






# Lint as: python3
import os
import re
import urllib.parse
from pathlib import Path
from typing import Callable, List, Optional, Union
from zipfile import ZipFile

from ..utils.file_utils import cached_path, hf_github_url
from ..utils.logging import get_logger
from ..utils.version import Version


UpperCamelCase			    =     get_logger(__name__)



class 				__UpperCAmelCase		:
			__snake_case    :				Tuple									=							"dummy_data"
			__snake_case    :				List[Any]									=							"datasets"
			__snake_case    :				List[Any]									=							False







			def __init__(     self:  Any				,     UpperCAmelCase_:  str				,     UpperCAmelCase_:  str				,     UpperCAmelCase_:  Union[Version, str]				,     UpperCAmelCase_:  Optional[str] = None				,     UpperCAmelCase_:  bool = False				,     UpperCAmelCase_:  bool = True				,     UpperCAmelCase_:  Optional[List[Callable]] = None				,     ):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  0
									_SCREAMING_SNAKE_CASE     				=  dataset_name
									_SCREAMING_SNAKE_CASE     				=  cache_dir
									_SCREAMING_SNAKE_CASE     				=  use_local_dummy_data
									_SCREAMING_SNAKE_CASE     				=  config
									# download_callbacks take a single url as input
									_SCREAMING_SNAKE_CASE     				=  download_callbacks or []
									# if False, it doesn't load existing files and it returns the paths of the dummy files relative
									# to the dummy_data zip file root
									_SCREAMING_SNAKE_CASE     				=  load_existing_dummy_data

									# TODO(PVP, QL) might need to make this more general
									_SCREAMING_SNAKE_CASE     				=  str(UpperCAmelCase_					)
									# to be downloaded
									_SCREAMING_SNAKE_CASE     				=  None
									_SCREAMING_SNAKE_CASE     				=  None







			@property
			def 							UpperCamelCase				(     self:  List[str]					):







									'''simple docstring'''




									if self._dummy_file is None:
															_SCREAMING_SNAKE_CASE     				=  self.download_dummy_data()
									return self._dummy_file







			@property
			def 							UpperCamelCase				(     self:  Union[str, Any]					):







									'''simple docstring'''




									if self.config is not None:
															# structure is dummy / config_name / version_name
															return os.path.join("""dummy"""				,     self.config.name				,     self.version_name					)
									# structure is dummy / version_name
									return os.path.join("""dummy"""				,     self.version_name					)







			@property
			def 							UpperCamelCase				(     self:  Optional[int]					):







									'''simple docstring'''




									return os.path.join(self.dummy_data_folder				,     """dummy_data.zip"""					)







			def 							UpperCamelCase				(     self:  Optional[int]					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  (
									    self.local_path_to_dummy_data if self.use_local_dummy_data is True else self.github_path_to_dummy_data
									)

									_SCREAMING_SNAKE_CASE     				=  cached_path(
									    UpperCAmelCase_				,     cache_dir=self.cache_dir				,     extract_compressed_file=UpperCAmelCase_				,     force_extract=UpperCAmelCase_					)

									return os.path.join(UpperCAmelCase_				,     self.dummy_file_name					)







			@property
			def 							UpperCamelCase				(     self:  Any					):







									'''simple docstring'''




									return os.path.join(self.datasets_scripts_dir				,     self.dataset_name				,     self.dummy_zip_file					)







			@property
			def 							UpperCamelCase				(     self:  Optional[Any]					):







									'''simple docstring'''




									if self._bucket_url is None:
															_SCREAMING_SNAKE_CASE     				=  hf_github_url(self.dataset_name				,     self.dummy_zip_file.replace(os.sep				,     """/"""					)					)
									return self._bucket_url







			@property
			def 							UpperCamelCase				(     self:  List[str]					):







									'''simple docstring'''




									if os.path.isdir(self.dummy_file					):
															return self.dummy_file
									# else cut off path to file -> example `xsum`.
									return "/".join(self.dummy_file.replace(os.sep				,     """/"""					).split("""/"""					)[:-1]					)







			def 							UpperCamelCase				(     self:  str				,     UpperCAmelCase_:  str				,     *UpperCAmelCase_:  Dict					):







									'''simple docstring'''




									if self.load_existing_dummy_data:
															# dummy data is downloaded and tested
															_SCREAMING_SNAKE_CASE     				=  self.dummy_file
									else:
															# dummy data cannot be downloaded and only the path to dummy file is returned
															_SCREAMING_SNAKE_CASE     				=  self.dummy_file_name

