



"""simple docstring"""







import logging
from pathlib import Path
from typing import Any, List, Tuple

import yaml


# loading package files: https://stackoverflow.com/a/20885799
try:
 import importlib.resources as pkg_resources
except ImportError:
 # Try backported to PY<37 `importlib_resources`.
 import importlib_resources as pkg_resources

from . import resources


__snake_case	:				List[Any]  					=			'https://github.com/huggingface/datasets/tree/main/src/datasets/utils'
__snake_case	:				Dict  					=			f'{BASE_REF_URL}/{__file__}'
__snake_case	:				Optional[int]  					=			logging.getLogger(__name__)



def   a_	(			__a      ):
     A__				=   pkg_resources.read_text(__a		,							__a      )
     return yaml.safe_load(__a      ), f'''{BASE_REF_URL}/resources/{resource}'''


__snake_case					,  __snake_case	:				int  					=			load_yaml_resource('readme_structure.yaml')

__snake_case	:				Any  					=			[
    '[Needs More Information]',
    '[More Information Needed]',
    '(https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)',
]

# Dictionary representation of section/readme, error_list, warning_list
__snake_case	:				Optional[int]  					=			Tuple[dict, List[str], List[str]]

class       UpperCamelCase  :





     """simple docstring"""






     def __init__(					self :							Tuple	,      _lowerCamelCase :							str	,      _lowerCamelCase :							str	,      _lowerCamelCase :							List[str] = None	,      _lowerCamelCase :							bool = False ):
          A__				=   name
          A__				=   level
          A__				=   lines
          A__				=   ''''''
          A__				=   True
          A__				=   {}
          A__				=   []
          A__				=   []
          if self.lines is not None:
               self.parse(suppress_parsing_errors=_lowerCamelCase )





     def 						A__  (					self :							int	,      _lowerCamelCase :							bool = False ):
          A__				=   ''''''
          A__				=   []
          A__				=   False
          for line in self.lines:
               if line.strip(''' \n''' ) == "":
                    continue
               elif line.strip(''' \n''' )[:3] == "```":
                    A__				=   not code_start
               elif line.split()[0] == self.level + "#" and not code_start:
                    if current_sub_level != "":
                         A__				=   Section(_lowerCamelCase	,      self.level + '''#'''	,      _lowerCamelCase )
                         A__				=   []
                    else:
                         if current_lines != []:
                              self.text += "".join(_lowerCamelCase ).strip()
                              if self.text != "" and self.text not in FILLER_TEXT:
                                   A__				=   False
                              A__				=   []

                    A__				=   ''' '''.join(line.split()[1:] ).strip(''' \n''' )
               else:
                    current_lines.append(_lowerCamelCase )
          else:
               if current_sub_level != "":
                    if current_sub_level in self.content:
                         self.parsing_error_list.append(
                             F'''Multiple sections with the same heading `{current_sub_level}` have been found. Please keep only one of these sections.''' )
                    A__				=   Section(_lowerCamelCase	,      self.level + '''#'''	,      _lowerCamelCase )
               else:
                    if current_lines != []:
                         self.text += "".join(_lowerCamelCase ).strip()
                         if self.text != "" and self.text not in FILLER_TEXT:
                              A__				=   False

          if self.level == "" and not suppress_parsing_errors:
               if self.parsing_error_list != [] or self.parsing_warning_list != []:
                    A__				=   A__				=   '''\n'''.join('''-\t''' + x for x in self.parsing_error_list + self.parsing_warning_list )
                    A__				=   F'''The following issues were found while parsing the README at `{self.name}`:\n''' + errors
                    raise ValueError(_lowerCamelCase )





     def 						A__  (					self :							List[Any]	,      _lowerCamelCase :							dict ):
          A__				=   []
          A__				=   []
          if structure["allow_empty"] is False:
               # If content is expected
               if self.is_empty_text and self.content == {}:
                    # If no content is found, mention it in the error_list
                    error_list.append(F'''Expected some content in section `{self.name}` but it is empty.''' )

