






'''simple docstring'''

from argparse import ArgumentParser, Namespace
from typing import Any, List, Optional

from ..pipelines import Pipeline, get_supported_tasks, pipeline
from ..utils import logging
from . import BaseTransformersCLICommand


try:
						from fastapi import Body, FastAPI, HTTPException
						from fastapi.routing import APIRoute
						from pydantic import BaseModel
						from starlette.responses import JSONResponse
						from uvicorn import run

						__a:      Union[str, Any]  				=				True
except (ImportError, AttributeError):
						__a:      Optional[Any]  				=				object






						def 	_UpperCAmelCase    (  *a		:	List[str]						,			**a		:	Optional[int]							)			->			str:





												"""simple docstring"""
												pass






						__a:      Optional[int]  				=				False


__a:      Tuple  				=				logging.get_logger("transformers-cli/serving")






def 	_UpperCAmelCase    (  a		:	Namespace							)			->			Union[str, Any]:





						"""simple docstring"""
						lowercase_      :   Any        =			pipeline(
						    task=args.task						,			model=args.model if args.model else None						,			config=args.config						,			tokenizer=args.tokenizer						,			device=args.device						,			)
						return ServeCommand(_lowerCAmelCase						,			args.host						,			args.port						,			args.workers							)






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      Optional[int]        =  4_2






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      List[Any]        =  4_2
	SCREAMING_SNAKE_CASE_					:      str        =  4_2






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      List[Any]        =  4_2






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      List[Any]        =  4_2






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	@staticmethod
	def        lowerCamelCase__		(							_lowercase       )						->  Union[str, Any]:
							lowercase_      :   int        =			parser.add_parser(
							    'serve'  ,      help='CLI tool to run inference requests through REST and GraphQL endpoints.'       )
							serve_parser.add_argument(
							    '--task'  ,      type=__A  ,      choices=get_supported_tasks()  ,      help='The task to run the pipeline on'  ,      )
							serve_parser.add_argument('--host'  ,      type=__A  ,      default='localhost'  ,      help='Interface the server will listen on.'       )
							serve_parser.add_argument('--port'  ,      type=__A  ,      default=8888  ,      help='Port the serving will listen to.'       )
							serve_parser.add_argument('--workers'  ,      type=__A  ,      default=1  ,      help='Number of http workers'       )
							serve_parser.add_argument('--model'  ,      type=__A  ,      help='Model\'s name or path to stored model.'       )
							serve_parser.add_argument('--config'  ,      type=__A  ,      help='Model\'s config name or path to stored model.'       )
							serve_parser.add_argument('--tokenizer'  ,      type=__A  ,      help='Tokenizer name to use.'       )
							serve_parser.add_argument(
							    '--device'  ,      type=__A  ,      default=-1  ,      help='Indicate the device to run onto, -1 indicates CPU, >= 0 indicates GPU (default: -1)'  ,      )
							serve_parser.set_defaults(func=__A       )
	def __init__(							self  ,      _lowercase  ,      _lowercase  ,      _lowercase  ,      _lowercase       )						->  str:
							lowercase_      :   Tuple        =			pipeline

							lowercase_      :   str        =			host
							lowercase_      :   List[str]        =			port
							lowercase_      :   Tuple        =			workers

							if not _serve_dependencies_installed:
													raise RuntimeError(
													    'Using serve command requires FastAPI and uvicorn. '
													    'Please install transformers with [serving]: pip install \"transformers[serving]\".'
													    'Or install FastAPI and uvicorn separately.'       )
							else:
													logger.info(f"Serving model over {host}:{port}"       )
													lowercase_      :   Optional[int]        =			FastAPI(
													    routes=[
													        APIRoute(
													            '/'  ,      self.model_info  ,      response_model=__A  ,      response_class=__A  ,      methods=['GET']  ,      ),
													        APIRoute(
													            '/tokenize'  ,      self.tokenize  ,      response_model=__A  ,      response_class=__A  ,      methods=['POST']  ,      ),
													        APIRoute(
													            '/detokenize'  ,      self.detokenize  ,      response_model=__A  ,      response_class=__A  ,      methods=['POST']  ,      ),
													        APIRoute(
													            '/forward'  ,      self.forward  ,      response_model=__A  ,      response_class=__A  ,      methods=['POST']  ,      ),
													    ]  ,      timeout=600  ,      )
	def        lowerCamelCase__		(							self       )						->  Union[str, Any]:
							run(self._app  ,      host=self.host  ,      port=self.port  ,      workers=self.workers       )
	def        lowerCamelCase__		(							self       )						->  str:
							return ServeModelInfoResult(infos=vars(self._pipeline.model.config       )       )
	def        lowerCamelCase__		(							self  ,      _lowercase = Body(__A  ,      embed=__A       )  ,      _lowercase = Body(__A  ,      embed=__A       )       )						->  List[Any]:
							try:
													lowercase_      :   Tuple        =			self._pipeline.tokenizer.tokenize(__A       )

													if return_ids:
																			lowercase_      :   Dict        =			self._pipeline.tokenizer.convert_tokens_to_ids(__A       )
																			return ServeTokenizeResult(tokens=__A  ,      tokens_ids=__A       )
													else:
																			return ServeTokenizeResult(tokens=__A       )

							except Exception as e:
													raise HTTPException(status_code=500  ,      detail={'model': '', 'error': str(__A       )}       )
	def        lowerCamelCase__		(							self  ,      _lowercase = Body(__A  ,      embed=__A       )  ,      _lowercase = Body(__A  ,      embed=__A       )  ,      _lowercase = Body(__A  ,      embed=__A       )  ,      )						->  Tuple:
							try:
													lowercase_      :   List[str]        =			self._pipeline.tokenizer.decode(__A  ,      __A  ,      __A       )
													return ServeDeTokenizeResult(model=''  ,      text=__A       )
							except Exception as e:
													raise HTTPException(status_code=500  ,      detail={'model': '', 'error': str(__A       )}       )







	async def        lowerCamelCase__		(							self  ,      _lowercase=Body(__A  ,      embed=__A       )       )						->  str:

							# Check we don't have empty string
							if len(__A       ) == 0:
													return ServeForwardResult(output=[]  ,      attention=[]       )

							try:
													# Forward through the model
													lowercase_      :   Tuple        =			self._pipeline(__A       )
													return ServeForwardResult(output=__A       )
							except Exception as e:
													raise HTTPException(500  ,      {'error': str(__A       )}       )








'''simple docstring'''

def 	_UpperCAmelCase    (  a		:	list							)			->			list:





						"""simple docstring"""
						for i in range(len(a							) - 1						,			0						,			-1							):
												lowercase_      :   Any        =			False

												for j in range(a						,			0						,			-1							):
																		if unsorted[j] < unsorted[j - 1]:
																								lowercase_  ,      lowercase_      :   Any        =			unsorted[j - 1], unsorted[j]
																								lowercase_      :   int        =			True

												for j in range(a							):
																		if unsorted[j] > unsorted[j + 1]:
																								lowercase_  ,      lowercase_      :   Union[str, Any]        =			unsorted[j + 1], unsorted[j]
																								lowercase_      :   Optional[Any]        =			True

												if not swapped:
																		break
						return unsorted


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						A:      Union[str, Any]  				=				input("Enter numbers separated by a comma:\n").strip()
						A:      Tuple  				=				[int(item) for item in user_input.split(",")]
						print(f"""{cocktail_shaker_sort(unsorted) = }""")
