






import tempfile
import unittest

import numpy as np
from huggingface_hub import HfFolder, delete_repo
from requests.exceptions import HTTPError

from transformers import BertConfig, is_flax_available
from transformers.testing_utils import TOKEN, USER, is_staging_test, require_flax


if is_flax_available():
		import os

		from flax.core.frozen_dict import unfreeze
		from flax.traverse_util import flatten_dict

		from transformers import FlaxBertModel

		_a      	=  '''0.12'''  # assumed parallelism: 8





@require_flax
@is_staging_test
class __lowerCamelCase (      unittest.TestCase):





	"""simple docstring"""






	@classmethod
	def        UpperCamelCase    (							cls    ):
							"""simple docstring"""







							_UpperCAmelCase									=			TOKEN
							HfFolder.save_token(UpperCAmelCase    )

	@classmethod
	def        UpperCamelCase    (							cls    ):
							"""simple docstring"""







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

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

	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			BertConfig(
							    vocab_size=99       ,    hidden_size=32       ,    num_hidden_layers=5       ,    num_attention_heads=4       ,    intermediate_size=37    )
							_UpperCAmelCase									=			FlaxBertModel(UpperCAmelCase    )
							model.push_to_hub('test-model-flax'       ,    use_auth_token=self._token    )

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained(F"""{USER}/test-model-flax"""    )

							_UpperCAmelCase									=			flatten_dict(unfreeze(model.params    )    )
							_UpperCAmelCase									=			flatten_dict(unfreeze(new_model.params    )    )

							for key in base_params.keys():
													_UpperCAmelCase									=			(base_params[key] - new_params[key]).sum().item()
													self.assertLessEqual(UpperCAmelCase       ,    1e-3       ,    msg=F"""{key} not identical"""    )

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

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

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained(F"""{USER}/test-model-flax"""    )

							_UpperCAmelCase									=			flatten_dict(unfreeze(model.params    )    )
							_UpperCAmelCase									=			flatten_dict(unfreeze(new_model.params    )    )

							for key in base_params.keys():
													_UpperCAmelCase									=			(base_params[key] - new_params[key]).sum().item()
													self.assertLessEqual(UpperCAmelCase       ,    1e-3       ,    msg=F"""{key} not identical"""    )

	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			BertConfig(
							    vocab_size=99       ,    hidden_size=32       ,    num_hidden_layers=5       ,    num_attention_heads=4       ,    intermediate_size=37    )
							_UpperCAmelCase									=			FlaxBertModel(UpperCAmelCase    )
							model.push_to_hub('valid_org/test-model-flax-org'       ,    use_auth_token=self._token    )

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained('valid_org/test-model-flax-org'    )

							_UpperCAmelCase									=			flatten_dict(unfreeze(model.params    )    )
							_UpperCAmelCase									=			flatten_dict(unfreeze(new_model.params    )    )

							for key in base_params.keys():
													_UpperCAmelCase									=			(base_params[key] - new_params[key]).sum().item()
													self.assertLessEqual(UpperCAmelCase       ,    1e-3       ,    msg=F"""{key} not identical"""    )

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

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

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained('valid_org/test-model-flax-org'    )

							_UpperCAmelCase									=			flatten_dict(unfreeze(model.params    )    )
							_UpperCAmelCase									=			flatten_dict(unfreeze(new_model.params    )    )

							for key in base_params.keys():
													_UpperCAmelCase									=			(base_params[key] - new_params[key]).sum().item()
													self.assertLessEqual(UpperCAmelCase       ,    1e-3       ,    msg=F"""{key} not identical"""    )



def __A    (      __lowerCAmelCase ,		__lowerCAmelCase	)->  List[Any]:





						"""simple docstring"""



						_UpperCAmelCase									=			True
						_UpperCAmelCase									=			flatten_dict(modela.params	)
						_UpperCAmelCase									=			flatten_dict(modela.params	)
						for key in flat_params_a.keys():
												if np.sum(np.abs(flat_params_a[key] - flat_params_a[key]	)	) > 1E-4:
																		_UpperCAmelCase									=			False

						return models_are_equal





@require_flax
class __lowerCamelCase (      unittest.TestCase):





	"""simple docstring"""






	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			BertConfig.from_pretrained('hf-internal-testing/tiny-bert-flax-only'    )
							_UpperCAmelCase									=			FlaxBertModel(UpperCAmelCase    )

							_UpperCAmelCase									=			'bert'
							with tempfile.TemporaryDirectory() as tmp_dir:
													model.save_pretrained(os.path.join(UpperCAmelCase       ,    UpperCAmelCase    )    )

													with self.assertRaises(UpperCAmelCase    ):
																			_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase    )

													_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase       ,    subfolder=UpperCAmelCase    )

							self.assertTrue(check_models_equal(UpperCAmelCase       ,    UpperCAmelCase    )    )

	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			BertConfig.from_pretrained('hf-internal-testing/tiny-bert-flax-only'    )
							_UpperCAmelCase									=			FlaxBertModel(UpperCAmelCase    )

							_UpperCAmelCase									=			'bert'
							with tempfile.TemporaryDirectory() as tmp_dir:
													model.save_pretrained(os.path.join(UpperCAmelCase       ,    UpperCAmelCase    )       ,    max_shard_size='10KB'    )

													with self.assertRaises(UpperCAmelCase    ):
																			_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase    )

													_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase       ,    subfolder=UpperCAmelCase    )

							self.assertTrue(check_models_equal(UpperCAmelCase       ,    UpperCAmelCase    )    )

	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			'bert'
							_UpperCAmelCase									=			'hf-internal-testing/tiny-random-bert-subfolder'

							with self.assertRaises(UpperCAmelCase    ):
													_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase    )

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase       ,    subfolder=UpperCAmelCase    )

							self.assertIsNotNone(UpperCAmelCase    )

	def        UpperCamelCase    (							self    ):
							"""simple docstring"""







							_UpperCAmelCase									=			'bert'
							_UpperCAmelCase									=			'hf-internal-testing/tiny-random-bert-sharded-subfolder'
							with self.assertRaises(UpperCAmelCase    ):
													_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase    )

							_UpperCAmelCase									=			FlaxBertModel.from_pretrained(UpperCAmelCase       ,    subfolder=UpperCAmelCase    )

							self.assertIsNotNone(UpperCAmelCase    )








from __future__ import annotations

import collections
import pprint
from pathlib import Path


def __A    (      __lowerCAmelCase	)->  str:





						"""simple docstring"""



						return "".join(sorted(__lowerCAmelCase	)	)


def __A    (      __lowerCAmelCase	)->  list[str]:





						"""simple docstring"""



						return word_by_signature[signature(__lowerCAmelCase	)]


_a      	=  Path(__file__).parent.joinpath('''words.txt''').read_text(encoding='''utf-8''')
_a      	=  sorted({word.strip().lower() for word in data.splitlines()})

_a      	=  collections.defaultdict(list)
for word in word_list:
		word_by_signature[signature(word)].append(word)

if __name__ == "__main__":
		_a      	=  {word: anagram(word) for word in word_list if len(anagram(word)) > 1}

		with open('''anagrams.txt''', '''w''') as file:
				file.write('''all_anagrams = \n ''')
				file.write(pprint.pformat(all_anagrams))
