





from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload



class     _UpperCAmelCase   :

  """simple docstring"""


  def __init__(    self			:		List[Any] ,  lowerCAmelCase_			:		Collection[float] | None = None					)							->						None:
     if components is None:
        __lowerCAmelCase							     =     []
     __lowerCAmelCase							     =     list(lowerCAmelCase_					)






  def __len__(    self			:		Dict					)							->						int:
     return len(self.__components					)






  def __str__(    self			:		Union[str, Any]					)							->						str:
     return "(" + ",".join(map(lowerCAmelCase_ ,  self.__components					)					) + ")"






  def __add__(    self			:		str ,  lowerCAmelCase_			:		Vector					)							->						Vector:
     __lowerCAmelCase							     =     len(self					)
     if size == len(lowerCAmelCase_					):
        __lowerCAmelCase							     =     [self.__components[i] + other.component(lowerCAmelCase_					) for i in range(lowerCAmelCase_					)]
        return Vector(lowerCAmelCase_					)
     else:
        raise Exception('must have the same size'					)






  def __sub__(    self			:		List[Any] ,  lowerCAmelCase_			:		Vector					)							->						Vector:
     __lowerCAmelCase							     =     len(self					)
     if size == len(lowerCAmelCase_					):
        __lowerCAmelCase							     =     [self.__components[i] - other.component(lowerCAmelCase_					) for i in range(lowerCAmelCase_					)]
        return Vector(lowerCAmelCase_					)
     else:  # error case
        raise Exception('must have the same size'					)






  @overload
  def __mul__(    self			:		List[Any] ,  lowerCAmelCase_			:		float					)							->						Vector:
     ...






  @overload
  def __mul__(    self			:		List[str] ,  lowerCAmelCase_			:		Vector					)							->						float:
     ...






  def __mul__(    self			:		Optional[int] ,  lowerCAmelCase_			:		float | Vector					)							->						float | Vector:
     if isinstance(lowerCAmelCase_ ,  (float, int)					):
        __lowerCAmelCase							     =     [c * other for c in self.__components]
        return Vector(lowerCAmelCase_					)
     elif isinstance(lowerCAmelCase_ ,  lowerCAmelCase_					) and len(self					) == len(lowerCAmelCase_					):
        __lowerCAmelCase							     =     len(self					)
        __lowerCAmelCase							     =     [self.__components[i] * other.component(lowerCAmelCase_					) for i in range(lowerCAmelCase_					)]
        return sum(lowerCAmelCase_					)
     else:  # error case
        raise Exception('invalid operand!'					)






  def     lowercase		(    self			:		List[Any]					)							->						Vector:
     return Vector(self.__components					)






  def     lowercase		(    self			:		Any ,  lowerCAmelCase_			:		int					)							->						float:
     if isinstance(lowerCAmelCase_ ,  lowerCAmelCase_					) and -len(self.__components					) <= i < len(self.__components					):
        return self.__components[i]
     else:
        raise Exception('index out of range'					)






  def     lowercase		(    self			:		str ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		float					)							->						None:
     assert -len(self.__components					) <= pos < len(self.__components					)
     __lowerCAmelCase							     =     value






  def     lowercase		(    self			:		str					)							->						float:
     if len(self.__components					) == 0:
        raise Exception('Vector is empty'					)
     __lowerCAmelCase							     =     [c**2 for c in self.__components]
     return math.sqrt(sum(lowerCAmelCase_					)					)






  def     lowercase		(    self			:		int ,  lowerCAmelCase_			:		Vector ,  lowerCAmelCase_			:		bool = False					)							->						float:
     __lowerCAmelCase							     =     self * other
     __lowerCAmelCase							     =     self.euclidean_length() * other.euclidean_length()
     if deg:
        return math.degrees(math.acos(num / den					)					)
     else:
        return math.acos(num / den					)





def   a_   (			lowerCAmelCase_				:      int     ):
   assert isinstance(lowerCAmelCase_,     lowerCAmelCase_     )
   return Vector([0] * dimension     )

def   a_   (			lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int     ):
   assert isinstance(lowerCAmelCase_,     lowerCAmelCase_     ) and (isinstance(lowerCAmelCase_,     lowerCAmelCase_     ))
   __lowerCAmelCase							     =     [0] * dimension
   __lowerCAmelCase							     =     1
   return Vector(lowerCAmelCase_     )

def   a_   (			lowerCAmelCase_				:      float,     lowerCAmelCase_				:      Vector,     lowerCAmelCase_				:      Vector     ):
   assert (
       isinstance(lowerCAmelCase_,     lowerCAmelCase_     )
       and isinstance(lowerCAmelCase_,     lowerCAmelCase_     )
       and (isinstance(lowerCAmelCase_,     (int, float)     ))
   )
   return x * scalar + y

def   a_   (			lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int     ):
   random.seed(lowerCAmelCase_     )
   __lowerCAmelCase							     =     [random.randint(lowerCAmelCase_,     lowerCAmelCase_     ) for _ in range(lowerCAmelCase_     )]
   return Vector(lowerCAmelCase_     )



class     _UpperCAmelCase   :

