
"""simple docstring"""




def   __magic_name__	(      __snake_case				:       str     , __snake_case				:       str  ) ->				bool:
       lowercase    :				Tuple       		=							len(__snake_case  ) + 1
       lowercase    :				Dict       		=							len(__snake_case  ) + 1

       # dp is a 2d matrix where dp[i][j] denotes whether prefix string of
       # length i of input_string matches with prefix string of length j of
       # given pattern.
       # "dp" stands for dynamic programming.
       lowercase    :				List[Any]       		=							[[0 for i in range(__snake_case  )] for j in range(__snake_case  )]

       # since string of zero length match pattern of zero length
       lowercase    :				Union[str, Any]       		=							1

       # since pattern of zero length will never match with string of non-zero length
       for i in range(1     , __snake_case  ):
              lowercase    :				Dict       		=							0

       # since string of zero length will match with pattern where there
       # is at least one * alternatively
       for j in range(1     , __snake_case  ):
              lowercase    :				Union[str, Any]       		=							dp[0][j - 2] if pattern[j - 1] == "*" else 0

       # now using bottom-up approach to find for all remaining lengths
       for i in range(1     , __snake_case  ):
              for j in range(1     , __snake_case  ):
                     if input_string[i - 1] == pattern[j - 1] or pattern[j - 1] == ".":
                            lowercase    :				Tuple       		=							dp[i - 1][j - 1]

                     elif pattern[j - 1] == "*":
                            if dp[i][j - 2] == 1:
                                   lowercase    :				str       		=							1
                            elif pattern[j - 2] in (input_string[i - 1], "."):
                                   lowercase    :				Any       		=							dp[i - 1][j]
                            else:
                                   lowercase    :				Tuple       		=							0
                     else:
                            lowercase    :				List[Any]       		=							0

       return bool(dp[-1][-1]  )


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   # inputing the strings
   # input_string = input("input a string :")
   # pattern = input("input a pattern :")

   _A			:       Dict   		=       """aab"""
   _A			:       Optional[Any]   		=       """c*a*b"""

   # using function to check whether given string matches the given pattern
   if match_pattern(input_string, pattern):
      print(F"{input_string} matches the given pattern {pattern}")
   else:
      print(F"{input_string} does not match with the given pattern {pattern}")




"""simple docstring"""




import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin


_A			:       int   		=       """
Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf originally as a company that developed a chatbot app targeted at teenagers.[2] After open-sourcing the model behind the chatbot, the company pivoted to focus on being a platform for machine learning.

In March 2021, Hugging Face raised $40 million in a Series B funding round.[3]

On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model.[4] In 2022, the workshop concluded with the announcement of BLOOM, a multilingual large language model with 176 billion parameters.[5]
"""

class 		a__						(      unittest.TestCase,			a_						):
   def 			__magic_name__			(			self				):
          lowercase    :				Tuple       		=							load_tool("text-question-answering"				)
          self.tool.setup()
          lowercase    :				Dict       		=							load_tool("text-question-answering"	,    remote=_a				)
   def 			__magic_name__			(			self				):
          lowercase    :				str       		=							self.tool(_a	,    "What did Hugging Face do in April 2021?"				)
          self.assertEqual(_a	,    "launched the BigScience Research Workshop"				)
   def 			__magic_name__			(			self				):
          lowercase    :				Union[str, Any]       		=							self.remote_tool(_a	,    "What did Hugging Face do in April 2021?"				)
          self.assertEqual(_a	,    "launched the BigScience Research Workshop"				)
   def 			__magic_name__			(			self				):
          lowercase    :				int       		=							self.tool(text=_a	,    question="What did Hugging Face do in April 2021?"				)
          self.assertEqual(_a	,    "launched the BigScience Research Workshop"				)

   def 			__magic_name__			(			self				):
          lowercase    :				Optional[Any]       		=							self.remote_tool(text=_a	,    question="What did Hugging Face do in April 2021?"				)
          self.assertEqual(_a	,    "launched the BigScience Research Workshop"				)


