


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

       __UpperCamelCase				:  Union[str, Any]      					=							'0.12'  # assumed parallelism: 8





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






    '''simple docstring'''





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





       '''simple docstring'''
       UpperCAmelCase_							:      str						=   TOKEN
       HfFolder.save_token(__snake_case	)





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





       '''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 					_lowerCamelCase (	self				:   int	):





       '''simple docstring'''
       UpperCAmelCase_							:      Union[str, Any]						=   BertConfig(
           vocab_size=99       ,   hidden_size=32       ,   num_hidden_layers=5       ,   num_attention_heads=4       ,   intermediate_size=37	)
       UpperCAmelCase_							:      Any						=   FlaxBertModel(__snake_case	)
       model.push_to_hub('''test-model-flax'''       ,   use_auth_token=self._token	)

       UpperCAmelCase_							:      Optional[int]						=   FlaxBertModel.from_pretrained(f'''{USER}/test-model-flax'''	)

       UpperCAmelCase_							:      str						=   flatten_dict(unfreeze(model.params	)	)
       UpperCAmelCase_							:      List[str]						=   flatten_dict(unfreeze(new_model.params	)	)

       for key in base_params.keys():
          UpperCAmelCase_							:      List[str]						=   (base_params[key] - new_params[key]).sum().item()
          self.assertLessEqual(__snake_case       ,   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(__snake_case       ,   repo_id='''test-model-flax'''       ,   push_to_hub=__snake_case       ,   use_auth_token=self._token	)

       UpperCAmelCase_							:      Tuple						=   FlaxBertModel.from_pretrained(f'''{USER}/test-model-flax'''	)

       UpperCAmelCase_							:      Dict						=   flatten_dict(unfreeze(model.params	)	)
       UpperCAmelCase_							:      str						=   flatten_dict(unfreeze(new_model.params	)	)

       for key in base_params.keys():
          UpperCAmelCase_							:      Dict						=   (base_params[key] - new_params[key]).sum().item()
          self.assertLessEqual(__snake_case       ,   1E-3       ,   msg=f'''{key} not identical'''	)





    def 					_lowerCamelCase (	self				:   Optional[int]	):





       '''simple docstring'''
       UpperCAmelCase_							:      Optional[int]						=   BertConfig(
           vocab_size=99       ,   hidden_size=32       ,   num_hidden_layers=5       ,   num_attention_heads=4       ,   intermediate_size=37	)
       UpperCAmelCase_							:      int						=   FlaxBertModel(__snake_case	)
       model.push_to_hub('''valid_org/test-model-flax-org'''       ,   use_auth_token=self._token	)

       UpperCAmelCase_							:      str						=   FlaxBertModel.from_pretrained('''valid_org/test-model-flax-org'''	)

       UpperCAmelCase_							:      Any						=   flatten_dict(unfreeze(model.params	)	)
       UpperCAmelCase_							:      str						=   flatten_dict(unfreeze(new_model.params	)	)

       for key in base_params.keys():
          UpperCAmelCase_							:      Tuple						=   (base_params[key] - new_params[key]).sum().item()
          self.assertLessEqual(__snake_case       ,   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(
              __snake_case       ,   repo_id='''valid_org/test-model-flax-org'''       ,   push_to_hub=__snake_case       ,   use_auth_token=self._token	)

       UpperCAmelCase_							:      str						=   FlaxBertModel.from_pretrained('''valid_org/test-model-flax-org'''	)

       UpperCAmelCase_							:      int						=   flatten_dict(unfreeze(model.params	)	)
       UpperCAmelCase_							:      List[str]						=   flatten_dict(unfreeze(new_model.params	)	)

       for key in base_params.keys():
          UpperCAmelCase_							:      Optional[Any]						=   (base_params[key] - new_params[key]).sum().item()
          self.assertLessEqual(__snake_case       ,   1E-3       ,   msg=f'''{key} not identical'''	)





def      snake_case_						( __lowercase			,       __lowercase       ):
   UpperCAmelCase_							:      Any						=   True
   UpperCAmelCase_							:      Union[str, Any]						=   flatten_dict(modela.params       )
   UpperCAmelCase_							:      Union[str, Any]						=   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_							:      List[str]						=   False

   return models_are_equal





@require_flax
class  lowerCAmelCase__(    unittest.TestCase						):






