




'''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   _snake_case( UpperCAmelCase			):
 pass







def 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase=None			,UpperCAmelCase=False	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''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	)}."""	)
   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase	):






   '''simple docstring'''







   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








'''simple docstring'''







import os

from apache_beam.io.filesystems import FileSystems
from apache_beam.pipeline import Pipeline

from .logging import get_logger


lowerCAmelCase_    	=							2 << 2_0  # 2mb
lowerCAmelCase_    	=							get_logger(__name__)

class   _snake_case( UpperCAmelCase			):






 def 	_UpperCamelCase   (self					:     Optional[int]						)					->      Optional[Any]:






    """simple docstring"""


    A__         =    self._options.get_all_options().get('runner'						)
    return runner in [None, "DirectRunner", "PortableRunner"]







def 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase=False	):






   '''simple docstring'''







   A__         =    FileSystems
   if fs.exists(UpperCAmelCase	):
      if force_upload:
         logger.info(F"""Remote path already exist: {remote_file_path}. Overwriting it as force_upload=True."""	)
      else:
         logger.info(F"""Remote path already exist: {remote_file_path}. Skipping it as force_upload=False."""	)
         return
   with fs.create(UpperCAmelCase	) as remote_file:
      with open(UpperCAmelCase			,'rb'	) as local_file:
         A__         =    local_file.read(UpperCAmelCase	)
         while chunk:
            remote_file.write(UpperCAmelCase	)
            A__         =    local_file.read(UpperCAmelCase	)







def 	_A			(   UpperCAmelCase			,UpperCAmelCase			,UpperCAmelCase=False	):






   '''simple docstring'''







   A__         =    FileSystems
   if os.path.exists(UpperCAmelCase	):
      if force_download:
         logger.info(F"""Local path already exist: {remote_file_path}. Overwriting it as force_upload=True."""	)
      else:
         logger.info(F"""Local path already exist: {remote_file_path}. Skipping it as force_upload=False."""	)
         return
   with fs.open(UpperCAmelCase	) as remote_file:
      with open(UpperCAmelCase			,'wb'	) as local_file:
         A__         =    remote_file.read(UpperCAmelCase	)
         while chunk:
            local_file.write(UpperCAmelCase	)
            A__         =    remote_file.read(UpperCAmelCase	)


