


from typing import TYPE_CHECKING

from ...utils import _LazyModule


__lowerCAmelCase			=							{'''tokenization_bertweet''': ['''BertweetTokenizer''']}


if TYPE_CHECKING:
 from .tokenization_bertweet import BertweetTokenizer

else:
 import sys

 __lowerCAmelCase			=							_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)






import json
import os
import shutil
import sys
import tempfile
import unittest
import unittest.mock as mock
from pathlib import Path

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

from transformers import AutoConfig, BertConfig, GPTaConfig
from transformers.configuration_utils import PretrainedConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test


sys.path.append(str(Path(__file__).parent.parent / '''utils'''))

from test_module.custom_configuration import CustomConfig  # noqa E402


__lowerCAmelCase			=							{
    '''return_dict''': False,
    '''output_hidden_states''': True,
    '''output_attentions''': True,
    '''torchscript''': True,
    '''torch_dtype''': '''float16''',
    '''use_bfloat16''': True,
    '''tf_legacy_loss''': True,
    '''pruned_heads''': {'''a''': 1},
    '''tie_word_embeddings''': False,
    '''is_decoder''': True,
    '''cross_attention_hidden_size''': 1_28,
    '''add_cross_attention''': True,
    '''tie_encoder_decoder''': True,
    '''max_length''': 50,
    '''min_length''': 3,
    '''do_sample''': True,
    '''early_stopping''': True,
    '''num_beams''': 3,
    '''num_beam_groups''': 3,
    '''diversity_penalty''': 0.5,
    '''temperature''': 2.0,
    '''top_k''': 10,
    '''top_p''': 0.7,
    '''typical_p''': 0.2,
    '''repetition_penalty''': 0.8,
    '''length_penalty''': 0.8,
    '''no_repeat_ngram_size''': 5,
    '''encoder_no_repeat_ngram_size''': 5,
    '''bad_words_ids''': [1, 2, 3],
    '''num_return_sequences''': 3,
    '''chunk_size_feed_forward''': 5,
    '''output_scores''': True,
    '''return_dict_in_generate''': True,
    '''forced_bos_token_id''': 2,
    '''forced_eos_token_id''': 3,
    '''remove_invalid_values''': True,
    '''architectures''': ['''BertModel'''],
    '''finetuning_task''': '''translation''',
    '''id2label''': {0: '''label'''},
    '''label2id''': {'''label''': '''0'''},
    '''tokenizer_class''': '''BertTokenizerFast''',
    '''prefix''': '''prefix''',
    '''bos_token_id''': 6,
    '''pad_token_id''': 7,
    '''eos_token_id''': 8,
    '''sep_token_id''': 9,
    '''decoder_start_token_id''': 10,
    '''exponential_decay_length_penalty''': (5, 1.01),
    '''suppress_tokens''': [0, 1],
    '''begin_suppress_tokens''': 2,
    '''task_specific_params''': {'''translation''': '''some_params'''},
    '''problem_type''': '''regression''',
}





@is_staging_test
class   __a      (   unittest.TestCase				):
 @classmethod
 def 		SCREAMING_SNAKE_CASE__       (       cls			) ->    Any:




        '''simple docstring'''
        lowercase__:       List[Any]        =       TOKEN
        HfFolder.save_token(lowerCAmelCase__			)
 @classmethod
 def 		SCREAMING_SNAKE_CASE__       (       cls			) ->    str:




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

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

        try:
               delete_repo(token=cls._token    ,			repo_id='test-dynamic-config'			)
        except HTTPError:
               pass
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Dict:




        '''simple docstring'''
        lowercase__:       List[str]        =       BertConfig(
            vocab_size=99    ,			hidden_size=32    ,			num_hidden_layers=5    ,			num_attention_heads=4    ,			intermediate_size=37			)
        config.push_to_hub('test-config'    ,			use_auth_token=self._token			)

        lowercase__:       str        =       BertConfig.from_pretrained(F'{USER}/test-config'			)
        for k, v in config.to_dict().items():
               if k != "transformers_version":
                      self.assertEqual(lowerCAmelCase__    ,			getattr(lowerCAmelCase__    ,			lowerCAmelCase__			)			)

