From c1c5c20d8f1b9e17806660e0590ce4c2ca7e7d51 Mon Sep 17 00:00:00 2001 From: xiexionghang Date: Thu, 1 Aug 2019 16:07:40 +0800 Subject: [PATCH] for runnable trainer --- BCLOUD | 4 +- .../custom_trainer/feed/accessor/accessor.h | 19 + .../feed/accessor/epoch_accessor.cc | 58 + .../feed/accessor/epoch_accessor.h | 50 + .../train/custom_trainer/feed/accessor/me | 14840 ++++++++++++++++ .../feed/common/runtime_environment.cc | 34 + .../feed/common/runtime_environment.h | 38 +- .../custom_trainer/feed/executor/executor.h | 25 +- .../fluid/train/custom_trainer/feed/main.cc | 6 +- .../custom_trainer/feed/monitor/auc_monitor.h | 38 + .../custom_trainer/feed/monitor/monitor.h | 46 + .../feed/process/init_env_process.cc | 28 + .../feed/process/init_env_process.h | 1 + .../feed/process/learner_process.cc | 145 + .../feed/process/learner_process.h | 40 + .../custom_trainer/feed/process/process.cc | 2 + .../custom_trainer/feed/process/process.h | 7 +- .../custom_trainer/feed/trainer_context.h | 20 + publish_include.sh | 2 +- 19 files changed, 15379 insertions(+), 24 deletions(-) create mode 100644 paddle/fluid/train/custom_trainer/feed/accessor/accessor.h create mode 100644 paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.cc create mode 100644 paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h create mode 100644 paddle/fluid/train/custom_trainer/feed/accessor/me create mode 100644 paddle/fluid/train/custom_trainer/feed/common/runtime_environment.cc create mode 100644 paddle/fluid/train/custom_trainer/feed/monitor/auc_monitor.h create mode 100644 paddle/fluid/train/custom_trainer/feed/monitor/monitor.h create mode 100644 paddle/fluid/train/custom_trainer/feed/process/learner_process.cc create mode 100644 paddle/fluid/train/custom_trainer/feed/process/learner_process.h diff --git a/BCLOUD b/BCLOUD index 92aec0de..ce0e561a 100644 --- a/BCLOUD +++ b/BCLOUD @@ -70,10 +70,12 @@ SharedLibrary('paddle_fluid_avx_mklml', Sources(paddle_fluid_avx_mklml_src, Cpp #feed HEADERS('paddle/fluid/train/custom_trainer/feed/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/') HEADERS('paddle/fluid/train/custom_trainer/feed/common/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/common/') +HEADERS('paddle/fluid/train/custom_trainer/feed/executor/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/executor/') +HEADERS('paddle/fluid/train/custom_trainer/feed/monitor/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/monitor/') HEADERS('paddle/fluid/train/custom_trainer/feed/dataset/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/dataset/') HEADERS('paddle/fluid/train/custom_trainer/feed/process/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/process/') HEADERS('paddle/fluid/train/custom_trainer/feed/shuffler/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/shuffler/') -HEADERS('paddle/fluid/train/custom_trainer/feed/params_accessor/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/params_accessor/') +HEADERS('paddle/fluid/train/custom_trainer/feed/accessor/*.h', '$INC/paddle/fluid/train/custom_trainer/feed/accessor/') NEED_OUTPUT("baidu/third-party/mklml") OUTPUT('paddle/fluid/train/custom_trainer/feed/conf', '$OUT') OUTPUT('paddle/fluid/train/custom_trainer/feed/scripts', '$OUT') diff --git a/paddle/fluid/train/custom_trainer/feed/accessor/accessor.h b/paddle/fluid/train/custom_trainer/feed/accessor/accessor.h new file mode 100644 index 00000000..a09c62e7 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/accessor/accessor.h @@ -0,0 +1,19 @@ +#pragma once +#include "paddle/fluid/train/custom_trainer/feed/common/registerer.h" +#include "paddle/fluid/train/custom_trainer/feed/trainer_context.