




"""simple docstring"""




import ast
import difflib
from collections.abc import Mapping
from typing import Any, Callable, Dict
class 							lowerCamelCase						(       a_ ):
   pass







def     A_	(						snake_case_   :				str  ,snake_case_   :				List[str]  ,snake_case_   :				List[str]=None  ,snake_case_   :				List[Any]=False			):







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

    return result
def     A_	(						snake_case_   :				int  ,snake_case_   :				Optional[int]  ,snake_case_   :				Dict			):







    '''simple docstring'''
    if isinstance(snake_case_  ,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(snake_case_  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.Call			):
        # Function call -> we return the value of the function call
        return evaluate_call(snake_case_  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.Constant			):
        # Constant -> just return the value
        return expression.value
    elif isinstance(snake_case_  ,ast.Dict			):
        # Dict -> evaluate all keys and values
        UpperCamelCase :      Optional[int]      				=							[evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			) for k in expression.keys]
        UpperCamelCase :      Any      				=							[evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			) for v in expression.values]
        return dict(zip(snake_case_  ,snake_case_			)			)
    elif isinstance(snake_case_  ,ast.Expr			):
        # Expression -> evaluate the content
        return evaluate_ast(expression.value  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.For			):
        # For loop -> execute the loop
        return evaluate_for(snake_case_  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.FormattedValue			):
        # Formatted value (part of f-string) -> evaluate the content and return
        return evaluate_ast(expression.value  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.If			):
        # If -> execute the right branch
        return evaluate_if(snake_case_  ,snake_case_  ,snake_case_			)
    elif hasattr(snake_case_  ,"""Index"""			) and isinstance(snake_case_  ,ast.Index			):
        return evaluate_ast(expression.value  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.JoinedStr			):
        return "".join([str(evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			)			) for v in expression.values]			)
    elif isinstance(snake_case_  ,ast.List			):
        # List -> evaluate all elements
        return [evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			) for elt in expression.elts]
    elif isinstance(snake_case_  ,ast.Name			):
        # Name -> pick up the value in the state
        return evaluate_name(snake_case_  ,snake_case_  ,snake_case_			)
    elif isinstance(snake_case_  ,ast.Subscript			):
        # Subscript -> return the value of the indexing
        return evaluate_subscript(snake_case_  ,snake_case_  ,snake_case_			)
    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_	(						snake_case_   :				Tuple  ,snake_case_   :				Union[str, Any]  ,snake_case_   :				str			):







    '''simple docstring'''
    UpperCamelCase :      Optional[Any]      				=							assign.targets
    UpperCamelCase :      Union[str, Any]      				=							evaluate_ast(assign.value  ,snake_case_  ,snake_case_			)

    if len(snake_case_			) == 1:
        UpperCamelCase :      Union[str, Any]      				=							result
    else:
        if len(snake_case_			) != len(snake_case_			):
            raise InterpretorError(f'Expected {len(snake_case_			)} values but got {len(snake_case_			)}.'			)
        for var_name, r in zip(snake_case_  ,snake_case_			):
            UpperCamelCase :      List[str]      				=							r
    return result
def     A_	(						snake_case_   :				Dict  ,snake_case_   :				Union[str, Any]  ,snake_case_   :				Optional[int]			):







    '''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			)}.'			)
    UpperCamelCase :      List[str]      				=							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}).'			)

    UpperCamelCase :      Optional[int]      				=							tools[func_name]
    # Todo deal with args
    UpperCamelCase :      Dict      				=							[evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			) for arg in call.args]
    UpperCamelCase :      Optional[Any]      				=							{keyword.arg: evaluate_ast(keyword.value  ,snake_case_  ,snake_case_			) for keyword in call.keywords}
    return func(*snake_case_  ,**snake_case_			)
def     A_	(						snake_case_   :				Dict  ,snake_case_   :				Tuple  ,snake_case_   :				Tuple			):







    '''simple docstring'''
    UpperCamelCase :      Tuple      				=							evaluate_ast(subscript.slice  ,snake_case_  ,snake_case_			)
    UpperCamelCase :      Any      				=							evaluate_ast(subscript.value  ,snake_case_  ,snake_case_			)
    if isinstance(snake_case_  ,(list, tuple)			):
        return value[int(snake_case_			)]
    if index in value:
        return value[index]
    if isinstance(snake_case_  ,snake_case_			) and isinstance(snake_case_  ,snake_case_			):
        UpperCamelCase :      Optional[Any]      				=							difflib.get_close_matches(snake_case_  ,list(value.keys()			)			)
        if len(snake_case_			) > 0:
            return value[close_matches[0]]

    raise InterpretorError(f'Could not index {value} with \'{index}\'.'			)
def     A_	(						snake_case_   :				Optional[Any]  ,snake_case_   :				Union[str, Any]  ,snake_case_   :				Optional[Any]			):







    '''simple docstring'''
    if name.id in state:
        return state[name.id]
    UpperCamelCase :      List[Any]      				=							difflib.get_close_matches(name.id  ,list(state.keys()			)			)
    if len(snake_case_			) > 0:
        return state[close_matches[0]]
    raise InterpretorError(f'The variable `{name.id}` is not defined.'			)
def     A_	(						snake_case_   :				Union[str, Any]  ,snake_case_   :				List[str]  ,snake_case_   :				Optional[Any]			):







