




import os
from collections import namedtuple

import pytest

from datasets import ClassLabel, Features, Sequence, Value
from datasets.commands.test import TestCommand
from datasets.info import DatasetInfo, DatasetInfosDict


lowerCamelCase__			:       str         =							namedtuple(
    '_TestCommandArgs',
    [
        'dataset',
        'name',
        'cache_dir',
        'data_dir',
        'all_configs',
        'save_infos',
        'ignore_verifications',
        'force_redownload',
        'clear_cache',
    ],
    defaults=[None, None, None, False, False, False, False, False],
)

def  UpperCAmelCase_							(				__UpperCAmelCase						:     Optional[Any]      ,      __UpperCAmelCase						:     Any							) ->			List[Any]:
						return (abs(source - target							) / target) < 0.0_1





@pytest.mark.integration
def  UpperCAmelCase_							(				__UpperCAmelCase						:     Dict							) ->			List[Any]:
						SCREAMING_SNAKE_CASE_     						=      _TestCommandArgs(dataset=snake_case__      ,      all_configs=snake_case__      ,      save_infos=snake_case__							)
						SCREAMING_SNAKE_CASE_     						=      TestCommand(*snake_case__							)
						test_command.run()
						SCREAMING_SNAKE_CASE_     						=      os.path.join(snake_case__      ,      'README.md'							)
						assert os.path.exists(snake_case__							)
						SCREAMING_SNAKE_CASE_     						=      DatasetInfosDict.from_directory(snake_case__							)
						SCREAMING_SNAKE_CASE_     						=      DatasetInfosDict(
						    {
						        'default': DatasetInfo(
						            features=Features(
						                {
						                    'tokens': Sequence(Value('string'							)							),
						                    'ner_tags': Sequence(
						                        ClassLabel(names=['O', 'B-PER', 'I-PER', 'B-ORG', 'I-ORG', 'B-LOC', 'I-LOC']							)							),
						                    'langs': Sequence(Value('string'							)							),
						                    'spans': Sequence(Value('string'							)							),
						                }							)      ,      splits=[
						                {
						                    'name': 'train',
						                    'num_bytes': 2_35_15_63,
						                    'num_examples': 1_00_00,
						                },
						                {
						                    'name': 'validation',
						                    'num_bytes': 23_84_18,
						                    'num_examples': 10_00,
						                },
						            ]      ,      download_size=3_94_06_80      ,      dataset_size=2_58_99_81      ,      )
						    }							)
						assert dataset_infos.keys() == expected_dataset_infos.keys()
						for key in DatasetInfo._INCLUDED_INFO_IN_YAML:
												SCREAMING_SNAKE_CASE_						,			SCREAMING_SNAKE_CASE_     						=      getattr(dataset_infos['default']      ,      snake_case__							), getattr(expected_dataset_infos['default']      ,      snake_case__							)
												if key == "num_bytes":
																		assert is_apercent_close(snake_case__      ,      snake_case__							)
												elif key == "splits":
																		assert list(snake_case__							) == list(snake_case__							)
																		for split in result:
																								assert result[split].name == expected[split].name
																								assert result[split].num_examples == expected[split].num_examples
																								assert is_apercent_close(result[split].num_bytes      ,      expected[split].num_bytes							)
												else:
																		result == expected





def  UpperCAmelCase_							(				__UpperCAmelCase						:     str							) ->			str:
      SCREAMING_SNAKE_CASE_     						=      ''
      for ch in key:
            if ch == " " or ch not in key_no_dups and ch.isalpha():
                  key_no_dups += ch
      return key_no_dups

def  UpperCAmelCase_							(				__UpperCAmelCase						:     str							) ->			dict[str, str]:
      SCREAMING_SNAKE_CASE_     						=      [chr(i + 65							) for i in range(26							)]
      # Remove duplicate characters from key
      SCREAMING_SNAKE_CASE_     						=      remove_duplicates(key.upper()							)
      SCREAMING_SNAKE_CASE_     						=      len(__UpperCAmelCase							)
      # First fill cipher with key characters
      SCREAMING_SNAKE_CASE_     						=      {alphabet[i]: char for i, char in enumerate(__UpperCAmelCase							)}
      # Then map remaining characters in alphabet to
      # the alphabet from the beginning
      for i in range(len(__UpperCAmelCase							)      ,      26							):
            SCREAMING_SNAKE_CASE_     						=      alphabet[i - offset]
            # Ensure we are not mapping letters to letters previously mapped
            while char in key:
                  offset -= 1
                  SCREAMING_SNAKE_CASE_     						=      alphabet[i - offset]
            SCREAMING_SNAKE_CASE_     						=      char
      return cipher_alphabet

def  UpperCAmelCase_							(				__UpperCAmelCase						:     str      ,      __UpperCAmelCase						:     dict[str, str]							) ->			str:
      return "".join(cipher_map.get(__UpperCAmelCase      ,      __UpperCAmelCase							) for ch in message.upper()							)

def  UpperCAmelCase_							(				__UpperCAmelCase						:     str      ,      __UpperCAmelCase						:     dict[str, str]							) ->			str:
      SCREAMING_SNAKE_CASE_     						=      {v: k for k, v in cipher_map.items()}
      return "".join(rev_cipher_map.get(__UpperCAmelCase      ,      __UpperCAmelCase							) for ch in message.upper()							)

def  UpperCAmelCase_							(				) ->			None:
      SCREAMING_SNAKE_CASE_     						=      input('Enter message to encode or decode: '							).strip()
      SCREAMING_SNAKE_CASE_     						=      input('Enter keyword: '							).strip()
      SCREAMING_SNAKE_CASE_     						=      input('Encipher or decipher? E/D:'							).strip()[0].lower()
      try:
            SCREAMING_SNAKE_CASE_     						=      {'e': encipher, 'd': decipher}[option]
      except KeyError:
            raise KeyError('invalid input option'							)
      SCREAMING_SNAKE_CASE_     						=      create_cipher_map(__UpperCAmelCase							)
      print(func(__UpperCAmelCase      ,      __UpperCAmelCase							)							)


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   main()