


import dataclasses
import enum
import functools
import math
import re

# The following script is adapted from the script of TaPas.
# Original: https://github.com/google-research/tapas/master/wikisql_utils.py
from typing import Any, List, Text


snake_case__     							= 'none'
snake_case__     							= 'none'
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[str]      ,						lowercase__  :Optional[Any]				)       ->  List[str]:
						__magic_name__				:							Dict				=      value.split(lowercase__				)
						return len(lowercase__				) > 1 and any((len(lowercase__				) == 3 for x in split)				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[Any]				)       ->  List[str]:
						if isinstance(lowercase__      ,						lowercase__				):
												return value
						if isinstance(lowercase__      ,						lowercase__				):
												return float(lowercase__				)
						if not isinstance(lowercase__      ,						lowercase__				):
												raise ValueError('Argument value is not a string. Can\'t parse it as float'				)
						__magic_name__				:							List[str]				=      value

						try:
												# Example: 1,000.7
												if "." in sanitized and "," in sanitized:
																		return float(sanitized.replace(','      ,						''				)				)
												# 1,000
												if "," in sanitized and _split_thousands(','      ,						lowercase__				):
																		return float(sanitized.replace(','      ,						''				)				)
												# 5,5556
												if "," in sanitized and sanitized.count(','				) == 1 and not _split_thousands(','      ,						lowercase__				):
																		return float(sanitized.replace(','      ,						'.'				)				)
												# 0.0.0.1
												if sanitized.count('.'				) > 1:
																		return float(sanitized.replace('.'      ,						''				)				)
												# 0,0,0,1
												if sanitized.count(','				) > 1:
																		return float(sanitized.replace(','      ,						''				)				)
												return float(lowercase__				)
						except ValueError:
												# Avoid adding the sanitized value in the error message.
												raise ValueError('Unable to convert value to float'				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Tuple				)       ->  Tuple:
						if answer is None:
												return None
						try:
												__magic_name__				:							Any				=      convert_to_float(lowercase__				)
												if isinstance(lowercase__      ,						lowercase__				) and math.isnan(lowercase__				):
																		return None
												return value
						except ValueError:
												return answer.lower()


snake_case__     							= {
    'text': lambda x: x,
    'real': convert_to_float,
}



class     snake_case__  (      enum.Enum  ):
				__lowerCAmelCase		=      0
				__lowerCAmelCase		=      1
				__lowerCAmelCase		=      2
				__lowerCAmelCase		=      3
				__lowerCAmelCase		=      4
				__lowerCAmelCase		=      5






class     snake_case__  (      enum.Enum  ):
				__lowerCAmelCase		=      0
				__lowerCAmelCase		=      1
				__lowerCAmelCase		=      2






@dataclasses.dataclass
class     snake_case__  :
				__lowerCAmelCase		=      42
				__lowerCAmelCase		=      42
				__lowerCAmelCase		=      42






snake_case__     							= re.compile(R'\w+|[^\w\s]+', re.UNICODE | re.MULTILINE | re.DOTALL)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Any				)       ->  str:
						return list(_TOKENIZER.findall(x.lower()				)				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :str      ,						lowercase__  :str      ,						lowercase__  :Dict				)       ->  Dict:
						if operator == _Operator.EQUALS:
												return src == tgt
						elif operator == _Operator.GREATER:
												return src > tgt
						elif operator == _Operator.LESSER:
												return src < tgt
						raise ValueError(f"Unknown operator: {operator}"				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[Any]      ,						lowercase__  :Tuple      ,						lowercase__  :Union[str, Any]				)       ->  Optional[int]:
						__magic_name__				:							str				=      table['types']
						return _TYPE_CONVERTER[types[column]](lowercase__				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Tuple				)       ->  Union[str, Any]:
						return isinstance(lowercase__      ,						lowercase__				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[Any]      ,						lowercase__  :List[str]      ,						lowercase__  :int				)       ->  str:
						for cond in conditions:
												__magic_name__				:							Optional[Any]				=      row[cond.column]

												__magic_name__				:							List[str]				=      _parse_value(lowercase__      ,						cond.column      ,						cond.cmp_value				)

												if _is_string(lowercase__				) and _is_string(lowercase__				):
																		__magic_name__				:							str				=      _normalize_for_match(lowercase__				)
																		__magic_name__				:							List[str]				=      _normalize_for_match(lowercase__				)

												if not isinstance(lowercase__      ,						type(lowercase__				)				):
																		raise ValueError('Type difference {} != {}'.format(type(lowercase__				)      ,						type(lowercase__				)				)				)

												if not _compare(cond.operator      ,						lowercase__      ,						lowercase__				):
																		return False
						return True
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :str      ,						lowercase__  :List[Any]      ,						lowercase__  :List[Any]				)       ->  int:
						if not answer_coordinates:
												if aggregation_op == _Aggregation.COUNT:
																		return 0.0
												else:
																		return EMPTY_ANSWER_AGG

