




'''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 __magic_name__(						__lowerCAmelCase      ):
						pass







def    snake_case__     (  a       ,      a       ,      a=None       ,      a=False	)			->       Union[str, Any]:





			'''simple docstring'''






			try:
						snake_case__          =						ast.parse(a	)
			except SyntaxError as e:
						print("""The code generated by the agent is not valid.\n"""       ,      a	)
						return
			if state is None:
						snake_case__          =						{}
			snake_case__          =						None
			for idx, node in enumerate(expression.body	):
						try:
									snake_case__          =						evaluate_ast(a       ,      a       ,      a	)
						except InterpretorError as e:
									snake_case__          =						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(a	)
									break
						if line_result is not None:
									snake_case__          =						line_result

			return result




def    snake_case__     (  a       ,      a       ,      a	)			->       int:





			'''simple docstring'''






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





			'''simple docstring'''






			snake_case__          =						assign.targets
			snake_case__          =						evaluate_ast(assign.value       ,      a       ,      a	)

			if len(a	) == 1:
						snake_case__          =						result
			else:
						if len(a	) != len(a	):
									raise InterpretorError(F"""Expected {len(a	)} values but got {len(a	)}."""	)
						for var_name, r in zip(a       ,      a	):
									snake_case__          =						r
			return result




def    snake_case__     (  a       ,      a       ,      a	)			->       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	)}."""	)
			snake_case__          =						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})."""	)

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




def    snake_case__     (  a       ,      a       ,      a	)			->       Tuple:





			'''simple docstring'''






			snake_case__          =						evaluate_ast(subscript.slice       ,      a       ,      a	)
			snake_case__          =						evaluate_ast(subscript.value       ,      a       ,      a	)
			if isinstance(a       ,      (list, tuple)	):
						return value[int(a	)]
			if index in value:
						return value[index]
			if isinstance(a       ,      a	) and isinstance(a       ,      a	):
						snake_case__          =						difflib.get_close_matches(a       ,      list(value.keys()	)	)
						if len(a	) > 0:
									return value[close_matches[0]]

			raise InterpretorError(F"""Could not index {value} with '{index}'."""	)




def    snake_case__     (  a       ,      a       ,      a	)			->       Any:





			'''simple docstring'''






			if name.id in state:
						return state[name.id]
			snake_case__          =						difflib.get_close_matches(name.id       ,      list(state.keys()	)	)
			if len(a	) > 0:
						return state[close_matches[0]]
			raise InterpretorError(F"""The variable `{name.id}` is not defined."""	)




def    snake_case__     (  a       ,      a       ,      a	)			->       str:





			'''simple docstring'''






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

			snake_case__          =						evaluate_ast(condition.left       ,      a       ,      a	)
			snake_case__          =						condition.ops[0]
			snake_case__          =						evaluate_ast(condition.comparators[0]       ,      a       ,      a	)

			if isinstance(a       ,      ast.Eq	):
						return left == right
			elif isinstance(a       ,      ast.NotEq	):
						return left != right
			elif isinstance(a       ,      ast.Lt	):
						return left < right
			elif isinstance(a       ,      ast.LtE	):
						return left <= right
			elif isinstance(a       ,      ast.Gt	):
						return left > right
			elif isinstance(a       ,      ast.GtE	):
						return left >= right
			elif isinstance(a       ,      ast.Is	):
						return left is right
			elif isinstance(a       ,      ast.IsNot	):
						return left is not right
			elif isinstance(a       ,      ast.In	):
						return left in right
			elif isinstance(a       ,      ast.NotIn	):
						return left not in right
			else:
						raise InterpretorError(F"""Operator not supported: {comparator}"""	)




def    snake_case__     (  a       ,      a       ,      a	)			->       Optional[int]:





			'''simple docstring'''






			snake_case__          =						None
			if evaluate_condition(if_statement.test       ,      a       ,      a	):
						for line in if_statement.body:
									snake_case__          =						evaluate_ast(a       ,      a       ,      a	)
									if line_result is not None:
												snake_case__          =						line_result
			else:
						for line in if_statement.orelse:
									snake_case__          =						evaluate_ast(a       ,      a       ,      a	)
									if line_result is not None:
												snake_case__          =						line_result
			return result




def    snake_case__     (  a       ,      a       ,      a	)			->       Any:





			'''simple docstring'''






			snake_case__          =						None
			snake_case__          =						evaluate_ast(for_loop.iter       ,      a       ,      a	)
			for counter in iterator:
						snake_case__          =						counter
						for expression in for_loop.body:
									snake_case__          =						evaluate_ast(a       ,      a       ,      a	)
									if line_result is not None:
												snake_case__          =						line_result
			return result



