取dir下文件列表 virtual std::vector data_file_list(const std::string& data_dir) = 0; //读取目录下数据到样本流中 virtual int read_all(const std::string& data_dir, ::paddle::framework::Channel data_channel) = 0; //读取指定文件列表的数据到样本流中 virtual int read_all(const std::vector& data_list, ::paddle::framework::Channel data_channel) = 0; virtual const DataParser* get_parser() { return _parser.get(); } protected: std::shared_ptr _parser;//数据格式转换 std::string _pipeline_cmd; //将文件流,重定向到pipeline_cmd,再读入 }; REGISTER_REGISTERER(DataReader); }//namespace feed }//namespace custom_trainer }//namespace paddle