									# special case when data_url is a dict
									if isinstance(UpperCAmelCase_				,     UpperCAmelCase_					):
															return self.create_dummy_data_dict(UpperCAmelCase_				,     UpperCAmelCase_					)
									elif isinstance(UpperCAmelCase_				,     (list, tuple)					):
															return self.create_dummy_data_list(UpperCAmelCase_				,     UpperCAmelCase_					)
									else:
															return self.create_dummy_data_single(UpperCAmelCase_				,     UpperCAmelCase_					)







			def 							UpperCamelCase				(     self:  int				,     UpperCAmelCase_:  Tuple				,     *UpperCAmelCase_:  Any					):







									'''simple docstring'''




									return self.download_and_extract(UpperCAmelCase_					)







			def 							UpperCamelCase				(     self:  Optional[Any]				,     UpperCAmelCase_:  int				,     UpperCAmelCase_:  Optional[Any]					):







									'''simple docstring'''




									return self.download_and_extract(UpperCAmelCase_					)







			def 							UpperCamelCase				(     self:  Dict				,     UpperCAmelCase_:  Dict				,     *UpperCAmelCase_:  Tuple				,     **UpperCAmelCase_:  Union[str, Any]					):







									'''simple docstring'''




									return path







			def 							UpperCamelCase				(     self:  str					):







									'''simple docstring'''




									return {}







			def 							UpperCamelCase				(     self:  List[Any]				,     UpperCAmelCase_:  Dict				,     UpperCAmelCase_:  List[str]					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  {}
									for key, single_urls in data_url.items():
															for download_callback in self.download_callbacks:
																					if isinstance(UpperCAmelCase_				,     UpperCAmelCase_					):
																											for single_url in single_urls:
																																	download_callback(UpperCAmelCase_					)
																					else:
																											_SCREAMING_SNAKE_CASE     				=  single_urls
																											download_callback(UpperCAmelCase_					)
            # we force the name of each key to be the last file / folder name of the url path
            # if the url has arguments, we need to encode them with urllib.parse.quote_plus
															if isinstance(UpperCAmelCase_				,     UpperCAmelCase_					):
																					_SCREAMING_SNAKE_CASE     				=  [os.path.join(UpperCAmelCase_				,     urllib.parse.quote_plus(Path(UpperCAmelCase_					).name					)					) for x in single_urls]
															else:
																					_SCREAMING_SNAKE_CASE     				=  single_urls
																					_SCREAMING_SNAKE_CASE     				=  os.path.join(UpperCAmelCase_				,     urllib.parse.quote_plus(Path(UpperCAmelCase_					).name					)					)
															_SCREAMING_SNAKE_CASE     				=  value

									# make sure that values are unique
									if all(isinstance(UpperCAmelCase_				,     UpperCAmelCase_					) for i in dummy_data_dict.values()					) and len(set(dummy_data_dict.values()					)					) < len(
									    dummy_data_dict.values()					):
															# append key to value to make its name unique
															_SCREAMING_SNAKE_CASE     				=  {key: value + key for key, value in dummy_data_dict.items()}

									return dummy_data_dict







			def 							UpperCamelCase				(     self:  int				,     UpperCAmelCase_:  Dict				,     UpperCAmelCase_:  Any					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  []
									# trick: if there are many shards named like `data.txt-000001-of-00300`, only use the first one
									_SCREAMING_SNAKE_CASE     				=  all(bool(re.findall("""[0-9]{3,}-of-[0-9]{3,}"""				,     UpperCAmelCase_					)					) for url in data_url					)
									_SCREAMING_SNAKE_CASE     				=  all(
									    url.startswith("""https://ftp.ncbi.nlm.nih.gov/pubmed/baseline/pubmed"""					) for url in data_url					)
									if data_url and (is_tf_records or is_pubmed_records):
															_SCREAMING_SNAKE_CASE     				=  [data_url[0]] * len(UpperCAmelCase_					)
									for single_url in data_url:
															for download_callback in self.download_callbacks:
																					download_callback(UpperCAmelCase_					)
															# we force the name of each key to be the last file / folder name of the url path
															# if the url has arguments, we need to encode them with urllib.parse.quote_plus
															_SCREAMING_SNAKE_CASE     				=  os.path.join(UpperCAmelCase_				,     urllib.parse.quote_plus(single_url.split("""/"""					)[-1]					)					)
															dummy_data_list.append(UpperCAmelCase_					)
									return dummy_data_list







			def 							UpperCamelCase				(     self:  Tuple				,     UpperCAmelCase_:  Dict				,     UpperCAmelCase_:  List[Any]					):