          if structure["allow_empty_text"] is False:
               # If some text is expected
               if self.is_empty_text:
                    # If no text is found, mention it in the error_list
                    error_list.append(
                        F'''Expected some text in section `{self.name}` but it is empty (text in subsections are ignored).''' )
        # Subsections Validation
          if structure["subsections"] is not None:
               # If subsections are expected
               if self.content == {}:
                    # If no subsections are present
                    A__				=   [subsection['''name'''] for subsection in structure['''subsections''']]
                    # Mention the expected values in the error_list
                    error_list.append(
                        F'''Section `{self.name}` expected the following subsections: {', '.join(['`'+x+'`' for x in values] )}. Found \'None\'.''' )
               else:
                    # If some subsections are present
                    A__				=   [subsection['''name'''] for subsection in structure['''subsections''']]
                    A__				=   False
                    for idx, name in enumerate(_lowerCamelCase ):
                         if name not in self.content:
                              # If the expected subsection is not present
                              error_list.append(F'''Section `{self.name}` is missing subsection: `{name}`.''' )
                              A__				=   True
                         else:
                              # If the subsection is present, validate subsection, return the result
                              # and concat the errors from subsection to section error_list

                              # Skip sublevel validation if current level is `###`
                              if self.level == "###":
                                   continue
                              else:
                                   A__	,     A__	,     A__				=   self.content[name].validate(
                                       structure['''subsections'''][idx] )
                              error_list += subsec_error_list
                              warning_list += subsec_warning_list

                    if has_missing_subsections:  # we only allow to have extra subsections if all the other ones are here
                         for name in self.content:
                              if name not in structure_names:
                                   # If an extra subsection is present
                                   warning_list.append(
                                       F'''`{self.name}` has an extra subsection: `{name}`. Skipping further validation checks for this subsection as expected structure is unknown.''' )
          if error_list:
               # If there are errors, do not return the dictionary as it is invalid
               return {}, error_list, warning_list
          else:
               return self.to_dict(), error_list, warning_list





     def 						A__  (					self :							Dict ):
          return {
              "name": self.name,
              "text": self.text,
              "is_empty_text": self.is_empty_text,
              "subsections": [value.to_dict() for value in self.content.values()],
          }


class       UpperCamelCase  (					a				):  # Level 0





     """simple docstring"""






     def __init__(					self :							int	,      _lowerCamelCase :							str	,      _lowerCamelCase :							List[str]	,      _lowerCamelCase :							dict = None	,      _lowerCamelCase :							bool = False ):
          super().__init__(name=_lowerCamelCase	,      level='''''' )  # Not using lines here as we need to use a child class parse
          A__				=   structure
          A__				=   -2
          A__				=   0
          A__				=   lines
          if self.lines is not None:
               self.parse(suppress_parsing_errors=_lowerCamelCase )





     def 						A__  (					self :							Union[str, Any] ):
          if self.structure is None:
               A__	,     A__	,     A__				=   self._validate(_lowerCamelCase )
          else:
               A__	,     A__	,     A__				=   self._validate(self.structure )
          if error_list != [] or warning_list != []:
               A__				=   '''\n'''.join(['''-\t''' + x for x in error_list + warning_list] )
               A__				=   F'''The following issues were found for the README at `{self.name}`:\n''' + errors
               raise ValueError(_lowerCamelCase )





     @classmethod
     def 						A__  (					cls :							Tuple	,      _lowerCamelCase :							Path	,      _lowerCamelCase :							dict = None	,      _lowerCamelCase :							bool = False ):
          with open(_lowerCamelCase	,      encoding='''utf-8''' ) as f:
               A__				=   f.readlines()
          return cls(_lowerCamelCase	,      _lowerCamelCase	,      _lowerCamelCase	,      suppress_parsing_errors=_lowerCamelCase )





