"""simple docstring"""
import argparse
from collections import defaultdict

import yaml


lowercase__ 	=     'docs/source/en/_toctree.yml'







def 						__a       (     _SCREAMING_SNAKE_CASE       ):
  a__:					str      							=     defaultdict(_SCREAMING_SNAKE_CASE       )
  for doc in model_doc:
    counts[doc["local"]] += 1
  a__:					List[Any]      							=     [key for key, value in counts.items() if value > 1]

  a__:					str      							=     []
  for duplicate_key in duplicates:
    a__:					str      							=     list({doc['title'] for doc in model_doc if doc['local'] == duplicate_key}       )
    if len(_SCREAMING_SNAKE_CASE       ) > 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(_SCREAMING_SNAKE_CASE		,					key=lambda _SCREAMING_SNAKE_CASE       : s["title"].lower()       )







def 						__a       (     _SCREAMING_SNAKE_CASE=False       ):
  with open(_SCREAMING_SNAKE_CASE		,					encoding='utf-8'       ) as f:
    a__:					Any      							=     yaml.safe_load(f.read()       )

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

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

  a__:					List[str]      							=     api_doc[model_idx]['sections']

  a__:					List[Any]      							=     [(idx, section) for idx, section in enumerate(_SCREAMING_SNAKE_CASE       ) if 'sections' in section]
  a__:					str      							=     False
  for idx, modality_doc in modalities_docs:
    a__:					Optional[int]      							=     modality_doc['sections']
    a__:					Tuple      							=     clean_model_doc_toc(_SCREAMING_SNAKE_CASE       )

    if old_modality_doc != new_modality_doc:
      a__:					List[str]      							=     True
      if overwrite:
        a__:					int      							=     new_modality_doc

  if diff:
    if overwrite:
      a__:					Tuple      							=     model_doc
      a__:					List[Any]      							=     api_doc
      with open(_SCREAMING_SNAKE_CASE		,					'w'		,					encoding='utf-8'       ) as f:
        f.write(yaml.dump(_SCREAMING_SNAKE_CASE		,					allow_unicode=_SCREAMING_SNAKE_CASE       )       )
    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__":
 lowercase__ 	=     argparse.ArgumentParser()
 parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
 lowercase__ 	=     parser.parse_args()

 check_model_doc(args.fix_and_overwrite)



"""simple docstring"""
import unittest

from transformers import AutoConfig, AutoTokenizer, BertConfig, TensorType, is_flax_available
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, require_flax, slow


if is_flax_available():
 import jax

 from transformers.models.auto.modeling_flax_auto import FlaxAutoModel
 from transformers.models.bert.modeling_flax_bert import FlaxBertModel
 from transformers.models.roberta.modeling_flax_roberta import FlaxRobertaModel




@require_flax
class        __snake_case	(					unittest.TestCase    ):



      @slow
      def   lowerCamelCase_       (						self)     ->      Tuple:





        '''simple docstring'''





        for model_name in ["bert-base-cased", "bert-large-uncased"]:
          with self.subTest(lowercase):
            a__:					Optional[Any]      							=     AutoConfig.from_pretrained(lowercase)
            self.assertIsNotNone(lowercase)
            self.assertIsInstance(lowercase   ,      lowercase)

            a__:					Any      							=     FlaxAutoModel.from_pretrained(lowercase)
            self.assertIsNotNone(lowercase)
            self.assertIsInstance(lowercase   ,      lowercase)



      @slow
      def   lowerCamelCase_       (						self)     ->      Tuple:





        '''simple docstring'''





        for model_name in ["roberta-base", "roberta-large"]:
          with self.subTest(lowercase):
            a__:					str      							=     AutoConfig.from_pretrained(lowercase)
            self.assertIsNotNone(lowercase)
            self.assertIsInstance(lowercase   ,      lowercase)

            a__:					Any      							=     FlaxAutoModel.from_pretrained(lowercase)
            self.assertIsNotNone(lowercase)
            self.assertIsInstance(lowercase   ,      lowercase)



      @slow
      def   lowerCamelCase_       (						self)     ->      str:





        '''simple docstring'''





        for model_name in ["bert-base-cased", "bert-large-uncased"]:
          a__:					Dict      							=     AutoTokenizer.from_pretrained(lowercase)
          a__:					Union[str, Any]      							=     FlaxBertModel.from_pretrained(lowercase)
          a__:					List[str]      							=     tokenizer('Do you support jax jitted function?'   ,      return_tensors=TensorType.JAX)

          @jax.jit
          def eval(**lowercase):
            return model(**lowercase)

          eval(**lowercase).block_until_ready()



      @slow
      def   lowerCamelCase_       (						self)     ->      str:





        '''simple docstring'''





        for model_name in ["roberta-base", "roberta-large"]:
          a__:					Optional[Any]      							=     AutoTokenizer.from_pretrained(lowercase)
          a__:					Any      							=     FlaxRobertaModel.from_pretrained(lowercase)
          a__:					int      							=     tokenizer('Do you support jax jitted function?'   ,      return_tensors=TensorType.JAX)

          @jax.jit
          def eval(**lowercase):
            return model(**lowercase)

          eval(**lowercase).block_until_ready()



      def   lowerCamelCase_       (						self)     ->      Any:





        '''simple docstring'''





        with self.assertRaisesRegex(
            lowercase   ,      'bert-base is not a local folder and is not a valid model identifier'):
          a__:					str      							=     FlaxAutoModel.from_pretrained('bert-base')



      def   lowerCamelCase_       (						self)     ->      Optional[int]:





        '''simple docstring'''





        with self.assertRaisesRegex(
            lowercase   ,      r'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'):
          a__:					List[str]      							=     FlaxAutoModel.from_pretrained(lowercase   ,      revision='aaaaaa')



      def   lowerCamelCase_       (						self)     ->      Tuple:





        '''simple docstring'''





        with self.assertRaisesRegex(
            lowercase   ,      'hf-internal-testing/config-no-model does not appear to have a file named flax_model.msgpack'   ,      ):
          a__:					List[str]      							=     FlaxAutoModel.from_pretrained('hf-internal-testing/config-no-model')



      def   lowerCamelCase_       (						self)     ->      List[str]:





        '''simple docstring'''





        with self.assertRaisesRegex(lowercase   ,      'Use `from_pt=True` to load this model'):
          a__:					List[str]      							=     FlaxAutoModel.from_pretrained('hf-internal-testing/tiny-bert-pt-only')