									'''simple docstring'''




									for download_callback in self.download_callbacks:
															download_callback(UpperCAmelCase_					)
									# we force the name of each key to be the last file / folder name of the url path
									# if the url has arguments, we need to encode them with urllib.parse.quote_plus
									_SCREAMING_SNAKE_CASE     				=  os.path.join(UpperCAmelCase_				,     urllib.parse.quote_plus(data_url.split("""/"""					)[-1]					)					)
									if os.path.exists(UpperCAmelCase_					) or not self.load_existing_dummy_data:
															return value
									else:
															# Backward compatibility, maybe deprecate at one point.
															# For many datasets with single url calls to dl_manager.download_and_extract,
															# the dummy_data.zip file is actually the zipped downloaded file
															# while now we expected the dummy_data.zip file to be a directory containing
															# the downloaded file.
															return path_to_dummy_data







			def 							UpperCamelCase				(     self:  Optional[Any]					):







									'''simple docstring'''




									pass







			def 							UpperCamelCase				(     self:  Optional[Any]					):







									'''simple docstring'''




									pass







			def 							UpperCamelCase				(     self:  Tuple				,     UpperCAmelCase_:  Union[str, Any]					):







									'''simple docstring'''




									def _iter_archive_members(UpperCAmelCase_:  Any					):
															# this preserves the order of the members inside the ZIP archive
															_SCREAMING_SNAKE_CASE     				=  Path(self.dummy_file					).parent
															_SCREAMING_SNAKE_CASE     				=  path.relative_to(UpperCAmelCase_					)
															with ZipFile(self.local_path_to_dummy_data					) as zip_file:
																					_SCREAMING_SNAKE_CASE     				=  zip_file.namelist()
															for member in members:
																					if member.startswith(relative_path.as_posix()					):
																											yield dummy_parent_path.joinpath(UpperCAmelCase_					)

									_SCREAMING_SNAKE_CASE     				=  Path(UpperCAmelCase_					)
									_SCREAMING_SNAKE_CASE     				=  _iter_archive_members(UpperCAmelCase_					) if self.use_local_dummy_data else path.rglob("""*"""					)
									for file_path in file_paths:
															if file_path.is_file() and not file_path.name.startswith((""".""", """__""")					):
																					yield file_path.relative_to(UpperCAmelCase_					).as_posix(), file_path.open("""rb"""					)







			def 							UpperCamelCase				(     self:  Optional[int]				,     UpperCAmelCase_:  List[Any]					):







									'''simple docstring'''




									if not isinstance(UpperCAmelCase_				,     UpperCAmelCase_					):
															_SCREAMING_SNAKE_CASE     				=  [paths]
									for path in paths:
															if os.path.isfile(UpperCAmelCase_					):
																					if os.path.basename(UpperCAmelCase_					).startswith((""".""", """__""")					):
																											return
																					yield path
															else:
																					for dirpath, dirnames, filenames in os.walk(UpperCAmelCase_					):
																											if os.path.basename(UpperCAmelCase_					).startswith((""".""", """__""")					):
																																	continue
																											dirnames.sort()
																											for filename in sorted(UpperCAmelCase_					):
																																	if filename.startswith((""".""", """__""")					):
																																							continue
																																	yield os.path.join(UpperCAmelCase_				,     UpperCAmelCase_					)









import copy
import re



class 				__UpperCAmelCase		:
			__snake_case    :				Any									=							"hp"
			__snake_case    :				str									=							{}
			__snake_case    :				List[Any]									=							None







			@classmethod
			def 							UpperCamelCase				(     cls:  Optional[Any]				,     UpperCAmelCase_:  int				,     UpperCAmelCase_:  Optional[int]					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  prefix
									_SCREAMING_SNAKE_CASE     				=  defaults
									cls.build_naming_info()







			@staticmethod
			def 							UpperCamelCase				(     UpperCAmelCase_:  Any				,     UpperCAmelCase_:  str					):







									'''simple docstring'''




									if len(UpperCAmelCase_					) == 0:
															return ""
									_SCREAMING_SNAKE_CASE     				=  None
									if any(char.isdigit() for char in word					):
															raise Exception(F'Parameters should not contain numbers: \'{word}\' contains a number'					)
									if word in info["short_word"]:
															return info["short_word"][word]
									for prefix_len in range(1				,     len(UpperCAmelCase_					) + 1					):
															_SCREAMING_SNAKE_CASE     				=  word[:prefix_len]
															if prefix in info["reverse_short_word"]:
																					continue
															else:
																					_SCREAMING_SNAKE_CASE     				=  prefix
																					break

									if short_word is None:
															# Paranoid fallback
															def int_to_alphabetic(UpperCAmelCase_:  List[Any]					):
																					_SCREAMING_SNAKE_CASE     				=  """"""
																					while integer != 0:
																											_SCREAMING_SNAKE_CASE     				=  chr(ord("""A"""					) + integer % 10					) + s
																											integer //= 10
																					return s

															_SCREAMING_SNAKE_CASE     				=  0
															while True:
																					_SCREAMING_SNAKE_CASE     				=  word + """#""" + int_to_alphabetic(UpperCAmelCase_					)
																					if sword in info["reverse_short_word"]:
																											continue
																					else:
																											_SCREAMING_SNAKE_CASE     				=  sword
																											break