     @classmethod
     def 						A__  (					cls :							Optional[Any]	,      _lowerCamelCase :							str	,      _lowerCamelCase :							dict = None	,      _lowerCamelCase :							str = "root"	,      _lowerCamelCase :							bool = False ):
          A__				=   string.split('''\n''' )
          return cls(_lowerCamelCase	,      _lowerCamelCase	,      _lowerCamelCase	,      suppress_parsing_errors=_lowerCamelCase )





     def 						A__  (					self :							Optional[Any]	,      _lowerCamelCase :							bool = False ):
          # Skip Tags
          A__				=   0

          for line in self.lines:
               self.yaml_tags_line_count += 1
               if line.strip(''' \n''' ) == "---":
                    self.tag_count += 1
                    if self.tag_count == 2:
                         break
               line_count += 1
          if self.tag_count == 2:
               A__				=   self.lines[line_count + 1 :]  # Get the last + 1 th item.
          else:
               A__				=   self.lines[self.tag_count :]
          super().parse(suppress_parsing_errors=_lowerCamelCase )





     def __str__(					self :							List[Any] ):
          return str(self.to_dict() )





     def 						A__  (					self :							Dict	,      _lowerCamelCase :							Optional[Any] ):
          A__				=   []
          A__				=   []
          if self.yaml_tags_line_count == 0:
               warning_list.append('''Empty YAML markers are present in the README.''' )
          elif self.tag_count == 0:
               warning_list.append('''No YAML markers are present in the README.''' )
          elif self.tag_count == 1:
               warning_list.append('''Only the start of YAML tags present in the README.''' )
          # Check how many first level sections are present.
          A__				=   len(self.content.keys() )
          if num_first_level_keys > 1:
               # If more than one, add to the error list, continue
               error_list.append(
                   F'''The README has several first-level headings: {', '.join(['`'+x+'`' for x in list(self.content.keys() )] )}. Only one heading is expected. Skipping further validation for this README.''' )
          elif num_first_level_keys < 1:
               # If less than one, append error.
               error_list.append(
                   '''The README has no first-level headings. One heading is expected. Skipping further validation for this README.''' )

          else:
               # If one exactly
               A__				=   list(self.content.keys() )[0]  # Get the key
               if start_key.startswith('''Dataset Card for''' ):  # Check correct start
                    # If the starting is correct, validate all the sections
                    A__	,     A__	,     A__				=   self.content[start_key].validate(
                        readme_structure['''subsections'''][0] )
                    error_list += sec_error_list
                    warning_list += sec_warning_list
               else:
                    # If not found, append error
                    error_list.append(
                        '''No first-level heading starting with `Dataset Card for` found in README. Skipping further validation for this README.''' )
          if error_list:
               # If there are errors, do not return the dictionary as it is invalid
               return {}, error_list, warning_list
          else:
               return self.to_dict(), error_list, warning_list


if __name__ == "__main__":
 from argparse import ArgumentParser

 __snake_case	:				int  					=			ArgumentParser(usage='Validate the content (excluding YAML tags) of a README.md file.')
 ap.add_argument('readme_filepath')
 __snake_case	:				int  					=			ap.parse_args()
 __snake_case	:				str  					=			Path(args.readme_filepath)
 __snake_case	:				Tuple  					=			ReadMe.from_readme(readme_filepath)








"""simple docstring"""







import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_with_pabee

from transformers.testing_utils import TestCasePlus


logging.basicConfig(level=logging.DEBUG)

__snake_case	:				List[str]  					=			logging.getLogger()



def   a_	(			):
     A__				=   argparse.ArgumentParser()
     parser.add_argument('''-f'''      )
     A__				=   parser.parse_args()
     return args.f

class       UpperCamelCase  (					a				):





     """simple docstring"""






     def 						A__  (					self :							Optional[int] ):
          A__				=   logging.StreamHandler(sys.stdout )
          logger.addHandler(_lowerCamelCase )

          A__				=   self.get_auto_remove_tmp_dir()
          A__				=   F'''
            run_glue_with_pabee.py
            --model_type albert
            --model_name_or_path albert-base-v2
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --task_name mrpc
            --do_train
            --do_eval
            --per_gpu_train_batch_size=2
            --per_gpu_eval_batch_size=1
            --learning_rate=2e-5
            --max_steps=50
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            '''.split()

          with patch.object(_lowerCamelCase	,      '''argv'''	,      _lowerCamelCase ):
               A__				=   run_glue_with_pabee.main()
               for value in result.values():
                    self.assertGreaterEqual(_lowerCamelCase	,      0.75 )



