# coding:utf-8 # Copyright (c) 2019 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. from __future__ import absolute_import from __future__ import division from __future__ import print_function import argparse import os import platform import socket import json import paddlehub as hub from paddlehub.commands.base_command import BaseCommand, ENTRY from paddlehub.serving import app_single as app from paddlehub.common.dir import CONF_HOME from paddlehub.common.hub_server import CacheUpdater import multiprocessing import time import signal if platform.system() == "Windows": class StandaloneApplication(object): def __init__(self): pass def load_config(self): pass def load(self): pass else: import gunicorn.app.base class StandaloneApplication(gunicorn.app.base.BaseApplication): def __init__(self, app, options=None): self.options = options or {} self.application = app super(StandaloneApplication, self).__init__() def load_config(self): config = { key: value for key, value in self.options.items() if key in self.cfg.settings and value is not None } for key, value in config.items(): self.cfg.set(key.lower(), value) def load(self): return self.application def number_of_workers(): return (multiprocessing.cpu_count() * 2) + 1 def pid_is_exist(pid): try: os.kill(pid, 0) except: return False else: return True class ServingCommand(BaseCommand): name = "serving" module_list = [] def __init__(self, name): super(ServingCommand, self).__init__(name) self.show_in_help = True self.description = "Start Module Serving or Bert Service for online predicting." self.parser = argparse.ArgumentParser( description=self.__class__.__doc__, prog='%s %s [COMMAND]' % (ENTRY, name), usage='%(prog)s', add_help=True) self.parser.add_argument("command") self.parser.add_argument("sub_command") self.parser.add_argument("bert_service", nargs="?") self.sub_parse = self.parser.add_mutually_exclusive_group( required=False) self.parser.add_argument( "--use_gpu", action="store_true", default=False) self.parser.add_argument( "--use_multiprocess", action="store_true", default=False) self.parser.add_argument("--modules", "-m", nargs="+") self.parser.add_argument("--config", "-c", nargs="?") self.parser.add_argument("--port", "-p", nargs="?", default=8866) self.parser.add_argument("--gpu", "-i", nargs="?", default=0) self.parser.add_argument( "--use_singleprocess", action="store_true", default=False) def dump_pid_file(self): pid = os.getpid() filepath = os.path.join(CONF_HOME, "serving_" + str(self.args.port) + ".json") if os.path.exists(filepath): os.remove(filepath) with open(filepath, "w") as fp: info = { "pid": pid, "module": self.args.modules, "start_time": time.time() } json.dump(info, fp) @staticmethod def load_pid_file(filepath, port=None): if port is None: port = os.path.basename(filepath).split(".")[0].split("_")[1] if not os.path.exists(filepath): print( "PaddleHub Serving config file is not exists, " "please confirm the port [%s] you specified is correct." % port) return False with open(filepath, "r") as fp: info = json.load(fp) return info def stop_serving(self, port): filepath = os.path.join(CONF_HOME, "serving_" + str(port) + ".json") info = self.load_pid_file(filepath, port) if info is False: return pid = info["pid"] module = info["module"] start_time = info["start_time"] if os.path.exists(filepath): os.remove(filepath) if not pid_is_exist(pid): print("PaddleHub Serving has been stopped.") return print("PaddleHub Serving will stop.") CacheUpdater( "hub_serving_stop", module=module, addition={ "period_time": time.time() - start_time }).start() if platform.system() == "Windows": os.kill(pid, signal.SIGTERM) else: os.killpg(pid, signal.SIGTERM) @staticmethod def start_bert_serving(args): if platform.system() != "Linux": print("Error. Bert Service only support linux.") return False if ServingCommand.is_port_occupied("127.0.0.1", args.port) is True: print("Port %s is occupied, please change it." % args.port) return False from paddle_gpu_serving.run import BertServer bs = BertServer(with_gpu=args.use_gpu) bs.with_model(model_name=args.modules[0]) CacheUpdater( "hub_bert_service", module=args.modules[0], version="0.0.0").start() bs.run(gpu_index=args.gpu, port=int(args.port)) @staticmethod def is_port_occupied(ip, port): s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: s.connect((ip, int(port))) s.shutdown(2) return True except: return False @staticmethod def preinstall_modules(modules): configs = [] module_exist = {} if modules is not None: for module in modules: module_name = module if "==" not in module else \ module.split("==")[0] module_version = None if "==" not in module else \ module.split("==")[1] if module_exist.get(module_name, "") != "": print(module_name, "==", module_exist.get(module_name), " will be ignored cause new version is specified.") configs.pop() module_exist.update({module_name: module_version}) try: CacheUpdater( "hub_serving_start", module=module_name, version=module_version).start() m = hub.Module(name=module_name, version=module_version) method_name = m.desc.attr.map.data['default_signature'].s if method_name == "": raise RuntimeError("{} cannot be use for " "predicting".format(module_name)) configs.append({ "module": module_name, "version": m.version, "category": str(m.type).split("/")[0].upper() }) except Exception as err: print(err, ", start PaddleHub Serving unsuccessfully.") exit(1) return configs def start_app_with_file(self, configs, workers): port = configs.get("port", 8866) if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False modules = configs.get("modules_info") module = [str(i["module"]) + "==" + str(i["version"]) for i in modules] module_info = ServingCommand.preinstall_modules(module) for index in range(len(module_info)): modules[index].update(module_info[index]) options = { "bind": "0.0.0.0:%s" % port, "workers": workers, "pid": "./pid.txt" } configs["modules_info"] = modules self.dump_pid_file() StandaloneApplication( app.create_app(init_flag=False, configs=configs), options).run() def start_single_app_with_file(self, configs): use_gpu = configs.get("use_gpu", False) port = configs.get("port", 8866) if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False configs = configs.get("modules_info") module = [str(i["module"]) + "==" + str(i["version"]) for i in configs] module_info = ServingCommand.preinstall_modules(module) for index in range(len(module_info)): configs[index].update(module_info[index]) self.dump_pid_file() app.run(use_gpu, configs=configs, port=port) @staticmethod def start_multi_app_with_file(configs): port = configs.get("port", 8866) if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False workers = configs.get("workers", number_of_workers()) options = {"bind": "0.0.0.0:%s" % port, "workers": workers} StandaloneApplication( app.create_app(init_flag=False, configs=configs), options).run() print("PaddleHub Serving has been stopped.") def start_app_with_args(self, workers): module = self.args.modules if module is not None: use_gpu = self.args.use_gpu port = self.args.port if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False module_info = ServingCommand.preinstall_modules(module) [ item.update({ "batch_size": 1, "queue_size": 20 }) for item in module_info ] options = {"bind": "0.0.0.0:%s" % port, "workers": workers} configs = {"use_gpu": use_gpu, "modules_info": module_info} self.dump_pid_file() StandaloneApplication( app.create_app(init_flag=False, configs=configs), options).run() else: print("Lack of necessary parameters!") def start_single_app_with_args(self): module = self.args.modules if module is not None: use_gpu = self.args.use_gpu port = self.args.port if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False module_info = ServingCommand.preinstall_modules(module) [ item.update({ "batch_size": 1, "queue_size": 20 }) for item in module_info ] self.dump_pid_file() app.run(use_gpu, configs=module_info, port=port) else: print("Lack of necessary parameters!") def start_multi_app_with_args(self): module = self.args.modules if module is not None: use_gpu = self.args.use_gpu port = self.args.port workers = number_of_workers() if ServingCommand.is_port_occupied("127.0.0.1", port) is True: print("Port %s is occupied, please change it." % port) return False module_info = ServingCommand.preinstall_modules(module) [ item.update({ "batch_size": 1, "queue_size": 20 }) for item in module_info ] options = {"bind": "0.0.0.0:%s" % port, "workers": workers} configs = {"use_gpu": use_gpu, "modules_info": module_info} StandaloneApplication( app.create_app(init_flag=False, configs=configs), options).run() print("PaddleHub Serving has been stopped.") else: print("Lack of necessary parameters!") def start_serving(self): config_file = self.args.config single_mode = self.args.use_singleprocess if config_file is not None: if os.path.exists(config_file): with open(config_file, "r") as fp: configs = json.load(fp) use_multiprocess = configs.get("use_multiprocess", False) if single_mode is True: ServingCommand.start_single_app_with_file(configs) elif platform.system() == "Windows": print( "Warning: Windows cannot use multiprocess working " "mode, PaddleHub Serving will switch to single process mode" ) ServingCommand.start_single_app_with_file(configs) else: if use_multiprocess is True: self.start_app_with_file(configs, number_of_workers()) else: self.start_app_with_file(configs, 1) else: print("config_file ", config_file, "not exists.") else: if single_mode is True: self.start_single_app_with_args() elif platform.system() == "Windows": print( "Warning: Windows cannot use multiprocess working " "mode, PaddleHub Serving will switch to single process mode" ) self.start_single_app_with_args() else: if self.args.use_multiprocess is True: self.start_app_with_args(number_of_workers()) else: self.start_app_with_args(1) @staticmethod def show_help(): str = "serving