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +class Accessor { +public: + Accessor() {} + virtual ~Accessor() {} + virtual int initialize(YAML::Node config, + std::shared_ptr context_ptr) = 0; +}; + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.cc b/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.cc new file mode 100644 index 00000000..8f7c0436 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.cc @@ -0,0 +1,58 @@ +#pragma once +#include "paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + int HourlyEpochAccessor::initialize(YAML::Node config, + std::shared_ptr context_ptr) { + return 0; + } + void HourlyEpochAccessor::next_epoch() { + _current_epoch_id = next_epoch_id(_current_epoch_id); + } + std::string HourlyEpochAccessor::text(int epoch_id) { + return std::to_string(epoch_id); + } + bool HourlyEpochAccessor::data_ready(int epoch_id) { + return true; + } + int HourlyEpochAccessor::next_epoch_id(int epoch_id) { + if (epoch_id <= 0) { + struct timeval now; + gettimeofday(&now, NULL); + return now.tv_sec / (24 * 3600) * (24 * 3600); + } + return epoch_id + 3600; + } + bool HourlyEpochAccessor::is_last_epoch(int epoch_id) { + return ((epoch_id / 3600) % 24) == 23; + } + bool HourlyEpochAccessor::need_save_model(int epoch_id, ModelSaveWay save_way) { + if (epoch_id <= 0) { + return false; + } + if (save_way == ModelSaveWay::ModelSaveInferenceDelta) { + return true; + } else if (save_way == ModelSaveWay::ModelSaveInferenceBase) { + return is_last_epoch(epoch_id); + } else if (save_way == ModelSaveWay::ModelSaveTrainCheckpoint) { + return ((epoch_id / 3600) % 8) == 0; + } + return false; + } + std::string HourlyEpochAccessor::model_save_path(int epoch_id, ModelSaveWay save_way) { + if (save_way == ModelSaveWay::ModelSaveInferenceDelta) { + return _model_root_path + "/xbox/delta-" + std::to_string(epoch_id); + } else if (save_way == ModelSaveWay::ModelSaveInferenceBase) { + return _model_root_path + "/xbox/base"; + } else if (save_way == ModelSaveWay::ModelSaveTrainCheckpoint) { + return _model_root_path + "/xbox/checkpoint"; + } + return ""; + } + REGISTER_CLASS(EpochAccessor, HourlyEpochAccessor); + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h b/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h new file mode 100644 index 00000000..9f5ff7ae --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h @@ -0,0 +1,50 @@ +#pragma once +#include "paddle/fluid/train/custom_trainer/feed/accessor/accessor.h" +#include "paddle/fluid/train/custom_trainer/feed/common/registerer.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +class EpochAccessor : public Accessor { +public: + EpochAccessor() {} + virtual ~EpochAccessor() {} + virtual int initialize(YAML::Node config, + std::shared_ptr context_ptr) = 0; + + virtual int current_epoch_id() { + return _current_epoch_id; + } + virtual void next_epoch() = 0; + virtual std::string text(int epoch_id) = 0; + virtual bool data_ready(int epoch_id) = 0; + virtual int next_epoch_id(int epoch_id) = 0; + virtual bool is_last_epoch(int epoch_id) = 0; + virtual bool need_save_model(int epoch_id, ModelSaveWay save_way) = 0; + virtual std::string model_save_path(int epoch_id, ModelSaveWay save_way) = 0; +protected: + int _current_epoch_id; +}; +REGISTER_REGISTERER(EpochAccessor); + +class HourlyEpochAccessor : public EpochAccessor { +public: + HourlyEpochAccessor() {} + virtual ~HourlyEpochAccessor() {} + virtual int initialize(YAML::Node config, + std::shared_ptr context_ptr); + virtual void next_epoch(); + virtual std::string text(int epoch_id); + virtual bool data_ready(int epoch_id); + virtual int next_epoch_id(int epoch_id); + virtual bool is_last_epoch(int epoch_id); + virtual bool need_save_model(int epoch_id, ModelSaveWay save_way); + virtual std::string model_save_path(int epoch_id, ModelSaveWay save_way); +private: + std::string _model_root_path; +}; + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/accessor/me b/paddle/fluid/train/custom_trainer/feed/accessor/me new file mode 100644 index 00000000..c4937916 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/accessor/me @@ -0,0 +1,14840 @@ + 14839 feed_video-predictor-cube-3-blk1-tucheng +2019-07-31 01:34:56 bjyz-feed-tucheng109.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 1 +2019-07-31 01:43:57 bjyz-feed-tucheng3704.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 1 +2019-07-31 01:46:15 bjyz-feed-tucheng465.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 0 +2019-07-31 02:10:09 bjyz-feed-tucheng109.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 0 +2019-07-31 02:11:29 bjyz-feed-tucheng6891.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 0 +2019-07-31 02:21:43 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predictor_serve work 1 +2019-07-31 23:56:53 bjyz-feed-tucheng109.bjyz feed_video-predictor-cube-3-blk1-tucheng predictor_serve work 0 diff --git a/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.cc b/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.cc new file mode 100644 index 00000000..39c386f4 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.cc @@ -0,0 +1,34 @@ +#include "paddle/fluid/train/custom_trainer/feed/common/runtime_environment.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + + //閰嶇疆鍒濆鍖 + int MPIRuntimeEnvironment::initialize(YAML::Node config) { + return 0; + } + //鐜鍒濆鍖栵紝浼氬湪鎵鏈変緷璧栨ā鍧梚nitialize鍚庤皟鐢 + int MPIRuntimeEnvironment::wireup() { + return 0; + } + //褰撳墠鐜rank_idx + uint32_t MPIRuntimeEnvironment::rank_idx() { + return 0; + } + void MPIRuntimeEnvironment::barrier_all() { + return; + } + void MPIRuntimeEnvironment::print_log(EnvironmentLogType type, EnvironmentLogLevel level, const std::string& log_str) { + if (type == EnvironmentLogType::MASTER_LOG && !is_master_node()) { + return; + } + VLOG(2) << log_str; + return; + } + REGISTER_CLASS(RuntimeEnvironment, MPIRuntimeEnvironment); + + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.h b/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.h index a110b32d..2654b721 100644 --- a/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.h +++ b/paddle/fluid/train/custom_trainer/feed/common/runtime_environment.h @@ -5,28 +5,47 @@ *濡傦細MPI鐜涓嬶紝鍐欐帴鍙ｅ彧鍏佽鍗曠嚎绋嬭皟鐢紝閭ｄ箞榛樿瀵规墍鏈塃nv淇濊瘉姝よ皟鐢ㄩ檺鍒 */ #pragma once +#include #include "paddle/fluid/string/string_helper.h" +#include "paddle/fluid/train/custom_trainer/feed/common/registerer.h" namespace paddle { namespace custom_trainer { namespace feed { +enum class EnvironmentLogLevel { + FATAL = 0, + ERROR = 1, + NOTICE = 2, + DEBUG = 3 +}; + +enum class EnvironmentLogType { + MASTER_LOG = 0, //浠卪aster鑺傜偣瀵瑰杈撳嚭 + ALL_LOG = 1 //鎵鏈夎妭鐐归兘浼氬澶栬緭鍑 +}; + class RuntimeEnvironment { public: RuntimeEnvironment() {} virtual ~RuntimeEnvironment() {} //閰嶇疆鍒濆鍖 - virtual int initialize(YAML::Node& config) = 0; + virtual int initialize(YAML::Node config) = 0; //鐜鍒濆鍖栵紝浼氬湪鎵鏈変緷璧栨ā鍧梚nitialize鍚庤皟鐢 virtual int wireup() = 0; //澶氱嚎绋嬪彲璋冪敤鎺ュ彛 Start //褰撳墠鐜rank_idx virtual uint32_t rank_idx() = 0; + //鐜鍐呬富鑺傜偣 + virtual bool is_master_node() { + return rank_idx() == 0; + } //鐜瀹氬埗鍖杔og template - void log(int log_type, const char* fmt, ARGS && ... args) { - print_log(log_type, paddle::string::format_string(fmt, args...)); + void log(EnvironmentLogType type, EnvironmentLogLevel level, + const char* fmt, ARGS && ... args) { + print_log(type, level, paddle::string::format_string(fmt, args...)); } //澶氱嚎绋嬪彲璋冪敤鎺ュ彛 End @@ -36,19 +55,24 @@ public: virtual void barrier_all() = 0; //鎺ュ彛鍙厑璁稿湪涓荤嚎绋嬭皟鐢 End protected: - virtual void print_log(int log_type, const std::string& log_str) = 0; + virtual void print_log(EnvironmentLogType type, EnvironmentLogLevel level, const std::string& log_str) = 0; }; +REGISTER_REGISTERER(RuntimeEnvironment); class MPIRuntimeEnvironment : public RuntimeEnvironment { public: MPIRuntimeEnvironment() {} virtual ~MPIRuntimeEnvironment() {} //閰嶇疆鍒濆鍖 - virtual int initialize(YAML::Node& config) = 0; + virtual int initialize(YAML::Node config); //鐜鍒濆鍖栵紝浼氬湪鎵鏈変緷璧栨ā鍧梚nitialize鍚庤皟鐢 - virtual int wireup() = 0; + virtual int wireup(); //褰撳墠鐜rank_idx - virtual uint32_t rank_idx() = 0; + virtual uint32_t rank_idx(); + + virtual void barrier_all(); +protected: + virtual void print_log(EnvironmentLogType type, EnvironmentLogLevel level, const std::string& log_str); }; } // namespace feed diff --git a/paddle/fluid/train/custom_trainer/feed/executor/executor.h b/paddle/fluid/train/custom_trainer/feed/executor/executor.h index 023f98cd..359ba0b6 100644 --- a/paddle/fluid/train/custom_trainer/feed/executor/executor.h +++ b/paddle/fluid/train/custom_trainer/feed/executor/executor.h @@ -8,13 +8,13 @@ namespace paddle { namespace custom_trainer { namespace feed { -class Execute { +class Executor { public: - Execute() {} - virtual ~Execute() {} + Executor() {} + virtual ~Executor() {} //鍒濆鍖栵紝鍖呮嫭杩涜璁粌缃戠粶&閰嶇疆鍔犺浇宸ヤ綔 - virtual int initialize(YAML::Node& exe_config, + virtual int initialize(YAML::Node exe_config, std::shared_ptr context_ptr) = 0; //scope 鍙敤浜庡～鍏&鍙 var @@ -24,7 +24,7 @@ public: //鐩存帴鍙杤ar template T* var(const std::string& name) { - return _scope.Var(name).Get(); + return _scope.Var(name)->Get(); } template T* mutable_var(const std::string& name) { @@ -34,20 +34,23 @@ public: //鎵цn杞缁冿紝姣忚疆鍥炶皟(epoch_id, _scope) virtual int run(uint32_t epoch_num, std::function) = 0; + virtual bool is_dump_all_model() { + return false; + } protected: ::paddle::framework::Scope _scope; }; -REGISTER_REGISTERER(Execute); +REGISTER_REGISTERER(Executor); -class SimpleExecute : public Execute { +class SimpleExecutor : public Executor { public: - SimpleExecute() {} - virtual ~SimpleExecute() {} - virtual int initialize(YAML::Node& exe_config, + SimpleExecutor() {} + virtual ~SimpleExecutor() {} + virtual int initialize(YAML::Node exe_config, std::shared_ptr context_ptr); virtual int run(uint32_t epoch_num, std::function) = 0; protected: - ::paddle::framework::Executor _execute; + std::shared_ptr<::paddle::framework::Executor> _executor; }; } // namespace feed diff --git a/paddle/fluid/train/custom_trainer/feed/main.cc b/paddle/fluid/train/custom_trainer/feed/main.cc index 833cd650..24028911 100644 --- a/paddle/fluid/train/custom_trainer/feed/main.cc +++ b/paddle/fluid/train/custom_trainer/feed/main.cc @@ -19,12 +19,12 @@ int main(int argc, char* argv[]) { //load trainer config auto trainer_context_ptr = std::make_shared(); trainer_context_ptr->trainer_config = YAML::LoadFile(FLAGS_feed_trainer_conf_path); + VLOG(3) << "yaml node size" << trainer_context_ptr->trainer_config.size(); std::vector process_name_list = { - "InitEnvProcess" + "InitEnvProcess", + "LearnerProcess" }; - InitEnvProcess init_process; - init_process.run(); for (const auto& process_name : process_name_list) { Process* process = CREATE_CLASS(Process, process_name); diff --git a/paddle/fluid/train/custom_trainer/feed/monitor/auc_monitor.h b/paddle/fluid/train/custom_trainer/feed/monitor/auc_monitor.h new file mode 100644 index 00000000..fef362cb --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/monitor/auc_monitor.h @@ -0,0 +1,38 @@ +#pragma once +#include +#include "paddle/fluid/train/custom_trainer/feed/monitor/monitor.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +//TODO 瀹屽杽AucMonitor + +class AucMonitor : public Monitor { +public: + AucMonitor() {} + virtual ~AucMonitor() {} + + virtual int initialize(const YAML::Node& config, + std::shared_ptr context_ptr) { + Monitor::initialize(config, context_ptr); + //涓浜涢澶栭厤缃 瀵逛簬AUC涓昏鏄痶arget && label 淇℃伅 + return 0; + } + + //娣诲姞涓椤硅褰曪紝缁熻鍐呭Monitor鑷浠嶦xecutor鎸夐渶鑾峰彇 + virtual void add_data(int epoch_id, const Executor* executor); + + //鏄惁寮濮嬬粨鏋滅粺璁 + virtual bool need_compute_result(int epoch_id, EpochAccessor* accessor); + //缁熻褰撳墠缁撴灉 + virtual void compute_result(); + //鍩轰簬鐜版湁缁撴灉锛岃緭鍑烘牸寮忓寲鐨勭粺璁′俊鎭 + virtual std::string format_result(); + + virtual void reset(); +}; + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/monitor/monitor.h b/paddle/fluid/train/custom_trainer/feed/monitor/monitor.h new file mode 100644 index 00000000..a7b9186c --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/monitor/monitor.h @@ -0,0 +1,46 @@ +#pragma once +#include +#include "paddle/fluid/train/custom_trainer/feed/common/registerer.h" +#include "paddle/fluid/train/custom_trainer/feed/trainer_context.h" +#include "paddle/fluid/train/custom_trainer/feed/executor/executor.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +class Monitor { +public: + Monitor() {} + virtual ~Monitor() {} + + virtual int initialize(const YAML::Node& config, + std::shared_ptr context_ptr) { + _name = conf["name"].as(); + return 0; + } + + //娣诲姞涓椤硅褰曪紝缁熻鍐呭Monitor鑷浠嶦xecutor鎸夐渶鑾峰彇 + virtual void add_data(int epoch_id, const Executor* executor) = 0; + + //鏄惁瀵逛簬褰撳墠epoch_id杩涜缁撴灉缁熻 + virtual bool need_compute_result(int epoch_id, EpochAccessor* accessor) = 0; + //缁熻褰撳墠缁撴灉 + virtual void compute_result() = 0; + //鍩轰簬鐜版湁缁撴灉锛岃緭鍑烘牸寮忓寲鐨勭粺璁′俊鎭 + virtual std::string format_result() = 0; + + virtual void reset() = 0; + + const std::string& get_name() { + return _name; + } + +protected: + std::string _name; +}; + +REGISTER_REGISTERER(Monitor); + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/process/init_env_process.cc b/paddle/fluid/train/custom_trainer/feed/process/init_env_process.cc index 3641d20c..351a82ce 100644 --- a/paddle/fluid/train/custom_trainer/feed/process/init_env_process.cc +++ b/paddle/fluid/train/custom_trainer/feed/process/init_env_process.cc @@ -5,6 +5,7 @@ #include "paddle/fluid/platform/init.h" #include "paddle/fluid/platform/place.h" #include "paddle/fluid/framework/executor.h" +#include "paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h" #include "paddle/fluid/train/custom_trainer/feed/process/init_env_process.h" namespace paddle { @@ -12,12 +13,39 @@ namespace custom_trainer { namespace feed { int InitEnvProcess::initialize(std::shared_ptr context_ptr) { + Process::initialize(context_ptr); paddle::framework::InitDevices(false); context_ptr->cpu_place = paddle::platform::CPUPlace(); + + YAML::Node config; + config.reset(_context_ptr->trainer_config); + VLOG(3) << "yaml node size : " << config.size(); + + //environment + std::string env_class = config["environment"]["environment_class"].as(); + auto* environment = CREATE_CLASS(RuntimeEnvironment, env_class); + if (environment->initialize(config["environment"]) != 0) { + return -1; + } + context_ptr->environment.reset(environment); + + //epoch + std::string epoch_class = config["epoch"]["epoch_class"].as(); + auto* epoch = CREATE_CLASS(EpochAccessor, epoch_class); + if (epoch->initialize(config["epoch"], context_ptr) != 0) { + return -1; + } + context_ptr->epoch_accessor.reset(epoch); VLOG(3) << "Env initialize success"; return 0; } +int InitEnvProcess::run() { + //step 1. psserver init + //step2. psserver load + return 0; +} + } // namespace feed } // namespace custom_trainer } // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/process/init_env_process.h b/paddle/fluid/train/custom_trainer/feed/process/init_env_process.h index 17ea593a..340ee681 100644 --- a/paddle/fluid/train/custom_trainer/feed/process/init_env_process.h +++ b/paddle/fluid/train/custom_trainer/feed/process/init_env_process.h @@ -14,6 +14,7 @@ public: InitEnvProcess() {} virtual ~InitEnvProcess() {} virtual int initialize(std::shared_ptr context_ptr); + virtual int run(); }; } // namespace feed diff --git a/paddle/fluid/train/custom_trainer/feed/process/learner_process.cc b/paddle/fluid/train/custom_trainer/feed/process/learner_process.cc new file mode 100644 index 00000000..d8eba032 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/process/learner_process.cc @@ -0,0 +1,145 @@ +/* + *Author: xiexionghang + *Train鏍锋湰 + */ +#include +#include "paddle/fluid/train/custom_trainer/feed/accessor/epoch_accessor.h" +#include "paddle/fluid/train/custom_trainer/feed/process/learner_process.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +int LearnerProcess::initialize(std::shared_ptr context_ptr) { + int ret = Process::initialize(context_ptr); + auto& config = _context_ptr->trainer_config; + _train_thread_num = config["train_thread_num"].as(); + _threads_executor.resize(_train_thread_num); + + if (config["executor"]) { + _executor_num = config["executor"].size(); + omp_set_num_threads(_train_thread_num); + #pragma omp parallel for + for (int i = 0; i < _train_thread_num; ++i) { + _threads_executor[i].resize(_executor_num); + for (int e = 0; e < _executor_num; ++e) { + auto e_class = config["executor"][e]["class"].as(); + auto* e_ptr = CREATE_CLASS(Executor, e_class); + _threads_executor[i][e].reset(e_ptr); + if (e_ptr->initialize(config["executor"][e], context_ptr) != 0) { + ret = -1; + } + } + } + } + return 0; +} + +std::future LearnerProcess::save_model(int epoch_id, int table_id, ModelSaveWay way) { + std::promise p; + auto ret = p.get_future(); + if (_context_ptr->epoch_accessor->need_save_model(epoch_id, way)) { + //TODO + //context_ptr->pslib_client()->save(); + } else { + p.set_value(0); + } + return ret; +} + +int LearnerProcess::wait_save_model(int epoch_id, ModelSaveWay way) { + auto* environment = _context_ptr->environment.get(); + if (!environment->is_master_node()) { + return 0; + } + int ret_size = 0; + auto table_num = _context_ptr->params_table_list.size(); + std::future rets[table_num]; + for (int i = 0; i < table_num; ++i) { + auto table_id = _context_ptr->params_table_list[i].table_id(); + rets[ret_size++] = save_model(epoch_id, table_id, way); + } + + int all_ret = 0; + for (int i = 0; i < ret_size; ++i) { + rets[i].wait(); + all_ret |= rets[i].get(); + } + return all_ret; +} + +int LearnerProcess::run() { + auto* environment = _context_ptr->environment.get(); + auto* epoch_accessor = _context_ptr->epoch_accessor.get(); + int epoch_id = epoch_accessor->current_epoch_id(); + + environment->log(EnvironmentLogType::MASTER_LOG, EnvironmentLogLevel::NOTICE, + "Resume traine with epoch_id:%d label:%s", epoch_id, _context_ptr->epoch_accessor->text(epoch_id).c_str()); + + //鍒ゆ柇鏄惁鍏坉ump鍑篵ase + wait_save_model(epoch_id, ModelSaveWay::ModelSaveInferenceBase); + environment->barrier_all(); + + while (true) { + epoch_accessor->next_epoch(); + epoch_id = epoch_accessor->current_epoch_id(); + std::string epoch_log_title= paddle::string::format_string( + "train epoch_id:%d label:%s", epoch_id, epoch_accessor->text(epoch_id).c_str()); + + //Step1. 绛夊緟鏍锋湰ready + environment->log(EnvironmentLogType::MASTER_LOG, EnvironmentLogLevel::NOTICE, + "Start %s, wait data ready", epoch_log_title.c_str()); + while (!epoch_accessor->data_ready(epoch_id)) { + sleep(30); + environment->log(EnvironmentLogType::MASTER_LOG, EnvironmentLogLevel::NOTICE, + "%s, data not ready, wait 30s", epoch_log_title.c_str()); + } + environment->log(EnvironmentLogType::MASTER_LOG, EnvironmentLogLevel::NOTICE, + "%s, data is ready, start traning", epoch_log_title.c_str()); + environment->barrier_all(); + + //Step2. 杩愯璁粌缃戠粶 + bool already_dump_inference_model = false; + for (int i = 0; i < _executor_num; ++i) { + std::vector> train_threads(_train_thread_num); + for (int thread_id = 0; thread_id < _train_thread_num; ++thread_id) { + train_threads[i].reset(new std::thread([this](int exe_idx, int thread_idx) { + auto* executor = _threads_executor[thread_idx][exe_idx].get(); + run_executor(executor); + }, i, thread_id)); + } + for (int i = 0; i < _train_thread_num; ++i) { + train_threads[i]->join(); + } + environment->barrier_all(); + + if (_threads_executor[0][i]->is_dump_all_model()) { + already_dump_inference_model = true; + wait_save_model(epoch_id, ModelSaveWay::ModelSaveInferenceDelta); + } + environment->barrier_all(); + } + + //Step3. Dump Model For Delta&&Checkpoint + if (!already_dump_inference_model) { + already_dump_inference_model = true; + wait_save_model(epoch_id, ModelSaveWay::ModelSaveInferenceDelta); + } + wait_save_model(epoch_id, ModelSaveWay::ModelSaveTrainCheckpoint); + environment->barrier_all(); + + //Step4. Output Monitor && RunStatus + //TODO + } + + return 0; +} + +int LearnerProcess::run_executor(Executor* executor) { + //TODO + return 0; +} + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/process/learner_process.h b/paddle/fluid/train/custom_trainer/feed/process/learner_process.h new file mode 100644 index 00000000..203e3379 --- /dev/null +++ b/paddle/fluid/train/custom_trainer/feed/process/learner_process.h @@ -0,0 +1,40 @@ +/* + *Author: xiexionghang + *Train鏍锋湰 + */ +#pragma once +#include "paddle/fluid/train/custom_trainer/feed/process/process.h" +#include "paddle/fluid/train/custom_trainer/feed/executor/executor.h" + +namespace