





'''simple docstring'''


# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import ast
import difflib
from collections.abc import Mapping
from typing import Any, Callable, Dict


class 		UpperCamelCase__     (       a							):
      '''simple docstring'''






      pass




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


  '''simple docstring'''




  try:
    __lowerCAmelCase		:    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:
    __lowerCAmelCase		:    Tuple			     =  {}
  __lowerCAmelCase		:    int			     =  None
  for idx, node in enumerate(expression.body					):
    try:
      __lowerCAmelCase		:    Union[str, Any]			     =  evaluate_ast(_UpperCAmelCase						,_UpperCAmelCase						,_UpperCAmelCase					)
    except InterpretorError as e:
      __lowerCAmelCase		:    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:
      __lowerCAmelCase		:    Union[str, Any]			     =  line_result

  return result




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


  '''simple docstring'''




  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
    __lowerCAmelCase		:    Optional[int]			     =  [evaluate_ast(_UpperCAmelCase						,_UpperCAmelCase						,_UpperCAmelCase					) for k in expression.keys]
    __lowerCAmelCase		:    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       A							(      _UpperCAmelCase   :				str						,_UpperCAmelCase   :				Tuple						,_UpperCAmelCase   :				List[str]					)  ->				Dict:


  '''simple docstring'''




  __lowerCAmelCase		:    Tuple			     =  assign.targets
  __lowerCAmelCase		:    List[Any]			     =  evaluate_ast(assign.value						,_UpperCAmelCase						,_UpperCAmelCase					)

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




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


  '''simple docstring'''




  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					)}."""					)
  __lowerCAmelCase		:    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})."""					)

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




def       A							(      _UpperCAmelCase   :				Dict						,_UpperCAmelCase   :				str						,_UpperCAmelCase   :				str					)  ->				Optional[Any]:


  '''simple docstring'''




  __lowerCAmelCase		:    str			     =  evaluate_ast(subscript.slice						,_UpperCAmelCase						,_UpperCAmelCase					)
  __lowerCAmelCase		:    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					):
    __lowerCAmelCase		:    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   :				Tuple						,_UpperCAmelCase   :				int						,_UpperCAmelCase   :				List[str]					)  ->				Union[str, Any]:


  '''simple docstring'''




  if name.id in state:
    return state[name.id]
  __lowerCAmelCase		:    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   :				Tuple						,_UpperCAmelCase   :				Optional[Any]						,_UpperCAmelCase   :				Union[str, Any]					)  ->				Any:


  '''simple docstring'''




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

  __lowerCAmelCase		:    str			     =  evaluate_ast(condition.left						,_UpperCAmelCase						,_UpperCAmelCase					)
  __lowerCAmelCase		:    Optional[int]			     =  condition.ops[0]
  __lowerCAmelCase		:    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       A							(      _UpperCAmelCase   :				List[Any]						,_UpperCAmelCase   :				str						,_UpperCAmelCase   :				int					)  ->				Union[str, Any]:


  '''simple docstring'''




  __lowerCAmelCase		:    Tuple			     =  None
  if evaluate_condition(if_statement.test						,_UpperCAmelCase						,_UpperCAmelCase					):
    for line in if_statement.body:
      __lowerCAmelCase		:    Union[str, Any]			     =  evaluate_ast(_UpperCAmelCase						,_UpperCAmelCase						,_UpperCAmelCase					)
      if line_result is not None:
        __lowerCAmelCase		:    Tuple			     =  line_result
  else:
    for line in if_statement.orelse:
      __lowerCAmelCase		:    Tuple			     =  evaluate_ast(_UpperCAmelCase						,_UpperCAmelCase						,_UpperCAmelCase					)
      if line_result is not None:
        __lowerCAmelCase		:    Dict			     =  line_result
  return result




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


  '''simple docstring'''




  __lowerCAmelCase		:    List[str]			     =  None
  __lowerCAmelCase		:    Optional[Any]			     =  evaluate_ast(for_loop.iter						,_UpperCAmelCase						,_UpperCAmelCase					)
  for counter in iterator:
    __lowerCAmelCase		:    Tuple			     =  counter
    for expression in for_loop.body:
      __lowerCAmelCase		:    Optional[int]			     =  evaluate_ast(_UpperCAmelCase						,_UpperCAmelCase						,_UpperCAmelCase					)
      if line_result is not None:
        __lowerCAmelCase		:    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