    # Count can support non numeric answers.
						if aggregation_op == _Aggregation.COUNT:
												return float(len(lowercase__				)				)

						# If we have just one answer, if float returns it or try a conversion.
						__magic_name__				:							Any				=      [table['rows'][i][j] for (i, j) in answer_coordinates]
						if len(lowercase__				) == 1:
												try:
																		return convert_to_float(values[0]				)
												except ValueError as e:
																		if aggregation_op != _Aggregation.NONE:
																								raise e

						if aggregation_op == _Aggregation.NONE:
												return None

						# Other aggregation only support numeric values. Bail out if we have strings.
						if not all((isinstance(lowercase__      ,						(int, float)				) for v in values)				):
												return None

						if aggregation_op == _Aggregation.SUM:
												return float(sum(lowercase__				)				)
						elif aggregation_op == _Aggregation.AVERAGE:
												return sum(lowercase__				) / len(lowercase__				)
						else:
												raise ValueError(f"Unknown aggregation: {aggregation_op}"				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Tuple      ,						lowercase__  :Any				)       ->  Optional[int]:
						__magic_name__				:							Optional[Any]				=      sql_query['agg']
						if aggregation_op_index >= 3:
												__magic_name__				:							Any				=      _Aggregation(lowercase__				)
						else:
												__magic_name__				:							int				=      _Aggregation.NONE

						__magic_name__				:							str				=      sql_query['sel']
						__magic_name__				:							Any				=      [
						    _Condition(lowercase__      ,						_Operator(lowercase__				)      ,						lowercase__				)
						    for column, operator, cmp_value in zip(
						        sql_query['conds']['column_index']      ,						sql_query['conds']['operator_index']      ,						sql_query['conds']['condition']				)
						]

						__magic_name__				:							Any				=      []
						for row in range(len(table['rows']				)				):
												if _respect_conditions(lowercase__      ,						table['rows'][row]      ,						lowercase__				):
																		indices.append((row, target_column)				)

						if not indices:
												return [], aggregation_op

						if len(lowercase__				) == 1:
												return indices, aggregation_op

						# Parsing of MIN/MAX.
						if aggregation_op_index in (1, 2):
												__magic_name__				:							str				=      {2: min, 1: max}
												__magic_name__				:							Optional[int]				=      [(table['rows'][i][j], index) for index, (i, j) in enumerate(lowercase__				)]
												__magic_name__				:							str				=      functools.reduce(operators[sql_query['agg']]      ,						lowercase__				)

												__magic_name__				:							List[Any]				=      [indices[reduced[1]]]
												return ret, _Aggregation.NONE

						return indices, aggregation_op
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Tuple      ,						lowercase__  :Any      ,						lowercase__  :Optional[int]				)       ->  List[Any]:
						if float_answer is not None:
												return [str(lowercase__				)]
						return [str(table['real_rows'][r][c]				) for r, c in answer_coordinates]

def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Optional[Any]      ,						lowercase__  :Union[str, Any]				)       ->  List:
						__magic_name__		, __magic_name__				:							List[Any]				=      _get_answer_coordinates(lowercase__      ,						lowercase__				)
						__magic_name__				:							List[Any]				=      _get_float_answer(lowercase__      ,						lowercase__      ,						lowercase__				)
						__magic_name__				:							Any				=      _get_answer_text(lowercase__      ,						lowercase__      ,						lowercase__				)
						# keep the original data the same with TaPas
						if len(lowercase__				) == 0:
												__magic_name__				:							int				=      [EMPTY_ANSWER]
						return answer_text






# 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     snake_case__  (      _A  ):
				pass






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

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

						if len(lowercase__				) == 1:
												__magic_name__				:							Any				=      result
						else:
												if len(lowercase__				) != len(lowercase__				):
																		raise InterpretorError(f"Expected {len(lowercase__				)} values but got {len(lowercase__				)}."				)
												for var_name, r in zip(lowercase__      ,						lowercase__				):
																		__magic_name__				:							str				=      r
						return result
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[str]      ,						lowercase__  :List[str]      ,						lowercase__  :Tuple				)       ->  Optional[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				)}."				)
						__magic_name__				:							Dict				=      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})."				)

