



"""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    UpperCamelCase     (			snake_case    ):




	"""simple docstring"""
	pass







def       __SCREAMING_SNAKE_CASE      (   __UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase=None					,							__UpperCAmelCase=False	):
		try:
				_lowercase							:      int			=					ast.parse(__UpperCAmelCase	)
		except SyntaxError as e:
				print("""The code generated by the agent is not valid.\n"""					,							__UpperCAmelCase	)
				return
		if state is None:
				_lowercase							:      List[str]			=					{}
		_lowercase							:      Union[str, Any]			=					None
		for idx, node in enumerate(expression.body	):
				try:
						_lowercase							:      str			=					evaluate_ast(__UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	)
				except InterpretorError as e:
						_lowercase							:      Optional[int]			=					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:
						_lowercase							:      Optional[Any]			=					line_result

		return result


def       __SCREAMING_SNAKE_CASE      (   __UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		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
				_lowercase							:      Tuple			=					[evaluate_ast(__UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	) for k in expression.keys]
				_lowercase							:      Tuple			=					[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					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		_lowercase							:      List[Any]			=					assign.targets
		_lowercase							:      Dict			=					evaluate_ast(assign.value					,							__UpperCAmelCase					,							__UpperCAmelCase	)

		if len(__UpperCAmelCase	) == 1:
				_lowercase							:      List[Any]			=					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	):
						_lowercase							:      Optional[int]			=					r
		return result


def       __SCREAMING_SNAKE_CASE      (   __UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		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	)}."""	)
		_lowercase							:      Tuple			=					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})."""	)

		_lowercase							:      List[Any]			=					tools[func_name]
		# Todo deal with args
		_lowercase							:      Union[str, Any]			=					[evaluate_ast(__UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	) for arg in call.args]
		_lowercase							:      Optional[int]			=					{keyword.arg: evaluate_ast(keyword.value					,							__UpperCAmelCase					,							__UpperCAmelCase	) for keyword in call.keywords}
		return func(*__UpperCAmelCase					,							**__UpperCAmelCase	)


def       __SCREAMING_SNAKE_CASE      (   __UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		_lowercase							:      Union[str, Any]			=					evaluate_ast(subscript.slice					,							__UpperCAmelCase					,							__UpperCAmelCase	)
		_lowercase							:      Optional[int]			=					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	):
				_lowercase							:      Dict			=					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					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		if name.id in state:
				return state[name.id]
		_lowercase							:      Dict			=					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					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		if len(condition.ops	) > 1:
				raise InterpretorError("""Cannot evaluate conditions with multiple operators"""	)

		_lowercase							:      Any			=					evaluate_ast(condition.left					,							__UpperCAmelCase					,							__UpperCAmelCase	)
		_lowercase							:      str			=					condition.ops[0]
		_lowercase							:      Union[str, Any]			=					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					,							__UpperCAmelCase					,							__UpperCAmelCase	):
		_lowercase							:      Tuple			=					None
		if evaluate_condition(if_statement.test					,							__UpperCAmelCase					,							__UpperCAmelCase	):
				for line in if_statement.body:
						_lowercase							:      Union[str, Any]			=					evaluate_ast(__UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	)
						if line_result is not None:
								_lowercase							:      Union[str, Any]			=					line_result
		else:
				for line in if_statement.orelse:
						_lowercase							:      Optional[Any]			=					evaluate_ast(__UpperCAmelCase					,							__UpperCAmelCase					,							__UpperCAmelCase	)
						if line_result is not None:
								_lowercase							:      int			=					line_result
		return result