									_SCREAMING_SNAKE_CASE     				=  short_word
									_SCREAMING_SNAKE_CASE     				=  word
									return short_word







			@staticmethod
			def 							UpperCamelCase				(     UpperCAmelCase_:  List[str]				,     UpperCAmelCase_:  List[str]					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  param_name.split("""_"""					)

									_SCREAMING_SNAKE_CASE     				=  [TrialShortNamer.shortname_for_word(UpperCAmelCase_				,     UpperCAmelCase_					) for word in words]

									# We try to create a separatorless short name, but if there is a collision we have to fallback
									# to a separated short name
									_SCREAMING_SNAKE_CASE     				=  ["""""", """_"""]

									for separator in separators:
															_SCREAMING_SNAKE_CASE     				=  separator.join(UpperCAmelCase_					)
															if shortname not in info["reverse_short_param"]:
																					_SCREAMING_SNAKE_CASE     				=  shortname
																					_SCREAMING_SNAKE_CASE     				=  param_name
																					return shortname

									return param_name







			@staticmethod
			def 							UpperCamelCase				(     UpperCAmelCase_:  Optional[int]				,     UpperCAmelCase_:  Optional[int]					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  TrialShortNamer.shortname_for_key(UpperCAmelCase_				,     UpperCAmelCase_					)
									_SCREAMING_SNAKE_CASE     				=  short_name
									_SCREAMING_SNAKE_CASE     				=  param_name







			@classmethod
			def 							UpperCamelCase				(     cls:  str					):







									'''simple docstring'''




									if cls.NAMING_INFO is not None:
															return

									_SCREAMING_SNAKE_CASE     				=  {
									    """short_word""": {},
									    """reverse_short_word""": {},
									    """short_param""": {},
									    """reverse_short_param""": {},
									}

									_SCREAMING_SNAKE_CASE     				=  list(cls.DEFAULTS.keys()					)

									for k in field_keys:
															cls.add_new_param_name(UpperCAmelCase_				,     UpperCAmelCase_					)

									_SCREAMING_SNAKE_CASE     				=  info







			@classmethod
			def 							UpperCamelCase				(     cls:  Any				,     UpperCAmelCase_:  Optional[Any]					):







									'''simple docstring'''




									cls.build_naming_info()
									assert cls.PREFIX is not None
									_SCREAMING_SNAKE_CASE     				=  [copy.copy(cls.PREFIX					)]

									for k, v in params.items():
															if k not in cls.DEFAULTS:
																					raise Exception(F'You should provide a default value for the param name {k} with value {v}'					)
															if v == cls.DEFAULTS[k]:
																					# The default value is not added to the name
																					continue

															_SCREAMING_SNAKE_CASE     				=  cls.NAMING_INFO["""short_param"""][k]

															if isinstance(UpperCAmelCase_				,     UpperCAmelCase_					):
																					_SCREAMING_SNAKE_CASE     				=  1 if v else 0

															_SCREAMING_SNAKE_CASE     				=  """""" if isinstance(UpperCAmelCase_				,     (int, float)					) else """-"""
															_SCREAMING_SNAKE_CASE     				=  F'{key}{sep}{v}'
															name.append(UpperCAmelCase_					)

									return "_".join(UpperCAmelCase_					)







			@classmethod
			def 							UpperCamelCase				(     cls:  int				,     UpperCAmelCase_:  int					):







									'''simple docstring'''




									_SCREAMING_SNAKE_CASE     				=  repr[len(cls.PREFIX					) + 1 :]
									if repr == "":
															_SCREAMING_SNAKE_CASE     				=  []
									else:
															_SCREAMING_SNAKE_CASE     				=  repr.split("""_"""					)

									_SCREAMING_SNAKE_CASE     				=  {}

									for value in values:
															if "-" in value:
																					_SCREAMING_SNAKE_CASE				,					_SCREAMING_SNAKE_CASE     				=  value.split("""-"""					)
															else:
																					_SCREAMING_SNAKE_CASE     				=  re.sub("""[0-9.]"""				,     """"""				,     UpperCAmelCase_					)
																					_SCREAMING_SNAKE_CASE     				=  float(re.sub("""[^0-9.]"""				,     """"""				,     UpperCAmelCase_					)					)

															_SCREAMING_SNAKE_CASE     				=  cls.NAMING_INFO["""reverse_short_param"""][p_k]

															_SCREAMING_SNAKE_CASE     				=  p_v

									for k in cls.DEFAULTS:
															if k not in parameters:
																					_SCREAMING_SNAKE_CASE     				=  cls.DEFAULTS[k]

									return parameters