						__magic_name__				:							Tuple				=      tools[func_name]
						# Todo deal with args
						__magic_name__				:							List[str]				=      [evaluate_ast(lowercase__      ,						lowercase__      ,						lowercase__				) for arg in call.args]
						__magic_name__				:							int				=      {keyword.arg: evaluate_ast(keyword.value      ,						lowercase__      ,						lowercase__				) for keyword in call.keywords}
						return func(*lowercase__      ,						**lowercase__				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Union[str, Any]      ,						lowercase__  :int      ,						lowercase__  :int				)       ->  List[Any]:
						__magic_name__				:							Optional[int]				=      evaluate_ast(subscript.slice      ,						lowercase__      ,						lowercase__				)
						__magic_name__				:							Union[str, Any]				=      evaluate_ast(subscript.value      ,						lowercase__      ,						lowercase__				)
						if isinstance(lowercase__      ,						(list, tuple)				):
												return value[int(lowercase__				)]
						if index in value:
												return value[index]
						if isinstance(lowercase__      ,						lowercase__				) and isinstance(lowercase__      ,						lowercase__				):
												__magic_name__				:							Any				=      difflib.get_close_matches(lowercase__      ,						list(value.keys()				)				)
												if len(lowercase__				) > 0:
																		return value[close_matches[0]]

						raise InterpretorError(f"Could not index {value} with '{index}'."				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :List[str]      ,						lowercase__  :Optional[Any]      ,						lowercase__  :Optional[int]				)       ->  int:
						if name.id in state:
												return state[name.id]
						__magic_name__				:							Union[str, Any]				=      difflib.get_close_matches(name.id      ,						list(state.keys()				)				)
						if len(lowercase__				) > 0:
												return state[close_matches[0]]
						raise InterpretorError(f"The variable `{name.id}` is not defined."				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Any      ,						lowercase__  :Union[str, Any]      ,						lowercase__  :Optional[Any]				)       ->  List[str]:
						if len(condition.ops				) > 1:
												raise InterpretorError('Cannot evaluate conditions with multiple operators'				)

						__magic_name__				:							int				=      evaluate_ast(condition.left      ,						lowercase__      ,						lowercase__				)
						__magic_name__				:							Optional[int]				=      condition.ops[0]
						__magic_name__				:							Union[str, Any]				=      evaluate_ast(condition.comparators[0]      ,						lowercase__      ,						lowercase__				)

						if isinstance(lowercase__      ,						ast.Eq				):
												return left == right
						elif isinstance(lowercase__      ,						ast.NotEq				):
												return left != right
						elif isinstance(lowercase__      ,						ast.Lt				):
												return left < right
						elif isinstance(lowercase__      ,						ast.LtE				):
												return left <= right
						elif isinstance(lowercase__      ,						ast.Gt				):
												return left > right
						elif isinstance(lowercase__      ,						ast.GtE				):
												return left >= right
						elif isinstance(lowercase__      ,						ast.Is				):
												return left is right
						elif isinstance(lowercase__      ,						ast.IsNot				):
												return left is not right
						elif isinstance(lowercase__      ,						ast.In				):
												return left in right
						elif isinstance(lowercase__      ,						ast.NotIn				):
												return left not in right
						else:
												raise InterpretorError(f"Operator not supported: {comparator}"				)
def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Optional[int]      ,						lowercase__  :str      ,						lowercase__  :Tuple				)       ->  int:
						__magic_name__				:							Optional[int]				=      None
						if evaluate_condition(if_statement.test      ,						lowercase__      ,						lowercase__				):
												for line in if_statement.body:
																		__magic_name__				:							List[Any]				=      evaluate_ast(lowercase__      ,						lowercase__      ,						lowercase__				)
																		if line_result is not None:
																								__magic_name__				:							Tuple				=      line_result
						else:
												for line in if_statement.orelse:
																		__magic_name__				:							Optional[int]				=      evaluate_ast(lowercase__      ,						lowercase__      ,						lowercase__				)
																		if line_result is not None:
																								__magic_name__				:							List[Any]				=      line_result
						return result

def  __SCREAMING_SNAKE_CASE       (				lowercase__  :Optional[Any]      ,						lowercase__  :Union[str, Any]      ,						lowercase__  :List[str]				)       ->  Dict:
						__magic_name__				:							int				=      None
						__magic_name__				:							List[Any]				=      evaluate_ast(for_loop.iter      ,						lowercase__      ,						lowercase__				)
						for counter in iterator:
												__magic_name__				:							Tuple				=      counter
												for expression in for_loop.body:
																		__magic_name__				:							Dict				=      evaluate_ast(lowercase__      ,						lowercase__      ,						lowercase__				)
																		if line_result is not None:
																								__magic_name__				:							Dict				=      line_result
						return result