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

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

        lowercase__:       Dict        =       BertConfig.from_pretrained(F'{USER}/test-config'			)
        for k, v in config.to_dict().items():
               if k != "transformers_version":
                      self.assertEqual(lowerCAmelCase__    ,			getattr(lowerCAmelCase__    ,			lowerCAmelCase__			)			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Optional[int]:




        '''simple docstring'''
        lowercase__:       List[Any]        =       BertConfig(
            vocab_size=99    ,			hidden_size=32    ,			num_hidden_layers=5    ,			num_attention_heads=4    ,			intermediate_size=37			)
        config.push_to_hub('valid_org/test-config-org'    ,			use_auth_token=self._token			)

        lowercase__:       Tuple        =       BertConfig.from_pretrained('valid_org/test-config-org'			)
        for k, v in config.to_dict().items():
               if k != "transformers_version":
                      self.assertEqual(lowerCAmelCase__    ,			getattr(lowerCAmelCase__    ,			lowerCAmelCase__			)			)

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

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

        lowercase__:       Union[str, Any]        =       BertConfig.from_pretrained('valid_org/test-config-org'			)
        for k, v in config.to_dict().items():
               if k != "transformers_version":
                      self.assertEqual(lowerCAmelCase__    ,			getattr(lowerCAmelCase__    ,			lowerCAmelCase__			)			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Tuple:




        '''simple docstring'''
        CustomConfig.register_for_auto_class()
        lowercase__:       Tuple        =       CustomConfig(attribute=42			)

        config.push_to_hub('test-dynamic-config'    ,			use_auth_token=self._token			)

        # This has added the proper auto_map field to the config
        self.assertDictEqual(config.auto_map    ,			{'AutoConfig': 'custom_configuration.CustomConfig'}			)

        lowercase__:       int        =       AutoConfig.from_pretrained(F'{USER}/test-dynamic-config'    ,			trust_remote_code=lowerCAmelCase__			)
        # Can't make an isinstance check because the new_config is from the FakeConfig class of a dynamic module
        self.assertEqual(new_config.__class__.__name__    ,			'CustomConfig'			)
        self.assertEqual(new_config.attribute    ,			42			)





class   __a      (   unittest.TestCase				):
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Tuple:




        '''simple docstring'''
        lowercase__:       Any        =       GPTaConfig()

        # attempt to modify each of int/float/bool/str config records and verify they were updated
        lowercase__:       List[Any]        =       c.n_embd + 1  # int
        lowercase__:       Any        =       c.resid_pdrop + 1.0  # float
        lowercase__:       Any        =       not c.scale_attn_weights  # bool
        lowercase__:       List[str]        =       c.summary_type + 'foo'  # str
        c.update_from_string(
            F'n_embd={n_embd},resid_pdrop={resid_pdrop},scale_attn_weights={scale_attn_weights},summary_type={summary_type}'			)
        self.assertEqual(lowerCAmelCase__    ,			c.n_embd    ,			'mismatch for key: n_embd'			)
        self.assertEqual(lowerCAmelCase__    ,			c.resid_pdrop    ,			'mismatch for key: resid_pdrop'			)
        self.assertEqual(lowerCAmelCase__    ,			c.scale_attn_weights    ,			'mismatch for key: scale_attn_weights'			)
        self.assertEqual(lowerCAmelCase__    ,			c.summary_type    ,			'mismatch for key: summary_type'			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Union[str, Any]:




        '''simple docstring'''
        lowercase__:       Any        =       PretrainedConfig()
        lowercase__:       Optional[int]        =       [key for key in base_config.__dict__ if key not in config_common_kwargs]
        # If this part of the test fails, you have arguments to addin config_common_kwargs above.
        self.assertListEqual(
            lowerCAmelCase__    ,			['is_encoder_decoder', '_name_or_path', '_commit_hash', 'transformers_version']			)
        lowercase__:       List[str]        =       [key for key, value in config_common_kwargs.items() if value == getattr(lowerCAmelCase__    ,			lowerCAmelCase__			)]
        if len(lowerCAmelCase__			) > 0:
               raise ValueError(
                   'The following keys are set with the default values in'
                   ' `test_configuration_common.config_common_kwargs` pick another value for them:'
                   F' {", ".join(lowerCAmelCase__			)}.'			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Optional[int]:




