


import ast
import difflib
from collections.abc import Mapping
from typing import Any, Callable, Dict


class 	a__						(    lowerCAmelCase_     ):
       pass



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase=None	,	__UpperCamelCase=False			):


     try:
          a_     :  Optional[int]				      =     ast.parse(UpperCamelCase_			)
     except SyntaxError as e:
          print("""The code generated by the agent is not valid.\n"""	,	UpperCamelCase_			)
          return
     if state is None:
          a_     :  List[Any]				      =     {}
     a_     :  str				      =     None
     for idx, node in enumerate(expression.body			):
          try:
               a_     :  Tuple				      =     evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
          except InterpretorError as e:
               a_     :  str				      =     F'''Evaluation of the code stopped at line {idx} before the end because of the following error'''
               if chat_mode:
                    msg += (
                        F'''. Copy paste the following error message and send it back to the agent:\nI get an error: \'{e}\''''
                    )
               else:
                    msg += F''':\n{e}'''
               print(UpperCamelCase_			)
               break
          if line_result is not None:
               a_     :  List[Any]				      =     line_result

     return result



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):


     if isinstance(UpperCamelCase_	,	ast.Assign			):
          # Assignement -> we evaluate the assignement which should update the state
          # We return the variable assigned as it may be used to determine the final result.
          return evaluate_assign(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.Call			):
          # Function call -> we return the value of the function call
          return evaluate_call(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.Constant			):
          # Constant -> just return the value
          return expression.value
     elif isinstance(UpperCamelCase_	,	ast.Dict			):
          # Dict -> evaluate all keys and values
          a_     :  Optional[Any]				      =     [evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			) for k in expression.keys]
          a_     :  Optional[int]				      =     [evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			) for v in expression.values]
          return dict(zip(UpperCamelCase_	,	UpperCamelCase_			)			)
     elif isinstance(UpperCamelCase_	,	ast.Expr			):
          # Expression -> evaluate the content
          return evaluate_ast(expression.value	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.For			):
          # For loop -> execute the loop
          return evaluate_for(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.FormattedValue			):
          # Formatted value (part of f-string) -> evaluate the content and return
          return evaluate_ast(expression.value	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.If			):
          # If -> execute the right branch
          return evaluate_if(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif hasattr(UpperCamelCase_	,	"""Index"""			) and isinstance(UpperCamelCase_	,	ast.Index			):
          return evaluate_ast(expression.value	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.JoinedStr			):
          return "".join([str(evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)			) for v in expression.values]			)
     elif isinstance(UpperCamelCase_	,	ast.List			):
          # List -> evaluate all elements
          return [evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			) for elt in expression.elts]
     elif isinstance(UpperCamelCase_	,	ast.Name			):
          # Name -> pick up the value in the state
          return evaluate_name(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     elif isinstance(UpperCamelCase_	,	ast.Subscript			):
          # Subscript -> return the value of the indexing
          return evaluate_subscript(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
     else:
          # For now we refuse anything else. Let's add things as we need them.
          raise InterpretorError(F'''{expression.__class__.__name__} is not supported.'''			)



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):
     a_     :  Any				      =     assign.targets
     a_     :  Tuple				      =     evaluate_ast(assign.value	,	UpperCamelCase_	,	UpperCamelCase_			)

     if len(UpperCamelCase_			) == 1:
          a_     :  Dict				      =     result
     else:
          if len(UpperCamelCase_			) != len(UpperCamelCase_			):
               raise InterpretorError(F'''Expected {len(UpperCamelCase_			)} values but got {len(UpperCamelCase_			)}.'''			)
          for var_name, r in zip(UpperCamelCase_	,	UpperCamelCase_			):
               a_     :  Optional[Any]				      =     r
     return result



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):


     if not isinstance(call.func	,	ast.Name			):
          raise InterpretorError(
              F'''It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func} of '''
              F'''type {type(call.func			)}.'''			)
     a_     :  Tuple				      =     call.func.id
     if func_name not in tools:
          raise InterpretorError(
              F'''It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func.id}).'''			)

     a_     :  Optional[Any]				      =     tools[func_name]
     # Todo deal with args
     a_     :  List[str]				      =     [evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			) for arg in call.args]
     a_     :  Dict				      =     {keyword.arg: evaluate_ast(keyword.value	,	UpperCamelCase_	,	UpperCamelCase_			) for keyword in call.keywords}
     return func(*UpperCamelCase_	,	**UpperCamelCase_			)



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):
     a_     :  List[Any]				      =     evaluate_ast(subscript.slice	,	UpperCamelCase_	,	UpperCamelCase_			)
     a_     :  Any				      =     evaluate_ast(subscript.value	,	UpperCamelCase_	,	UpperCamelCase_			)
     if isinstance(UpperCamelCase_	,	(list, tuple)			):
          return value[int(UpperCamelCase_			)]
     if index in value:
          return value[index]
     if isinstance(UpperCamelCase_	,	UpperCamelCase_			) and isinstance(UpperCamelCase_	,	UpperCamelCase_			):
          a_     :  Union[str, Any]				      =     difflib.get_close_matches(UpperCamelCase_	,	list(value.keys()			)			)
          if len(UpperCamelCase_			) > 0:
               return value[close_matches[0]]

     raise InterpretorError(F'''Could not index {value} with \'{index}\'.'''			)



