






"""simple docstring"""


import copy
import tempfile
import unittest

from huggingface_hub import HfFolder, delete_repo
from parameterized import parameterized
from requests.exceptions import HTTPError

from transformers import AutoConfig, GenerationConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test






class 						snake_case  (  unittest.TestCase	):





    @parameterized.expand([(None,), ('foo.json',)]      )
    def     lowerCamelCase__				(							self     : Tuple    ,		A     : Union[str, Any]      ):


      '''simple docstring'''




      a					:      str    =       GenerationConfig(
          do_sample=A    ,		temperature=0.7    ,		length_penalty=1.0    ,		bad_words_ids=[[1, 2, 3], [4, 5]]    ,		)
      with tempfile.TemporaryDirectory() as tmp_dir:
        config.save_pretrained(A    ,		config_name=A      )
        a					:      int    =       GenerationConfig.from_pretrained(A    ,		config_name=A      )

      # Checks parameters that were specified
      self.assertEqual(loaded_config.do_sample    ,		A      )
      self.assertEqual(loaded_config.temperature    ,		0.7      )
      self.assertEqual(loaded_config.length_penalty    ,		1.0      )
      self.assertEqual(loaded_config.bad_words_ids    ,		[[1, 2, 3], [4, 5]]      )

      # Checks parameters that were not specified (defaults)
      self.assertEqual(loaded_config.top_k    ,		5_0      )
      self.assertEqual(loaded_config.max_length    ,		2_0      )
      self.assertEqual(loaded_config.max_time    ,		A      )





    def     lowerCamelCase__				(							self     : str      ):


      '''simple docstring'''




      a					:      Any    =       AutoConfig.from_pretrained('gpt2'      )
      a					:      str    =       GenerationConfig.from_model_config(A      )
      a					:      Any    =       GenerationConfig()

      # The generation config has loaded a few non-default parameters from the model config
      self.assertNotEqual(A    ,		A      )

      # One of those parameters is eos_token_id -- check if it matches
      self.assertNotEqual(generation_config_from_model.eos_token_id    ,		default_generation_config.eos_token_id      )
      self.assertEqual(generation_config_from_model.eos_token_id    ,		model_config.eos_token_id      )





    def     lowerCamelCase__				(							self     : Any      ):


      '''simple docstring'''




      a					:      Union[str, Any]    =       GenerationConfig()
      a					:      List[str]    =       {
          'max_new_tokens': 1_0_2_4,
          'foo': 'bar',
      }
      a					:      Optional[Any]    =       copy.deepcopy(A      )
      a					:      Any    =       generation_config.update(**A      )

      # update_kwargs was not modified (no side effects)
      self.assertEqual(A    ,		A      )

      # update_kwargs was used to update the config on valid attributes
      self.assertEqual(generation_config.max_new_tokens    ,		1_0_2_4      )

      # `.update()` returns a dictionary of unused kwargs
      self.assertEqual(A    ,		{'foo': 'bar'}      )





    def     lowerCamelCase__				(							self     : Optional[int]      ):


      '''simple docstring'''




      a					:      Dict    =       GenerationConfig()
      a					:      Any    =       'bar'

      with tempfile.TemporaryDirectory('test-generation-config'      ) as tmp_dir:
        generation_config.save_pretrained(A      )

        a					:      int    =       GenerationConfig.from_pretrained(A      )
      # update_kwargs was used to update the config on valid attributes
      self.assertEqual(new_config.foo    ,		'bar'      )

      a					:      Optional[Any]    =       GenerationConfig.from_model_config(A      )
      assert not hasattr(A    ,		'foo'      )  # no new kwargs should be initialized if from config





    def     lowerCamelCase__				(							self     : List[str]      ):


      '''simple docstring'''




      a					:      str    =       GenerationConfig()
      self.assertEqual(default_config.temperature    ,		1.0      )
      self.assertEqual(default_config.do_sample    ,		A      )
      self.assertEqual(default_config.num_beams    ,		1      )

      a					:      Optional[int]    =       GenerationConfig(
          do_sample=A    ,		temperature=0.7    ,		length_penalty=1.0    ,		bad_words_ids=[[1, 2, 3], [4, 5]]    ,		)
      self.assertEqual(config.temperature    ,		0.7      )
      self.assertEqual(config.do_sample    ,		A      )
      self.assertEqual(config.num_beams    ,		1      )

      with tempfile.TemporaryDirectory() as tmp_dir:
        config.save_pretrained(A      )
        a					:      List[Any]    =       GenerationConfig.from_pretrained(A    ,		temperature=1.0      )

      self.assertEqual(loaded_config.temperature    ,		1.0      )
      self.assertEqual(loaded_config.do_sample    ,		A      )
      self.assertEqual(loaded_config.num_beams    ,		1      )  # default value






@is_staging_test
class 						snake_case  (  unittest.TestCase	):





    @classmethod
    def     lowerCamelCase__				(							cls     : Optional[int]      ):


      '''simple docstring'''




      a					:      List[str]    =       TOKEN
      HfFolder.save_token(A      )





    @classmethod
    def     lowerCamelCase__				(							cls     : Optional[Any]      ):