paddle { +namespace custom_trainer { +namespace feed { + +typedef std::vector> MultiExecutor; +class LearnerProcess : public Process { +public: + LearnerProcess() {} + virtual ~LearnerProcess() {} + + virtual int run(); + virtual int initialize(std::shared_ptr context_ptr); + +protected: +//鍚屾淇濆瓨鎵鏈夋ā鍨 +virtual int wait_save_model(int epoch_id, ModelSaveWay way); +//寮傛淇濆瓨鎸囧畾妯″瀷 +virtual std::future save_model(int epoch_id, int table_id, ModelSaveWay way); +//鎵ц鎸囧畾璁粌缃戠粶 +virtual int run_executor(Executor* executor); + + + +private: + int _executor_num = 0; //闇瑕佹墽琛岃缁冪殑缃戠粶涓暟 + int _train_thread_num = 1;//骞惰璁粌绾跨▼鏁 + std::vector _threads_executor; +}; + +} // namespace feed +} // namespace custom_trainer +} // namespace paddle diff --git a/paddle/fluid/train/custom_trainer/feed/process/process.cc b/paddle/fluid/train/custom_trainer/feed/process/process.cc index 4c90e7ed..5226c8c5 100644 --- a/paddle/fluid/train/custom_trainer/feed/process/process.cc +++ b/paddle/fluid/train/custom_trainer/feed/process/process.cc @@ -1,10 +1,12 @@ #include "paddle/fluid/train/custom_trainer/feed/process/process.h" #include "paddle/fluid/train/custom_trainer/feed/process/init_env_process.h" +#include "paddle/fluid/train/custom_trainer/feed/process/learner_process.h" namespace paddle { namespace custom_trainer { namespace feed { REGISTER_CLASS(Process, InitEnvProcess); +REGISTER_CLASS(Process, LearnerProcess); int Process::run() { return 0; } diff --git a/paddle/fluid/train/custom_trainer/feed/process/process.h b/paddle/fluid/train/custom_trainer/feed/process/process.h index 86743d6d..2e83e63c 100644 --- a/paddle/fluid/train/custom_trainer/feed/process/process.h +++ b/paddle/fluid/train/custom_trainer/feed/process/process.h @@ -10,8 +10,13 @@ class Process { public: Process() {} virtual ~Process() {} - virtual int initialize(std::shared_ptr context_ptr) = 0; + virtual int initialize(std::shared_ptr context_ptr) { + _context_ptr = context_ptr.get(); + return 0; + } virtual int run(); +protected: + TrainerContext* _context_ptr = NULL; }; REGISTER_REGISTERER(Process); diff --git a/paddle/fluid/train/custom_trainer/feed/trainer_context.h b/paddle/fluid/train/custom_trainer/feed/trainer_context.h index c01866aa..2d7a71e5 100644 --- a/paddle/fluid/train/custom_trainer/feed/trainer_context.h +++ b/paddle/fluid/train/custom_trainer/feed/trainer_context.h @@ -12,11 +12,31 @@ namespace custom_trainer { namespace feed { class Process; +class EpochAccessor; + +enum class ModelSaveWay { + ModelSaveTrainCheckpoint = 0, + ModelSaveInferenceDelta = 1, + ModelSaveInferenceBase = 2 +}; + +class TableMeta { +public: + TableMeta() {} + ~TableMeta() {} + int table_id() { + return _id; + } +private: + int _id; +}; class TrainerContext { public: YAML::Node trainer_config; paddle::platform::CPUPlace cpu_place; +std::vector params_table_list; +std::shared_ptr epoch_accessor; std::shared_ptr environment; std::vector> process_list; }; diff --git a/publish_include.sh b/publish_include.sh index e90f2beb..82dcb8c5 100644 --- a/publish_include.sh +++ b/publish_include.sh @@ -1,7 +1,7 @@ #!bash OUTPUT_PATH=../../../bc_out/baidu/feed-mlarch/paddle-trainer/output/include/ INCLUDE_DIR=paddle/fluid/train/custom_trainer/feed/ -SUB_DIR_LIST=(common dataset params_accessor process shuffler) +SUB_DIR_LIST=(common dataset accessor executor monitor process shuffler) rm -rf ${OUTPUT_PATH}/${INCLUDE_DIR}/* cp ${INCLUDE_DIR}/*.h ${OUTPUT_PATH}/${INCLUDE_DIR}/ -- GitLab