    '''simple docstring'''





    def 					_lowerCamelCase (	self				:   List[str]	):





       '''simple docstring'''
       UpperCAmelCase_							:      Dict						=   BertConfig.from_pretrained('''hf-internal-testing/tiny-bert-flax-only'''	)
       UpperCAmelCase_							:      Any						=   FlaxBertModel(__snake_case	)

       UpperCAmelCase_							:      Tuple						=   '''bert'''
       with tempfile.TemporaryDirectory() as tmp_dir:
          model.save_pretrained(os.path.join(__snake_case       ,   __snake_case	)	)

          with self.assertRaises(__snake_case	):
             UpperCAmelCase_							:      int						=   FlaxBertModel.from_pretrained(__snake_case	)

          UpperCAmelCase_							:      str						=   FlaxBertModel.from_pretrained(__snake_case       ,   subfolder=__snake_case	)

       self.assertTrue(check_models_equal(__snake_case       ,   __snake_case	)	)





    def 					_lowerCamelCase (	self				:   Dict	):





       '''simple docstring'''
       UpperCAmelCase_							:      Optional[Any]						=   BertConfig.from_pretrained('''hf-internal-testing/tiny-bert-flax-only'''	)
       UpperCAmelCase_							:      List[Any]						=   FlaxBertModel(__snake_case	)

       UpperCAmelCase_							:      List[str]						=   '''bert'''
       with tempfile.TemporaryDirectory() as tmp_dir:
          model.save_pretrained(os.path.join(__snake_case       ,   __snake_case	)       ,   max_shard_size='''10KB'''	)

          with self.assertRaises(__snake_case	):
             UpperCAmelCase_							:      str						=   FlaxBertModel.from_pretrained(__snake_case	)

          UpperCAmelCase_							:      Union[str, Any]						=   FlaxBertModel.from_pretrained(__snake_case       ,   subfolder=__snake_case	)

       self.assertTrue(check_models_equal(__snake_case       ,   __snake_case	)	)





    def 					_lowerCamelCase (	self				:   Any	):





       '''simple docstring'''
       UpperCAmelCase_							:      Tuple						=   '''bert'''
       UpperCAmelCase_							:      Tuple						=   '''hf-internal-testing/tiny-random-bert-subfolder'''

       with self.assertRaises(__snake_case	):
          UpperCAmelCase_							:      Dict						=   FlaxBertModel.from_pretrained(__snake_case	)

       UpperCAmelCase_							:      Optional[Any]						=   FlaxBertModel.from_pretrained(__snake_case       ,   subfolder=__snake_case	)

       self.assertIsNotNone(__snake_case	)





    def 					_lowerCamelCase (	self				:   Tuple	):





       '''simple docstring'''
       UpperCAmelCase_							:      Tuple						=   '''bert'''
       UpperCAmelCase_							:      Any						=   '''hf-internal-testing/tiny-random-bert-sharded-subfolder'''
       with self.assertRaises(__snake_case	):
          UpperCAmelCase_							:      List[str]						=   FlaxBertModel.from_pretrained(__snake_case	)

       UpperCAmelCase_							:      Any						=   FlaxBertModel.from_pretrained(__snake_case       ,   subfolder=__snake_case	)

       self.assertIsNotNone(__snake_case	)



import fire

from utils import calculate_rouge, save_json
def      snake_case_						( __lowercase			,       __lowercase			,       __lowercase=None			,       **__lowercase       ):
   UpperCAmelCase_							:      Tuple						=   [x.strip() for x in open(__lowercase       ).readlines()]
   UpperCAmelCase_							:      Dict						=   [x.strip() for x in open(__lowercase       ).readlines()][: len(__lowercase       )]
   UpperCAmelCase_							:      int						=   calculate_rouge(__lowercase			,       __lowercase			,       **__lowercase       )
   if save_path is not None:
      save_json(__lowercase			,       __lowercase			,       indent=__lowercase       )
   return metrics  # these print nicely


if __name__ == "__main__":
       fire.Fire(calculate_rouge_path)