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):


     if name.id in state:
          return state[name.id]
     a_     :  List[str]				      =     difflib.get_close_matches(name.id	,	list(state.keys()			)			)
     if len(UpperCamelCase_			) > 0:
          return state[close_matches[0]]
     raise InterpretorError(F'''The variable `{name.id}` is not defined.'''			)



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):


     if len(condition.ops			) > 1:
          raise InterpretorError("""Cannot evaluate conditions with multiple operators"""			)

     a_     :  Union[str, Any]				      =     evaluate_ast(condition.left	,	UpperCamelCase_	,	UpperCamelCase_			)
     a_     :  Optional[Any]				      =     condition.ops[0]
     a_     :  int				      =     evaluate_ast(condition.comparators[0]	,	UpperCamelCase_	,	UpperCamelCase_			)

     if isinstance(UpperCamelCase_	,	ast.Eq			):
          return left == right
     elif isinstance(UpperCamelCase_	,	ast.NotEq			):
          return left != right
     elif isinstance(UpperCamelCase_	,	ast.Lt			):
          return left < right
     elif isinstance(UpperCamelCase_	,	ast.LtE			):
          return left <= right
     elif isinstance(UpperCamelCase_	,	ast.Gt			):
          return left > right
     elif isinstance(UpperCamelCase_	,	ast.GtE			):
          return left >= right
     elif isinstance(UpperCamelCase_	,	ast.Is			):
          return left is right
     elif isinstance(UpperCamelCase_	,	ast.IsNot			):
          return left is not right
     elif isinstance(UpperCamelCase_	,	ast.In			):
          return left in right
     elif isinstance(UpperCamelCase_	,	ast.NotIn			):
          return left not in right
     else:
          raise InterpretorError(F'''Operator not supported: {comparator}'''			)



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):
     a_     :  Dict				      =     None
     if evaluate_condition(if_statement.test	,	UpperCamelCase_	,	UpperCamelCase_			):
          for line in if_statement.body:
               a_     :  Optional[int]				      =     evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
               if line_result is not None:
                    a_     :  str				      =     line_result
     else:
          for line in if_statement.orelse:
               a_     :  Optional[int]				      =     evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
               if line_result is not None:
                    a_     :  Union[str, Any]				      =     line_result
     return result



def 			_a      (    __UpperCamelCase	,	__UpperCamelCase	,	__UpperCamelCase			):
     a_     :  Tuple				      =     None
     a_     :  Tuple				      =     evaluate_ast(for_loop.iter	,	UpperCamelCase_	,	UpperCamelCase_			)
     for counter in iterator:
          a_     :  Union[str, Any]				      =     counter
          for expression in for_loop.body:
               a_     :  Tuple				      =     evaluate_ast(UpperCamelCase_	,	UpperCamelCase_	,	UpperCamelCase_			)
               if line_result is not None:
                    a_     :  Optional[Any]				      =     line_result
     return result






"""simple docstring"""





def     _A    (    UpperCamelCase_	:			int,     UpperCamelCase_	:			int = 1000)      ->		str:
   '''simple docstring'''


   if (not isinstance(UpperCamelCase_,     UpperCamelCase_)) or (digit_position <= 0):
      raise ValueError("Digit position must be a positive integer")
   elif (not isinstance(UpperCamelCase_,     UpperCamelCase_)) or (precision < 0):
      raise ValueError("Precision must be a nonnegative integer")

   # compute an approximation of (16 ** (n - 1)) * pi whose fractional part is mostly
   # accurate
   __lowercase								=		(
       4 * _subsum(UpperCamelCase_,     1,     UpperCamelCase_)
       - 2 * _subsum(UpperCamelCase_,     4,     UpperCamelCase_)
       - _subsum(UpperCamelCase_,     5,     UpperCamelCase_)
       - _subsum(UpperCamelCase_,     6,     UpperCamelCase_)
   )

   # return the first hex digit of the fractional part of the result
   return hex(int((sum_result % 1) * 16))[2:]




def     _A    (    UpperCamelCase_	:			int,     UpperCamelCase_	:			int,     UpperCamelCase_	:			int)      ->		float:
   '''simple docstring'''


   __lowercase								=		0.0
   for sum_index in range(digit_pos_to_extract + precision):
      __lowercase								=		8 * sum_index + denominator_addend
      if sum_index < digit_pos_to_extract:
         # if the exponential term is an integer and we mod it by the denominator
         # before dividing, only the integer part of the sum will change;
         # the fractional part will not
         __lowercase								=		pow(
             16,     digit_pos_to_extract - 1 - sum_index,     UpperCamelCase_)
      else:
         __lowercase								=		pow(16,     digit_pos_to_extract - 1 - sum_index)
      total += exponential_term / denominator
   return total


if __name__ == "__main__":
   import doctest

   doctest.testmod()