  """simple docstring"""


  def __init__(    self			:		Tuple ,  lowerCAmelCase_			:		list[list[float]] ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int					)							->						None:
     __lowerCAmelCase							     =     matrix
     __lowerCAmelCase							     =     w
     __lowerCAmelCase							     =     h






  def __str__(    self			:		Union[str, Any]					)							->						str:
     __lowerCAmelCase							     =     ''
     for i in range(self.__height					):
        ans += "|"
        for j in range(self.__width					):
           if j < self.__width - 1:
              ans += str(self.__matrix[i][j]					) + ","
           else:
              ans += str(self.__matrix[i][j]					) + "|\n"
     return ans






  def __add__(    self			:		Tuple ,  lowerCAmelCase_			:		Matrix					)							->						Matrix:
     if self.__width == other.width() and self.__height == other.height():
        __lowerCAmelCase							     =     []
        for i in range(self.__height					):
           __lowerCAmelCase							     =     [
               self.__matrix[i][j] + other.component(lowerCAmelCase_ ,  lowerCAmelCase_					)
               for j in range(self.__width					)
           ]
           matrix.append(lowerCAmelCase_					)
        return Matrix(lowerCAmelCase_ ,  self.__width ,  self.__height					)
     else:
        raise Exception('matrix must have the same dimension!'					)






  def __sub__(    self			:		Any ,  lowerCAmelCase_			:		Matrix					)							->						Matrix:
     if self.__width == other.width() and self.__height == other.height():
        __lowerCAmelCase							     =     []
        for i in range(self.__height					):
           __lowerCAmelCase							     =     [
               self.__matrix[i][j] - other.component(lowerCAmelCase_ ,  lowerCAmelCase_					)
               for j in range(self.__width					)
           ]
           matrix.append(lowerCAmelCase_					)
        return Matrix(lowerCAmelCase_ ,  self.__width ,  self.__height					)
     else:
        raise Exception('matrices must have the same dimension!'					)






  @overload
  def __mul__(    self			:		List[str] ,  lowerCAmelCase_			:		float					)							->						Matrix:
     ...






  @overload
  def __mul__(    self			:		str ,  lowerCAmelCase_			:		Vector					)							->						Vector:
     ...






  def __mul__(    self			:		Union[str, Any] ,  lowerCAmelCase_			:		float | Vector					)							->						Vector | Matrix:
     if isinstance(lowerCAmelCase_ ,  lowerCAmelCase_					):  # matrix-vector
        if len(lowerCAmelCase_					) == self.__width:
           __lowerCAmelCase							     =     zero_vector(self.__height					)
           for i in range(self.__height					):
              __lowerCAmelCase							     =     [
                  self.__matrix[i][j] * other.component(lowerCAmelCase_					)
                  for j in range(self.__width					)
              ]
              ans.change_component(lowerCAmelCase_ ,  sum(lowerCAmelCase_					)					)
           return ans
        else:
           raise Exception(
               'vector must have the same size as the '
               'number of columns of the matrix!'					)
     elif isinstance(lowerCAmelCase_ ,  (int, float)					):  # matrix-scalar
        __lowerCAmelCase							     =     [
            [self.__matrix[i][j] * other for j in range(self.__width					)]
            for i in range(self.__height					)
        ]
        return Matrix(lowerCAmelCase_ ,  self.__width ,  self.__height					)
     return None






  def     lowercase		(    self			:		str					)							->						int:
     return self.__height






  def     lowercase		(    self			:		List[str]					)							->						int:
     return self.__width






  def     lowercase		(    self			:		Tuple ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int					)							->						float:
     if 0 <= x < self.__height and 0 <= y < self.__width:
        return self.__matrix[x][y]
     else:
        raise Exception('change_component: indices out of bounds'					)