        '''simple docstring'''
        with self.assertRaises(lowerCAmelCase__			):
               # config is in subfolder, the following should not work without specifying the subfolder
               lowercase__:       str        =       BertConfig.from_pretrained('hf-internal-testing/tiny-random-bert-subfolder'			)

        lowercase__:       str        =       BertConfig.from_pretrained('hf-internal-testing/tiny-random-bert-subfolder'    ,			subfolder='bert'			)

        self.assertIsNotNone(lowerCAmelCase__			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    List[Any]:




        '''simple docstring'''
        # A mock response for an HTTP head request to emulate server down
        lowercase__:       Optional[Any]        =       mock.Mock()
        lowercase__:       Tuple        =       500
        lowercase__:       Any        =       {}
        lowercase__:       Dict        =       HTTPError
        lowercase__:       Optional[Any]        =       {}

        # Download this model to make sure it's in the cache.
        lowercase__:       Optional[int]        =       BertConfig.from_pretrained('hf-internal-testing/tiny-random-bert'			)

        # Under the mock environment we get a 500 error when trying to reach the model.
        with mock.patch('requests.Session.request'    ,			return_value=lowerCAmelCase__			) as mock_head:
               lowercase__:       List[Any]        =       BertConfig.from_pretrained('hf-internal-testing/tiny-random-bert'			)
               # This check we did call the fake head request
               mock_head.assert_called()
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Tuple:




        '''simple docstring'''
        # This test is for deprecated behavior and can be removed in v5
        lowercase__:       Tuple        =       BertConfig.from_pretrained(
            'https://huggingface.co/hf-internal-testing/tiny-random-bert/resolve/main/config.json'			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Union[str, Any]:




        '''simple docstring'''
        lowercase__:       Tuple        =       AutoConfig.from_pretrained('bert-base-cased'			)
        lowercase__:       Optional[Any]        =       ['config.4.0.0.json']

        with tempfile.TemporaryDirectory() as tmp_dir:
               configuration.save_pretrained(lowerCAmelCase__			)
               lowercase__:       Optional[int]        =       2
               json.dump(configuration.to_dict()    ,			open(os.path.join(lowerCAmelCase__    ,			'config.4.0.0.json'			)    ,			'w'			)			)

               # This should pick the new configuration file as the version of Transformers is > 4.0.0
               lowercase__:       str        =       AutoConfig.from_pretrained(lowerCAmelCase__			)
               self.assertEqual(new_configuration.hidden_size    ,			2			)

               # Will need to be adjusted if we reach v42 and this test is still here.
               # Should pick the old configuration file as the version of Transformers is < 4.42.0
               lowercase__:       Dict        =       ['config.42.0.0.json']
               lowercase__:       int        =       768
               configuration.save_pretrained(lowerCAmelCase__			)
               shutil.move(os.path.join(lowerCAmelCase__    ,			'config.4.0.0.json'			)    ,			os.path.join(lowerCAmelCase__    ,			'config.42.0.0.json'			)			)
               lowercase__:       Dict        =       AutoConfig.from_pretrained(lowerCAmelCase__			)
               self.assertEqual(new_configuration.hidden_size    ,			768			)
 def 		SCREAMING_SNAKE_CASE__       (       self			) ->    Union[str, Any]:




        '''simple docstring'''
        # This repo has two configuration files, one for v4.0.0 and above with a different hidden size.
        lowercase__:       Optional[int]        =       'hf-internal-testing/test-two-configs'

        import transformers as new_transformers

        lowercase__:       Tuple        =       'v4.0.0'
        lowercase__      ,						lowercase__:       List[str]        =       new_transformers.models.auto.AutoConfig.from_pretrained(
            lowerCAmelCase__    ,			return_unused_kwargs=lowerCAmelCase__			)
        self.assertEqual(new_configuration.hidden_size    ,			2			)
        # This checks `_configuration_file` ia not kept in the kwargs by mistake.
        self.assertDictEqual(lowerCAmelCase__    ,			{}			)

        # Testing an older version by monkey-patching the version in the module it's used.
        import transformers as old_transformers

        lowercase__:       Union[str, Any]        =       'v3.0.0'
        lowercase__:       Optional[Any]        =       old_transformers.models.auto.AutoConfig.from_pretrained(lowerCAmelCase__			)
        self.assertEqual(old_configuration.hidden_size    ,			768			)