from __future__ import annotations

from typing import Any
def 			__SCREAMING_SNAKE_CASE							(					*lowercase__	:list[list[int]]					)							->	list[list[int]]:
						if all(_check_not_integer(lowercase__					) for m in matrix_s					):
												for i in matrix_s[1:]:
																		_verify_matrix_sizes(matrix_s[0]   ,    lowercase__					)
												return [[sum(lowercase__					) for t in zip(*lowercase__					)] for m in zip(*lowercase__					)]
						raise TypeError('Expected a matrix, got int/list instead'					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:list[list[int]]					)							->	list[list[int]]:
						if (
						    _check_not_integer(lowercase__					)
						    and _check_not_integer(lowercase__					)
						    and _verify_matrix_sizes(lowercase__   ,    lowercase__					)
						):
												return [[i - j for i, j in zip(*lowercase__					)] for m in zip(lowercase__   ,    lowercase__					)]
						raise TypeError('Expected a matrix, got int/list instead'					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:int | float					)							->	list[list[float]]:
						return [[x * n for x in row] for row in matrix]
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:list[list[int]]					)							->	list[list[int]]:
						if _check_not_integer(lowercase__					) and _check_not_integer(lowercase__					):
												__magic_name__		,			__magic_name__					:				str				=   _verify_matrix_sizes(lowercase__   ,    lowercase__					)

						if cols[0] != rows[1]:
												__magic_name__					:				Union[str, Any]				=   (
												    'Cannot multiply matrix of dimensions '
												    f"({rows[0]},{cols[0]}) and ({rows[1]},{cols[1]})"
												)
												raise ValueError(lowercase__					)
						return [
						    [sum(m * n for m, n in zip(lowercase__   ,    lowercase__					)					) for j in zip(*lowercase__					)] for i in matrix_a
						]
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:int					)							->	list[list[int]]:
						__magic_name__					:				Tuple				=   int(lowercase__					)
						return [[int(row == column					) for column in range(lowercase__					)] for row in range(lowercase__					)]
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:bool = True					)							->	list[list[int]] | map[list[int]]:
						if _check_not_integer(lowercase__					):
												if return_map:
																		return map(lowercase__   ,    zip(*lowercase__					)					)
												else:
																		return list(map(lowercase__   ,    zip(*lowercase__					)					)					)
						raise TypeError('Expected a matrix, got int/list instead'					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:int   ,    lowercase__	:int					)							->	list[list[int]]:
						__magic_name__					:				int				=   matrix[:row] + matrix[row + 1 :]
						return [row[:column] + row[column + 1 :] for row in minor]
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]					)							->	Any:
						if len(lowercase__					) == 1:
												return matrix[0][0]

						return sum(
						    x * determinant(minor(lowercase__   ,    0   ,    lowercase__					)					) * (-1) ** i
						    for i, x in enumerate(matrix[0]					)					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]					)							->	list[list[float]] | None:
						__magic_name__					:				Tuple				=   determinant(lowercase__					)
						if det == 0:
												return None

						__magic_name__					:				Optional[int]				=   [
						    [determinant(minor(lowercase__   ,    lowercase__   ,    lowercase__					)					) for j in range(len(lowercase__					)					)]
						    for i in range(len(lowercase__					)					)
						]

						__magic_name__					:				Optional[Any]				=   [
						    [x * (-1) ** (row + col) for col, x in enumerate(matrix_minor[row]					)]
						    for row in range(len(lowercase__					)					)
						]
						__magic_name__					:				Optional[Any]				=   list(transpose(lowercase__					)					)
						return scalar_multiply(lowercase__   ,    1 / det					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]					)							->	bool:
						return not isinstance(lowercase__   ,    lowercase__					) and not isinstance(matrix[0]   ,    lowercase__					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]					)							->	tuple[int, int]:
						return len(lowercase__					), len(matrix[0]					)
def 			__SCREAMING_SNAKE_CASE							(					lowercase__	:list[list[int]]   ,    lowercase__	:list[list[int]]					)							->	tuple[tuple[int, int], tuple[int, int]]:
						__magic_name__					:				str				=   _shape(lowercase__					) + _shape(lowercase__					)
						if shape[0] != shape[3] or shape[1] != shape[2]:
												__magic_name__					:				Optional[Any]				=   (
												    'operands could not be broadcast together with shape '
												    f"({shape[0], shape[1]}), ({shape[2], shape[3]})"
												)
												raise ValueError(lowercase__					)
						return (shape[0], shape[2]), (shape[1], shape[3])
def 			__SCREAMING_SNAKE_CASE							(					)							->	None:
						__magic_name__					:				Dict				=   [[1_2, 1_0], [3, 9]]
						__magic_name__					:				Optional[int]				=   [[3, 4], [7, 4]]
						__magic_name__					:				Optional[Any]				=   [[1_1, 1_2, 1_3, 1_4], [2_1, 2_2, 2_3, 2_4], [3_1, 3_2, 3_3, 3_4], [4_1, 4_2, 4_3, 4_4]]
						__magic_name__					:				List[str]				=   [[3, 0, 2], [2, 0, -2], [0, 1, 1]]
						print(f"Add Operation, {add(lowercase__   ,    lowercase__					) = } \n"					)
						print(
						    f"Multiply Operation, {multiply(lowercase__   ,    lowercase__					) = } \n"   ,    )
						print(f"Identity: {identity(5					)}\n"					)
						print(f"Minor of {matrix_c} = {minor(lowercase__   ,    1   ,    2					)} \n"					)
						print(f"Determinant of {matrix_b} = {determinant(lowercase__					)} \n"					)
						print(f"Inverse of {matrix_d} = {inverse(lowercase__					)}\n"					)


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			main()