  def     lowercase		(    self			:		Any ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		float					)							->						None:
     if 0 <= x < self.__height and 0 <= y < self.__width:
        __lowerCAmelCase							     =     value
     else:
        raise Exception('change_component: indices out of bounds'					)






  def     lowercase		(    self			:		List[str] ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int					)							->						float:
     if self.__height != self.__width:
        raise Exception('Matrix is not square'					)
     __lowerCAmelCase							     =     self.__matrix[:x] + self.__matrix[x + 1 :]
     for i in range(len(lowerCAmelCase_					)					):
        __lowerCAmelCase							     =     minor[i][:y] + minor[i][y + 1 :]
     return Matrix(lowerCAmelCase_ ,  self.__width - 1 ,  self.__height - 1					).determinant()






  def     lowercase		(    self			:		List[str] ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int					)							->						float:
     if self.__height != self.__width:
        raise Exception('Matrix is not square'					)
     if 0 <= x < self.__height and 0 <= y < self.__width:
        return (-1) ** (x + y) * self.minor(lowerCAmelCase_ ,  lowerCAmelCase_					)
     else:
        raise Exception('Indices out of bounds'					)






  def     lowercase		(    self			:		Any					)							->						float:
     if self.__height != self.__width:
        raise Exception('Matrix is not square'					)
     if self.__height < 1:
        raise Exception('Matrix has no element'					)
     elif self.__height == 1:
        return self.__matrix[0][0]
     elif self.__height == 2:
        return (
            self.__matrix[0][0] * self.__matrix[1][1]
            - self.__matrix[0][1] * self.__matrix[1][0]
        )
     else:
        __lowerCAmelCase							     =     [
            self.__matrix[0][y] * self.cofactor(0 ,  lowerCAmelCase_					) for y in range(self.__width					)
        ]
        return sum(lowerCAmelCase_					)





def   a_   (			lowerCAmelCase_				:      int     ):
   __lowerCAmelCase							     =     [[0] * n for _ in range(lowerCAmelCase_     )]
   return Matrix(lowerCAmelCase_,     lowerCAmelCase_,     lowerCAmelCase_     )




def   a_   (			lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int,     lowerCAmelCase_				:      int     ):
   random.seed(lowerCAmelCase_     )
   __lowerCAmelCase							     =     [
       [random.randint(lowerCAmelCase_,     lowerCAmelCase_     ) for _ in range(lowerCAmelCase_     )] for _ in range(lowerCAmelCase_     )
   ]
   return Matrix(lowerCAmelCase_,     lowerCAmelCase_,     lowerCAmelCase_     )








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

     _snake_case  :   int						   =  True
except (ImportError, AttributeError):
     _snake_case  :   int						   =  object

     def   a_   (			*lowerCAmelCase_				:      List[str],     **lowerCAmelCase_				:      Optional[Any]     ):
        pass




     _snake_case  :   Union[str, Any]						   =  False


_snake_case  :   int						   =  logging.get_logger('transformers-cli/serving')

def   a_   (			lowerCAmelCase_				:      Namespace     ):
   __lowerCAmelCase							     =     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     _UpperCAmelCase   (   _UpperCamelCase   ):

  """simple docstring"""


  a_      =			42





class     _UpperCAmelCase   (   _UpperCamelCase   ):

  """simple docstring"""


  a_      =			42
  a_      =			42





class     _UpperCAmelCase   (   _UpperCamelCase   ):

  """simple docstring"""


  a_      =			42





class     _UpperCAmelCase   (   _UpperCamelCase   ):

  """simple docstring"""


  a_      =			42





class     _UpperCAmelCase   (   _UpperCamelCase   ):

  """simple docstring"""


  @staticmethod
  def     lowercase		(    lowerCAmelCase_			:		ArgumentParser					)							->						Union[str, Any]:
     __lowerCAmelCase							     =     parser.add_parser(
         'serve' ,  help='CLI tool to run inference requests through REST and GraphQL endpoints.'					)
     serve_parser.add_argument(
         '--task' ,  type=lowerCAmelCase_ ,  choices=get_supported_tasks() ,  help='The task to run the pipeline on' ,  )
     serve_parser.add_argument('--host' ,  type=lowerCAmelCase_ ,  default='localhost' ,  help='Interface the server will listen on.'					)
     serve_parser.add_argument('--port' ,  type=lowerCAmelCase_ ,  default=8_8_8_8 ,  help='Port the serving will listen to.'					)
     serve_parser.add_argument('--workers' ,  type=lowerCAmelCase_ ,  default=1 ,  help='Number of http workers'					)
     serve_parser.add_argument('--model' ,  type=lowerCAmelCase_ ,  help='Model\'s name or path to stored model.'					)
     serve_parser.add_argument('--config' ,  type=lowerCAmelCase_ ,  help='Model\'s config name or path to stored model.'					)
     serve_parser.add_argument('--tokenizer' ,  type=lowerCAmelCase_ ,  help='Tokenizer name to use.'					)
     serve_parser.add_argument(
         '--device' ,  type=lowerCAmelCase_ ,  default=-1 ,  help='Indicate the device to run onto, -1 indicates CPU, >= 0 indicates GPU (default: -1)' ,  )
     serve_parser.set_defaults(func=lowerCAmelCase_					)






