




# 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     a  (     _A    ):

					'''simple docstring'''





					pass




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		str ,  __UpperCamelCase    :		Dict[str, Callable] ,  __UpperCamelCase    :		Optional[Any]=None ,  __UpperCamelCase    :		List[Any]=False   )						->							Optional[Any]:
				try:
								UpperCAmelCase_											=  ast.parse(__UpperCamelCase   )
				except SyntaxError as e:
								print('''The code generated by the agent is not valid.\n''' ,  __UpperCamelCase   )
								return
				if state is None:
								UpperCAmelCase_											=  {}
				UpperCAmelCase_											=  None
				for idx, node in enumerate(expression.body   ):
								try:
												UpperCAmelCase_											=  evaluate_ast(__UpperCamelCase ,  __UpperCamelCase ,  __UpperCamelCase   )
								except InterpretorError as e:
												UpperCAmelCase_											=  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:
												UpperCAmelCase_											=  line_result

				return result




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		ast.AST ,  __UpperCamelCase    :		Dict[str, Any] ,  __UpperCamelCase    :		Dict[str, Callable]   )						->							Optional[int]:
				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
								UpperCAmelCase_											=  [evaluate_ast(__UpperCamelCase ,  __UpperCamelCase ,  __UpperCamelCase   ) for k in expression.keys]
								UpperCAmelCase_											=  [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			( __UpperCamelCase    :		List[str] ,  __UpperCamelCase    :		Tuple ,  __UpperCamelCase    :		Optional[Any]   )						->							Union[str, Any]:
				UpperCAmelCase_											=  assign.targets
				UpperCAmelCase_											=  evaluate_ast(assign.value ,  __UpperCamelCase ,  __UpperCamelCase   )

				if len(__UpperCamelCase   ) == 1:
								UpperCAmelCase_											=  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   ):
												UpperCAmelCase_											=  r
				return result




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		Optional[Any] ,  __UpperCamelCase    :		int ,  __UpperCamelCase    :		Optional[Any]   )						->							str:
				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_											=  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_											=  tools[func_name]
				# Todo deal with args
				UpperCAmelCase_											=  [evaluate_ast(__UpperCamelCase ,  __UpperCamelCase ,  __UpperCamelCase   ) for arg in call.args]
				UpperCAmelCase_											=  {keyword.arg: evaluate_ast(keyword.value ,  __UpperCamelCase ,  __UpperCamelCase   ) for keyword in call.keywords}
				return func(*__UpperCamelCase ,  **__UpperCamelCase   )




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		Any ,  __UpperCamelCase    :		Dict ,  __UpperCamelCase    :		List[Any]   )						->							Optional[Any]:
				UpperCAmelCase_											=  evaluate_ast(subscript.slice ,  __UpperCamelCase ,  __UpperCamelCase   )
				UpperCAmelCase_											=  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   ):
								UpperCAmelCase_											=  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			( __UpperCamelCase    :		Dict ,  __UpperCamelCase    :		List[Any] ,  __UpperCamelCase    :		str   )						->							List[str]:
				if name.id in state:
								return state[name.id]
				UpperCAmelCase_											=  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			( __UpperCamelCase    :		str ,  __UpperCamelCase    :		Any ,  __UpperCamelCase    :		Tuple   )						->							Any:
				if len(condition.ops   ) > 1:
								raise InterpretorError('''Cannot evaluate conditions with multiple operators'''   )

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




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











_lowerCamelCase    				=		10_00




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		float   )						->							float:
    return x * x




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		Optional[int] ,  __UpperCamelCase    :		float ,  __UpperCamelCase    :		float ,  __UpperCamelCase    :		int = 4   )						->							float:
    assert callable(
        __UpperCamelCase   ), f'the function(object) passed should be callable your input : {function}'
    assert isinstance(__UpperCamelCase ,  (float, int)   ), f'a should be float or integer your input : {a}'
    assert isinstance(function(__UpperCamelCase   ) ,  (float, int)   ), (
        "the function should return integer or float return type of your function, "
        f'{type(__UpperCamelCase   )}'
    )
    assert isinstance(__UpperCamelCase ,  (float, int)   ), f'b should be float or integer your input : {b}'
    assert (
        isinstance(__UpperCamelCase ,  __UpperCamelCase   ) and precision > 0
    ), f'precision should be positive integer your input : {precision}'

    # just applying the formula of simpson for approximate integration written in
    # mentioned article in first comment of this file and above this function

    UpperCAmelCase_											=  (b - a) / N_STEPS
    UpperCAmelCase_											=  function(__UpperCamelCase   ) + function(__UpperCamelCase   )

    for i in range(1 ,  __UpperCamelCase   ):
        UpperCAmelCase_											=  a + h * i
        result += function(__UpperCamelCase   ) * (4 if i % 2 else 2)

    result *= h / 3
    return round(__UpperCamelCase ,  __UpperCamelCase   )


if __name__ == "__main__":
 import doctest

 doctest.testmod()