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










import argparse
import os
import sys
import urllib.request
import zipfile


_snake_case				= ["""CoLA""", """SST""", """MRPC""", """QQP""", """STS""", """MNLI""", """SNLI""", """QNLI""", """RTE""", """WNLI""", """diagnostic"""]
_snake_case				= {
    """CoLA""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FCoLA.zip?alt=media&token=46d5e637-3411-4188-bc44-5809b5bfb5f4""",
    """SST""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSST-2.zip?alt=media&token=aabc5f6b-e466-44a2-b9b4-cf6337f84ac8""",
    """MRPC""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2Fmrpc_dev_ids.tsv?alt=media&token=ec5c0836-31d5-48f4-b431-7480817f1adc""",
    """QQP""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FQQP.zip?alt=media&token=700c6acf-160d-4d89-81d1-de4191d02cb5""",
    """STS""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSTS-B.zip?alt=media&token=bddb94a7-8706-4e0d-a694-1109e12273b5""",
    """MNLI""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FMNLI.zip?alt=media&token=50329ea1-e339-40e2-809c-10c40afff3ce""",
    """SNLI""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSNLI.zip?alt=media&token=4afcfbb2-ff0c-4b2d-a09a-dbf07926f4df""",
    """QNLI""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FQNLIv2.zip?alt=media&token=6fdcf570-0fc5-4631-8456-9505272d1601""",
    """RTE""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FRTE.zip?alt=media&token=5efa7e85-a0bb-4f19-8ea2-9e1840f077fb""",
    """WNLI""": """https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FWNLI.zip?alt=media&token=068ad0a0-ded7-4bd7-99a5-5e00222e0faf""",
    """diagnostic""": """https://storage.googleapis.com/mtl-sentence-representations.appspot.com/tsvsWithoutLabels%2FAX.tsv?GoogleAccessId=firebase-adminsdk-0khhl@mtl-sentence-representations.iam.gserviceaccount.com&Expires=2498860800&Signature=DuQ2CSPt2Yfre0C%2BiISrVYrIFaZH1Lc7hBVZDD4ZyR7fZYOMNOUGpi8QxBmTNOrNPjR3z1cggo7WXFfrgECP6FBJSsURv8Ybrue8Ypt%2FTPxbuJ0Xc2FhDi%2BarnecCBFO77RSbfuz%2Bs95hRrYhTnByqu3U%2FYZPaj3tZt5QdfpH2IUROY8LiBXoXS46LE%2FgOQc%2FKN%2BA9SoscRDYsnxHfG0IjXGwHN%2Bf88q6hOmAxeNPx6moDulUF6XMUAaXCSFU%2BnRO2RDL9CapWxj%2BDl7syNyHhB7987hZ80B%2FwFkQ3MEs8auvt5XW1%2Bd4aCU7ytgM69r8JDCwibfhZxpaa4gd50QXQ%3D%3D""",
}

_snake_case				= """https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt"""
_snake_case				= """https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt"""


def _A   (    __magic_name__  ,					__magic_name__       ):
   print(f'''Downloading and extracting {task}...'''       )
   lowercase__    =  f'''{task}.zip'''
   urllib.request.urlretrieve(TASKaPATH[task]  ,					__magic_name__       )
   with zipfile.ZipFile(__magic_name__       ) as zip_ref:
      zip_ref.extractall(__magic_name__       )
   os.remove(__magic_name__       )
   print("\tCompleted!"       )


def _A   (    __magic_name__  ,					__magic_name__       ):
   print("Processing MRPC..."       )
   lowercase__    =  os.path.join(__magic_name__  ,					"MRPC"       )
   if not os.path.isdir(__magic_name__       ):
      os.mkdir(__magic_name__       )
   if path_to_data:
      lowercase__    =  os.path.join(__magic_name__  ,					"msr_paraphrase_train.txt"       )
      lowercase__    =  os.path.join(__magic_name__  ,					"msr_paraphrase_test.txt"       )
   else:
      print("Local MRPC data not specified, downloading data from %s" % MRPC_TRAIN       )
      lowercase__    =  os.path.join(__magic_name__  ,					"msr_paraphrase_train.txt"       )
      lowercase__    =  os.path.join(__magic_name__  ,					"msr_paraphrase_test.txt"       )
      urllib.request.urlretrieve(__magic_name__  ,					__magic_name__       )
      urllib.request.urlretrieve(__magic_name__  ,					__magic_name__       )
   if not os.path.isfile(__magic_name__       ):
      raise ValueError(f'''Train data not found at {mrpc_train_file}'''       )
   if not os.path.isfile(__magic_name__       ):
      raise ValueError(f'''Test data not found at {mrpc_test_file}'''       )
   urllib.request.urlretrieve(TASKaPATH["MRPC"]  ,					os.path.join(__magic_name__  ,					"dev_ids.tsv"       )       )

