code: 
  
  
  # 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        lowercase_				( UpperCamelCase__):
  
  
  
  
  
  
  							"""simple docstring"""
  
  
  
  
  
  
  
  							pass
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__=None       ,    UpperCAmelCase__=False      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						try:
  												a_					=		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_					=		{}
  						a_					=		None
  						for idx, node in enumerate(expression.body      ):
  												try:
  																		a_					=		evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  												except InterpretorError as e:
  																		a_					=		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_					=		line_result
  
  						return result
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""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
  												a_					=		[evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ) for k in expression.keys]
  												a_					=		[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   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						a_					=		assign.targets
  						a_					=		evaluate_ast(assign.value       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  
  						if len(UpperCAmelCase__      ) == 1:
  												a_					=		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_					=		r
  						return result
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""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      )}."      )
  						a_					=		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_					=		tools[func_name]
  						# Todo deal with args
  						a_					=		[evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ) for arg in call.args]
  						a_					=		{keyword.arg: evaluate_ast(keyword.value       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ) for keyword in call.keywords}
  						return func(*UpperCAmelCase__       ,    **UpperCAmelCase__      )
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						a_					=		evaluate_ast(subscript.slice       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  						a_					=		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_					=		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   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						if name.id in state:
  												return state[name.id]
  						a_					=		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   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						if len(condition.ops      ) > 1:
  												raise InterpretorError("""Cannot evaluate conditions with multiple operators"""      )
  
  						a_					=		evaluate_ast(condition.left       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  						a_					=		condition.ops[0]
  						a_					=		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   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						a_					=		None
  						if evaluate_condition(if_statement.test       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  												for line in if_statement.body:
  																		a_					=		evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  																		if line_result is not None:
  																								a_					=		line_result
  						else:
  												for line in if_statement.orelse:
  																		a_					=		evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  																		if line_result is not None:
  																								a_					=		line_result
  						return result
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						a_					=		None
  						a_					=		evaluate_ast(for_loop.iter       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  						for counter in iterator:
  												a_					=		counter
  												for expression in for_loop.body:
  																		a_					=		evaluate_ast(UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__      )
  																		if line_result is not None:
  																								a_					=		line_result
  						return result
style_context: 
  
  
  from collections.abc import Callable
  
  A_    :					Any             =Callable[[float], float]  # type alias for a real -> real function
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__       ,    UpperCAmelCase__       ,    UpperCAmelCase__       ,    ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						a_					=		float(UpperCAmelCase__      )
  						while True:
  												try:
  																		a_					=		prev_guess - function(UpperCAmelCase__      ) / derivative(UpperCAmelCase__      )
  												except ZeroDivisionError:
  																		raise ZeroDivisionError("""Could not find root"""      ) from None
  												if abs(prev_guess - next_guess      ) < 10**-5:
  																		return next_guess
  												a_					=		next_guess
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						return (x**3) - (2 * x) - 5
  
  
  
  
  def   lowerCamelCase_       (					UpperCAmelCase__      ):
  
  
  
  						"""simple docstring"""
  
  
  
  
  						return 3 * (x**2) - 2
  
  
  if __name__ == "__main__":
  	print(newton(f, fa, 3))