
'''simple docstring'''

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


class 		_a     (							SCREAMING_SNAKE_CASE  ):







   """simple docstring"""




   pass



def        SCREAMING_SNAKE_CASE_  (	snake_case_				:	str   ,     snake_case_				:	Dict[str, Callable]   ,     snake_case_				:	str=None   ,     snake_case_				:	List[str]=False							)       ->	Dict:




 try:
  SCREAMING_SNAKE_CASE  :  Union[str, Any]								=		ast.parse(_UpperCAmelCase							)
 except SyntaxError as e:
  print('The code generated by the agent is not valid.\n'   ,     _UpperCAmelCase							)
  return
 if state is None:
  SCREAMING_SNAKE_CASE  :  Tuple								=		{}
 SCREAMING_SNAKE_CASE  :  int								=		None
 for idx, node in enumerate(expression.body							):
  try:
   SCREAMING_SNAKE_CASE  :  Union[str, Any]								=		evaluate_ast(_UpperCAmelCase   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
  except InterpretorError as e:
   SCREAMING_SNAKE_CASE  :  List[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:
   SCREAMING_SNAKE_CASE  :  Union[str, Any]								=		line_result

 return result



def        SCREAMING_SNAKE_CASE_  (	snake_case_				:	ast.AST   ,     snake_case_				:	Dict[str, Any]   ,     snake_case_				:	Dict[str, Callable]							)       ->	Dict:




 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
  SCREAMING_SNAKE_CASE  :  Optional[int]								=		[evaluate_ast(_UpperCAmelCase   ,     _UpperCAmelCase   ,     _UpperCAmelCase							) for k in expression.keys]
  SCREAMING_SNAKE_CASE  :  Dict								=		[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        SCREAMING_SNAKE_CASE_  (	snake_case_				:	str   ,     snake_case_				:	Tuple   ,     snake_case_				:	List[str]							)       ->	Dict:
 SCREAMING_SNAKE_CASE  :  Tuple								=		assign.targets
 SCREAMING_SNAKE_CASE  :  List[Any]								=		evaluate_ast(assign.value   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)

 if len(_UpperCAmelCase							) == 1:
  SCREAMING_SNAKE_CASE  :  Tuple								=		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							):
   SCREAMING_SNAKE_CASE  :  Any								=		r
 return result



def        SCREAMING_SNAKE_CASE_  (	snake_case_				:	Optional[int]   ,     snake_case_				:	Optional[int]   ,     snake_case_				:	List[Any]							)       ->	Any:




 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							)}."""							)
 SCREAMING_SNAKE_CASE  :  Dict								=		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})."""							)

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



def        SCREAMING_SNAKE_CASE_  (	snake_case_				:	Dict   ,     snake_case_				:	str   ,     snake_case_				:	str							)       ->	Optional[Any]:
 SCREAMING_SNAKE_CASE  :  str								=		evaluate_ast(subscript.slice   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
 SCREAMING_SNAKE_CASE  :  List[str]								=		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							):
  SCREAMING_SNAKE_CASE  :  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        SCREAMING_SNAKE_CASE_  (	snake_case_				:	Tuple   ,     snake_case_				:	int   ,     snake_case_				:	List[str]							)       ->	Union[str, Any]:




 if name.id in state:
  return state[name.id]
 SCREAMING_SNAKE_CASE  :  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        SCREAMING_SNAKE_CASE_  (	snake_case_				:	Tuple   ,     snake_case_				:	Optional[Any]   ,     snake_case_				:	Union[str, Any]							)       ->	Any:




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

 SCREAMING_SNAKE_CASE  :  str								=		evaluate_ast(condition.left   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
 SCREAMING_SNAKE_CASE  :  Optional[int]								=		condition.ops[0]
 SCREAMING_SNAKE_CASE  :  Any								=		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        SCREAMING_SNAKE_CASE_  (	snake_case_				:	List[Any]   ,     snake_case_				:	str   ,     snake_case_				:	int							)       ->	Union[str, Any]:
 SCREAMING_SNAKE_CASE  :  Tuple								=		None
 if evaluate_condition(if_statement.test   ,     _UpperCAmelCase   ,     _UpperCAmelCase							):
  for line in if_statement.body:
   SCREAMING_SNAKE_CASE  :  Union[str, Any]								=		evaluate_ast(_UpperCAmelCase   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
   if line_result is not None:
    SCREAMING_SNAKE_CASE  :  Tuple								=		line_result
 else:
  for line in if_statement.orelse:
   SCREAMING_SNAKE_CASE  :  Tuple								=		evaluate_ast(_UpperCAmelCase   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
   if line_result is not None:
    SCREAMING_SNAKE_CASE  :  Dict								=		line_result
 return result





def        SCREAMING_SNAKE_CASE_  (	snake_case_				:	List[str]   ,     snake_case_				:	List[Any]   ,     snake_case_				:	str							)       ->	Optional[Any]:
 SCREAMING_SNAKE_CASE  :  List[str]								=		None
 SCREAMING_SNAKE_CASE  :  Optional[Any]								=		evaluate_ast(for_loop.iter   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
 for counter in iterator:
  SCREAMING_SNAKE_CASE  :  Tuple								=		counter
  for expression in for_loop.body:
   SCREAMING_SNAKE_CASE  :  Optional[int]								=		evaluate_ast(_UpperCAmelCase   ,     _UpperCAmelCase   ,     _UpperCAmelCase							)
   if line_result is not None:
    SCREAMING_SNAKE_CASE  :  Optional[int]								=		line_result
 return result









'''simple docstring'''


from __future__ import annotations

from collections.abc import Callable




def       A							(      _UpperCAmelCase   :				Callable[[int | float], int | float]						,_UpperCAmelCase   :				int | float						,_UpperCAmelCase   :				int | float						,_UpperCAmelCase   :				int = 1_0_0						,)  ->				float:


  '''simple docstring'''




  __lowerCAmelCase		:    Dict			     =  x_start
  __lowerCAmelCase		:    Tuple			     =  fnc(_UpperCAmelCase					)
  __lowerCAmelCase		:    Optional[int]			     =  0.0

  for _ in range(_UpperCAmelCase					):
    # Approximates small segments of curve as linear and solve
    # for trapezoidal area
    __lowerCAmelCase		:    Optional[int]			     =  (x_end - x_start) / steps + xa
    __lowerCAmelCase		:    Optional[Any]			     =  fnc(_UpperCAmelCase					)
    area += abs(fxa + fxa					) * (xa - xa) / 2

    # Increment step
    __lowerCAmelCase		:    Optional[Any]			     =  xa
    __lowerCAmelCase		:    List[Any]			     =  fxa
  return area


if __name__ == "__main__":




    def       A							(      _UpperCAmelCase   :				List[Any]					)  ->				List[Any]:


      '''simple docstring'''




      return x**3

    print("f(x) = x^3")
    print("The area between the curve, x = -10, x = 10 and the x axis is:")
    A_				     =							10
    while i <= 10_00_00:
        A_				     =							trapezoidal_area(f, -5, 5, i)
        print(F'''with {i} steps: {area}''')
        i *= 10





