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pythonannotation-tooldatasetsactive-learningtext-annotationdatasetnatural-language-processingdata-labelingmachine-learning
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140 lines
4.2 KiB
140 lines
4.2 KiB
import argparse
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import multiprocessing
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import os
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import platform
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import sys
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import django
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from django.core import management
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from .config.celery import app
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os.environ["STANDALONE"] = "True"
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os.environ.setdefault("DJANGO_SETTINGS_MODULE", "config.settings.production")
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base = os.path.abspath(os.path.dirname(__file__))
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sys.path.append(base)
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django.setup()
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parser = argparse.ArgumentParser(description="doccano, text annotation for machine learning practitioners.")
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def number_of_workers():
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return (multiprocessing.cpu_count() * 2) + 1
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def is_windows():
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return platform.system() == "Windows"
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def run_on_nix(args):
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import gunicorn.app.base
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import gunicorn.util
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class StandaloneApplication(gunicorn.app.base.BaseApplication):
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def __init__(self, options=None):
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self.options = options or {}
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super().__init__()
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def load_config(self):
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config = {
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key: value for key, value in self.options.items() if key in self.cfg.settings and value is not None
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}
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for key, value in config.items():
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self.cfg.set(key.lower(), value)
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def load(self):
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return gunicorn.util.import_app("config.wsgi")
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options = {"bind": "%s:%s" % ("0.0.0.0", args.port), "workers": number_of_workers(), "chdir": base}
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StandaloneApplication(options).run()
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def run_on_windows(args):
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from waitress import serve
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from config.wsgi import application
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serve(application, port=args.port)
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def command_db_init(args):
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print("Setup Database.")
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management.call_command("wait_for_db")
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management.call_command("migrate")
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management.call_command("create_roles")
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def command_user_create(args):
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print("Create admin user.")
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management.call_command(
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"create_admin", "--noinput", username=args.username, password=args.password, email=args.email
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)
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def command_run_webserver(args):
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print(f"Starting server with port {args.port}.")
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if is_windows():
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run_on_windows(args)
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else:
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run_on_nix(args)
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def command_run_task_queue(args):
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print("Starting task queue.")
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argv = [
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"--app=config",
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"--workdir={}".format(base),
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"worker",
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"--loglevel=info",
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"--concurrency={}".format(args.concurrency),
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]
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if is_windows():
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argv.append("--pool=solo")
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app.worker_main(argv=argv)
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def command_help(args):
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print(parser.parse_args([args.command, "--help"]))
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def main():
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# Create a command line parser.
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subparsers = parser.add_subparsers()
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# Create a parser for db initialization.
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parser_init = subparsers.add_parser("init", help="see `init -h`")
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parser_init.set_defaults(handler=command_db_init)
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# Create a parser for user creation.
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parser_create_user = subparsers.add_parser("createuser", help="see `createuser -h`")
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parser_create_user.add_argument("--username", type=str, default="admin", help="admin username")
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parser_create_user.add_argument("--password", type=str, default="password", help="admin password")
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parser_create_user.add_argument("--email", type=str, default="example@example.com", help="admin email")
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parser_create_user.set_defaults(handler=command_user_create)
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# Create a parser for web server.
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parser_server = subparsers.add_parser("webserver", help="see `webserver -h`")
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parser_server.add_argument("--port", type=int, default=8000, help="port number")
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parser_server.set_defaults(handler=command_run_webserver)
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# Create a parser for task queue.
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parser_queue = subparsers.add_parser("task", help="see `task -h`")
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parser_queue.add_argument("--concurrency", type=int, default=2, help="concurrency")
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parser_queue.set_defaults(handler=command_run_task_queue)
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# Create a parser for help.
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parser_help = subparsers.add_parser("help", help="see `help -h`")
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parser_help.add_argument("command", help="command name which help is shown")
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parser_help.set_defaults(handler=command_help)
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# Dispatch handler.
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args = parser.parse_args()
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if hasattr(args, "handler"):
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args.handler(args)
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else:
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# If specified unknown command, show help.
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parser.print_help()
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if __name__ == "__main__":
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main()
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