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

    UpperCamelCase :      Any      				=							evaluate_ast(condition.left  ,snake_case_  ,snake_case_			)
    UpperCamelCase :      List[Any]      				=							condition.ops[0]
    UpperCamelCase :      List[Any]      				=							evaluate_ast(condition.comparators[0]  ,snake_case_  ,snake_case_			)

    if isinstance(snake_case_  ,ast.Eq			):
        return left == right
    elif isinstance(snake_case_  ,ast.NotEq			):
        return left != right
    elif isinstance(snake_case_  ,ast.Lt			):
        return left < right
    elif isinstance(snake_case_  ,ast.LtE			):
        return left <= right
    elif isinstance(snake_case_  ,ast.Gt			):
        return left > right
    elif isinstance(snake_case_  ,ast.GtE			):
        return left >= right
    elif isinstance(snake_case_  ,ast.Is			):
        return left is right
    elif isinstance(snake_case_  ,ast.IsNot			):
        return left is not right
    elif isinstance(snake_case_  ,ast.In			):
        return left in right
    elif isinstance(snake_case_  ,ast.NotIn			):
        return left not in right
    else:
        raise InterpretorError(f'Operator not supported: {comparator}'			)
def     A_	(						snake_case_   :				Dict  ,snake_case_   :				Dict  ,snake_case_   :				List[Any]			):







    '''simple docstring'''
    UpperCamelCase :      Optional[Any]      				=							None
    if evaluate_condition(if_statement.test  ,snake_case_  ,snake_case_			):
        for line in if_statement.body:
            UpperCamelCase :      int      				=							evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			)
            if line_result is not None:
                UpperCamelCase :      str      				=							line_result
    else:
        for line in if_statement.orelse:
            UpperCamelCase :      Any      				=							evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			)
            if line_result is not None:
                UpperCamelCase :      List[str]      				=							line_result
    return result


def     A_	(						snake_case_   :				Optional[int]  ,snake_case_   :				Any  ,snake_case_   :				str			):







    '''simple docstring'''
    UpperCamelCase :      str      				=							None
    UpperCamelCase :      List[str]      				=							evaluate_ast(for_loop.iter  ,snake_case_  ,snake_case_			)
    for counter in iterator:
        UpperCamelCase :      Tuple      				=							counter
        for expression in for_loop.body:
            UpperCamelCase :      str      				=							evaluate_ast(snake_case_  ,snake_case_  ,snake_case_			)
            if line_result is not None:
                UpperCamelCase :      Union[str, Any]      				=							line_result
    return result












"""simple docstring"""







from collections import OrderedDict
from dataclasses import fields
from typing import Any, Tuple

import numpy as np

from .import_utils import is_torch_available






def 					_lowerCAmelCase				(					lowerCAmelCase						):







       '''simple docstring'''
       if is_torch_available():
              import torch

              if isinstance(lowerCAmelCase		,					torch.Tensor						):
                     return True

       return isinstance(lowerCAmelCase		,					np.ndarray						)





class      UpperCamelCase_       (				a_     ):



  def 						UpperCamelCase_ (					self )	->	Dict:



         """simple docstring"""





         UpperCAmelCase					=	fields(self )

         # Safety and consistency checks
         if not len(snake_case__ ):
                raise ValueError(f'''{self.__class__.__name__} has no fields.''' )

         UpperCAmelCase					=	getattr(self       ,						class_fields[0].name )
         UpperCAmelCase					=	all(getattr(self       ,						field.name ) is None for field in class_fields[1:] )

         if other_fields_are_none and isinstance(snake_case__       ,						snake_case__ ):
                for key, value in first_field.items():
                       UpperCAmelCase					=	value
         else:
                for field in class_fields:
                       UpperCAmelCase					=	getattr(self       ,						field.name )
                       if v is not None:
                              UpperCAmelCase					=	v



  def __delitem__(					self       ,						*snake_case__       ,						**snake_case__ )	->	Optional[int]:



         """simple docstring"""





         raise Exception(f'''You cannot use ``__delitem__`` on a {self.__class__.__name__} instance.''' )



  def 						UpperCamelCase_ (					self       ,						*snake_case__       ,						**snake_case__ )	->	List[str]:



         """simple docstring"""





         raise Exception(f'''You cannot use ``setdefault`` on a {self.__class__.__name__} instance.''' )



  def 						UpperCamelCase_ (					self       ,						*snake_case__       ,						**snake_case__ )	->	Optional[int]:



         """simple docstring"""





         raise Exception(f'''You cannot use ``pop`` on a {self.__class__.__name__} instance.''' )



  def 						UpperCamelCase_ (					self       ,						*snake_case__       ,						**snake_case__ )	->	Optional[int]:



         """simple docstring"""





         raise Exception(f'''You cannot use ``update`` on a {self.__class__.__name__} instance.''' )



  def __getitem__(					self       ,						snake_case__ )	->	List[Any]:



         """simple docstring"""





         if isinstance(snake_case__       ,						snake_case__ ):
                UpperCAmelCase					=	dict(self.items() )
                return inner_dict[k]
         else:
                return self.to_tuple()[k]



  def __setattr__(					self       ,						snake_case__       ,						snake_case__ )	->	Union[str, Any]:



         """simple docstring"""





         if name in self.keys() and value is not None:
                # Don't call self.__setitem__ to avoid recursion errors
                super().__setitem__(snake_case__       ,						snake_case__ )
         super().__setattr__(snake_case__       ,						snake_case__ )



  def __setitem__(					self       ,						snake_case__       ,						snake_case__ )	->	Tuple:



         """simple docstring"""





         super().__setitem__(snake_case__       ,						snake_case__ )
         # Don't call self.__setattr__ to avoid recursion errors
         super().__setattr__(snake_case__       ,						snake_case__ )



  def 						UpperCamelCase_ (					self )	->	Tuple[Any]:



         """simple docstring"""





         return tuple(self[k] for k in self.keys() )