  def __init__(    self			:		List[str] ,  lowerCAmelCase_			:		Pipeline ,  lowerCAmelCase_			:		str ,  lowerCAmelCase_			:		int ,  lowerCAmelCase_			:		int					)							->						str:
     __lowerCAmelCase							     =     pipeline

     __lowerCAmelCase							     =     host
     __lowerCAmelCase							     =     port
     __lowerCAmelCase							     =     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}"""					)
        __lowerCAmelCase							     =     FastAPI(
            routes=[
                APIRoute(
                    '/' ,  self.model_info ,  response_model=lowerCAmelCase_ ,  response_class=lowerCAmelCase_ ,  methods=['GET'] ,  ),
                APIRoute(
                    '/tokenize' ,  self.tokenize ,  response_model=lowerCAmelCase_ ,  response_class=lowerCAmelCase_ ,  methods=['POST'] ,  ),
                APIRoute(
                    '/detokenize' ,  self.detokenize ,  response_model=lowerCAmelCase_ ,  response_class=lowerCAmelCase_ ,  methods=['POST'] ,  ),
                APIRoute(
                    '/forward' ,  self.forward ,  response_model=lowerCAmelCase_ ,  response_class=lowerCAmelCase_ ,  methods=['POST'] ,  ),
            ] ,  timeout=6_0_0 ,  )






  def     lowercase		(    self			:		Tuple					)							->						str:
     run(self._app ,  host=self.host ,  port=self.port ,  workers=self.workers					)






  def     lowercase		(    self			:		Any					)							->						List[str]:
     return ServeModelInfoResult(infos=vars(self._pipeline.model.config					)					)






  def     lowercase		(    self			:		int ,  lowerCAmelCase_			:		str = Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					) ,  lowerCAmelCase_			:		bool = Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					)					)							->						Dict:
     try:
        __lowerCAmelCase							     =     self._pipeline.tokenizer.tokenize(lowerCAmelCase_					)

        if return_ids:
           __lowerCAmelCase							     =     self._pipeline.tokenizer.convert_tokens_to_ids(lowerCAmelCase_					)
           return ServeTokenizeResult(tokens=lowerCAmelCase_ ,  tokens_ids=lowerCAmelCase_					)
        else:
           return ServeTokenizeResult(tokens=lowerCAmelCase_					)

     except Exception as e:
        raise HTTPException(status_code=5_0_0 ,  detail={'model': '', 'error': str(lowerCAmelCase_					)}					)






  def     lowercase		(    self			:		int ,  lowerCAmelCase_			:		List[int] = Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					) ,  lowerCAmelCase_			:		bool = Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					) ,  lowerCAmelCase_			:		bool = Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					) ,  )							->						Union[str, Any]:
     try:
        __lowerCAmelCase							     =     self._pipeline.tokenizer.decode(lowerCAmelCase_ ,  lowerCAmelCase_ ,  lowerCAmelCase_					)
        return ServeDeTokenizeResult(model='' ,  text=lowerCAmelCase_					)
     except Exception as e:
        raise HTTPException(status_code=5_0_0 ,  detail={'model': '', 'error': str(lowerCAmelCase_					)}					)






  async def     lowercase		(    self			:		List[Any] ,  lowerCAmelCase_			:		Union[str, Any]=Body(lowerCAmelCase_ ,  embed=lowerCAmelCase_					)					)							->						int:

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

     try:
        # Forward through the model
        __lowerCAmelCase							     =     self._pipeline(lowerCAmelCase_					)
        return ServeForwardResult(output=lowerCAmelCase_					)
     except Exception as e:
        raise HTTPException(5_0_0 ,  {'error': str(lowerCAmelCase_					)}					)

