






# 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			(					snake_case__			):







		"""simple docstring"""



		pass







def   snake_case		(				UpperCAmelCase						:							str,    UpperCAmelCase						:							Dict[str, Callable],    UpperCAmelCase						:							Dict=None,    UpperCAmelCase						:							Union[str, Any]=False ):
				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   snake_case		(				UpperCAmelCase						:							ast.AST,    UpperCAmelCase						:							Dict[str, Any],    UpperCAmelCase						:							Dict[str, Callable] ):
				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   snake_case		(				UpperCAmelCase						:							List[Any],    UpperCAmelCase						:							Optional[Any],    UpperCAmelCase						:							Dict ):
				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   snake_case		(				UpperCAmelCase						:							Optional[int],    UpperCAmelCase						:							Dict,    UpperCAmelCase						:							Union[str, 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 )}.' )
				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   snake_case		(				UpperCAmelCase						:							Dict,    UpperCAmelCase						:							int,    UpperCAmelCase						:							Optional[int] ):
				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   snake_case		(				UpperCAmelCase						:							Dict,    UpperCAmelCase						:							Optional[Any],    UpperCAmelCase						:							Dict ):
				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   snake_case		(				UpperCAmelCase						:							str,    UpperCAmelCase						:							Optional[Any],    UpperCAmelCase						:							List[str] ):
				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   snake_case		(				UpperCAmelCase						:							List[str],    UpperCAmelCase						:							Any,    UpperCAmelCase						:							int ):
				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   snake_case		(				UpperCAmelCase						:							List[Any],    UpperCAmelCase						:							Union[str, Any],    UpperCAmelCase						:							Dict ):
				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













from __future__ import annotations







def   snake_case		(				UpperCAmelCase						:							int,    UpperCAmelCase						:							list[int],    UpperCAmelCase						:							list[int],    UpperCAmelCase						:							int ):

				# Base Case
				if counter == 0 or capacity == 0:
								return 0

				# If weight of the nth item is more than Knapsack of capacity,
				#   then this item cannot be included in the optimal solution,
				# else return the maximum of two cases:
				#   (1) nth item included
				#   (2) not included
				if weights[counter - 1] > capacity:
								return knapsack(UpperCAmelCase,    UpperCAmelCase,    UpperCAmelCase,    counter - 1 )
				else:
								A									=   capacity - weights[counter - 1]
								A									=   values[counter - 1] + knapsack(
								    UpperCAmelCase,    UpperCAmelCase,    UpperCAmelCase,    counter - 1 )
								A									=   knapsack(UpperCAmelCase,    UpperCAmelCase,    UpperCAmelCase,    counter - 1 )
								return max(UpperCAmelCase,    UpperCAmelCase )


if __name__ == "__main__":
					import doctest

					doctest.testmod()