   lowercase__    =  []
   with open(os.path.join(__magic_name__  ,					"dev_ids.tsv"       )  ,					encoding="utf8"       ) as ids_fh:
      for row in ids_fh:
         dev_ids.append(row.strip().split("\t"       )       )

   with open(__magic_name__  ,					encoding="utf8"       ) as data_fh, open(
       os.path.join(__magic_name__  ,					"train.tsv"       )  ,					"w"  ,					encoding="utf8"       ) as train_fh, open(os.path.join(__magic_name__  ,					"dev.tsv"       )  ,					"w"  ,					encoding="utf8"       ) as dev_fh:
      lowercase__    =  data_fh.readline()
      train_fh.write(__magic_name__       )
      dev_fh.write(__magic_name__       )
      for row in data_fh:
         lowercase__   ,							lowercase__   ,							lowercase__   ,							lowercase__   ,							lowercase__    =  row.strip().split("\t"       )
         if [ida, ida] in dev_ids:
            dev_fh.write("%s\t%s\t%s\t%s\t%s\n" % (label, ida, ida, sa, sa)       )
         else:
            train_fh.write("%s\t%s\t%s\t%s\t%s\n" % (label, ida, ida, sa, sa)       )

   with open(__magic_name__  ,					encoding="utf8"       ) as data_fh, open(
       os.path.join(__magic_name__  ,					"test.tsv"       )  ,					"w"  ,					encoding="utf8"       ) as test_fh:
      lowercase__    =  data_fh.readline()
      test_fh.write("index\t#1 ID\t#2 ID\t#1 String\t#2 String\n"       )
      for idx, row in enumerate(__magic_name__       ):
         lowercase__   ,							lowercase__   ,							lowercase__   ,							lowercase__   ,							lowercase__    =  row.strip().split("\t"       )
         test_fh.write("%d\t%s\t%s\t%s\t%s\n" % (idx, ida, ida, sa, sa)       )
   print("\tCompleted!"       )


def _A   (    __magic_name__       ):
   print("Downloading and extracting diagnostic..."       )
   if not os.path.isdir(os.path.join(__magic_name__  ,					"diagnostic"       )       ):
      os.mkdir(os.path.join(__magic_name__  ,					"diagnostic"       )       )
   lowercase__    =  os.path.join(__magic_name__  ,					"diagnostic"  ,					"diagnostic.tsv"       )
   urllib.request.urlretrieve(TASKaPATH["diagnostic"]  ,					__magic_name__       )
   print("\tCompleted!"       )
   return


def _A   (    __magic_name__       ):
   lowercase__    =  task_names.split(","       )
   if "all" in task_names:
      lowercase__    =  TASKS
   else:
      lowercase__    =  []
      for task_name in task_names:
         if task_name not in TASKS:
            raise ValueError(f'''Task {task_name} not found!'''       )
         tasks.append(__magic_name__       )
   return tasks


def _A   (    __magic_name__       ):
   lowercase__    =  argparse.ArgumentParser()
   parser.add_argument("--data_dir"  ,					help="directory to save data to"  ,					type=__magic_name__  ,					default="glue_data"       )
   parser.add_argument(
       "--tasks"  ,					help="tasks to download data for as a comma separated string"  ,					type=__magic_name__  ,					default="all"       )
   parser.add_argument(
       "--path_to_mrpc"  ,					help="path to directory containing extracted MRPC data, msr_paraphrase_train.txt and msr_paraphrase_text.txt"  ,					type=__magic_name__  ,					default=""  ,					)
   lowercase__    =  parser.parse_args(__magic_name__       )

   if not os.path.isdir(args.data_dir       ):
      os.mkdir(args.data_dir       )
   lowercase__    =  get_tasks(args.tasks       )

   for task in tasks:
      if task == "MRPC":
         format_mrpc(args.data_dir  ,					args.path_to_mrpc       )
      elif task == "diagnostic":
         download_diagnostic(args.data_dir       )
      else:
         download_and_extract(__magic_name__  ,					args.data_dir       )


if __name__ == "__main__":
  sys.exit(main(sys.argv[1:]))