      '''simple docstring'''




      try:
        delete_repo(token=cls._token    ,		repo_id='test-generation-config'      )
      except HTTPError:
        pass

      try:
        delete_repo(token=cls._token    ,		repo_id='valid_org/test-generation-config-org'      )
      except HTTPError:
        pass





    def     lowerCamelCase__				(							self     : Union[str, Any]      ):


      '''simple docstring'''




      a					:      Tuple    =       GenerationConfig(
          do_sample=A    ,		temperature=0.7    ,		length_penalty=1.0    ,		)
      config.push_to_hub('test-generation-config'    ,		use_auth_token=self._token      )

      a					:      List[str]    =       GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''      )
      for k, v in config.to_dict().items():
        if k != "transformers_version":
          self.assertEqual(A    ,		getattr(A    ,		A      )      )

        # Reset repo
      delete_repo(token=self._token    ,		repo_id='test-generation-config'      )

      # Push to hub via save_pretrained
      with tempfile.TemporaryDirectory() as tmp_dir:
        config.save_pretrained(
            A    ,		repo_id='test-generation-config'    ,		push_to_hub=A    ,		use_auth_token=self._token      )

      a					:      Optional[int]    =       GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''      )
      for k, v in config.to_dict().items():
        if k != "transformers_version":
          self.assertEqual(A    ,		getattr(A    ,		A      )      )





    def     lowerCamelCase__				(							self     : Tuple      ):


      '''simple docstring'''




      a					:      int    =       GenerationConfig(
          do_sample=A    ,		temperature=0.7    ,		length_penalty=1.0    ,		)
      config.push_to_hub('valid_org/test-generation-config-org'    ,		use_auth_token=self._token      )

      a					:      Any    =       GenerationConfig.from_pretrained('valid_org/test-generation-config-org'      )
      for k, v in config.to_dict().items():
        if k != "transformers_version":
          self.assertEqual(A    ,		getattr(A    ,		A      )      )

        # Reset repo
      delete_repo(token=self._token    ,		repo_id='valid_org/test-generation-config-org'      )

      # Push to hub via save_pretrained
      with tempfile.TemporaryDirectory() as tmp_dir:
        config.save_pretrained(
            A    ,		repo_id='valid_org/test-generation-config-org'    ,		push_to_hub=A    ,		use_auth_token=self._token      )

      a					:      List[str]    =       GenerationConfig.from_pretrained('valid_org/test-generation-config-org'      )
      for k, v in config.to_dict().items():
        if k != "transformers_version":
          self.assertEqual(A    ,		getattr(A    ,		A      )      )












"""simple docstring"""


import argparse
from collections import defaultdict

import yaml


_UpperCamelCase    :   int   			=						'docs/source/en/_toctree.yml'




def       snake_case  (A_				:Optional[Any]				):







  '''simple docstring'''

  a					:      List[Any]    =       defaultdict(A_				)
  for doc in model_doc:
    counts[doc["local"]] += 1
  a					:      Optional[Any]    =       [key for key, value in counts.items() if value > 1]

  a					:      List[str]    =       []
  for duplicate_key in duplicates:
    a					:      int    =       list({doc['title'] for doc in model_doc if doc['local'] == duplicate_key}				)
    if len(A_				) > 1:
      raise ValueError(
          f'''{duplicate_key} is present several times in the documentation table of content at '''
          '`docs/source/en/_toctree.yml` with different *Title* values. Choose one of those and remove the '
          'others.'				)
    # Only add this once
    new_doc.append({'local': duplicate_key, 'title': titles[0]}				)

  # Add none duplicate-keys
  new_doc.extend([doc for doc in model_doc if counts[doc['local']] == 1]				)

  # Sort
  return sorted(A_     ,      key=lambda A_				: s["title"].lower()				)




def       snake_case  (A_				:List[str]=False				):







  '''simple docstring'''

  with open(A_     ,      encoding='utf-8'				) as f:
    a					:      Dict    =       yaml.safe_load(f.read()				)

  # Get to the API doc
  a					:      Optional[Any]    =       0
  while content[api_idx]["title"] != "API":
    api_idx += 1
  a					:      List[str]    =       content[api_idx]['sections']

  # Then to the model doc
  a					:      Optional[int]    =       0
  while api_doc[model_idx]["title"] != "Models":
    model_idx += 1

  a					:      Optional[Any]    =       api_doc[model_idx]['sections']

  a					:      Dict    =       [(idx, section) for idx, section in enumerate(A_				) if 'sections' in section]
  a					:      List[str]    =       False
  for idx, modality_doc in modalities_docs:
    a					:      str    =       modality_doc['sections']
    a					:      str    =       clean_model_doc_toc(A_				)

    if old_modality_doc != new_modality_doc:
      a					:      str    =       True
      if overwrite:
        a					:      Any    =       new_modality_doc

  if diff:
    if overwrite:
      a					:      Any    =       model_doc
      a					:      str    =       api_doc
      with open(A_     ,      'w'     ,      encoding='utf-8'				) as f:
        f.write(yaml.dump(A_     ,      allow_unicode=A_				)				)
    else:
      raise ValueError(
          'The model doc part of the table of content is not properly sorted, run `make style` to fix this.'				)


if __name__ == "__main__":
   _UpperCamelCase    :   Optional[int]   			=						argparse.ArgumentParser()
   parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
   _UpperCamelCase    :   Any   			=						parser.parse_args()

   check_model_doc(args.fix_and_overwrite)




