
"""simple docstring"""

from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCamelCase     :    Dict       =			logging.get_logger(__name__)

UpperCamelCase     :    str       =			{
    "alibaba-damo/mgp-str-base": "https://huggingface.co/alibaba-damo/mgp-str-base/resolve/main/config.json",
}

class __lowerCAmelCase		(				__SCREAMING_SNAKE_CASE      ):
     lowercase						       =						"mgp-str"





     def __init__(     self     ,					__UpperCAmelCase=[32, 128]     ,					__UpperCAmelCase=4     ,					__UpperCAmelCase=3     ,					__UpperCAmelCase=27     ,					__UpperCAmelCase=38     ,					__UpperCAmelCase=5_0257     ,					__UpperCAmelCase=3_0522     ,					__UpperCAmelCase=768     ,					__UpperCAmelCase=12     ,					__UpperCAmelCase=12     ,					__UpperCAmelCase=4.0     ,					__UpperCAmelCase=True     ,					__UpperCAmelCase=False     ,					__UpperCAmelCase=1E-5     ,					__UpperCAmelCase=0.0     ,					__UpperCAmelCase=0.0     ,					__UpperCAmelCase=0.0     ,					__UpperCAmelCase=False     ,					__UpperCAmelCase=0.0_2     ,					**__UpperCAmelCase     ,					):

      '''simple docstring'''




      super().__init__(**__UpperCAmelCase				)

      __UpperCamelCase      =	image_size
      __UpperCamelCase      =	patch_size
      __UpperCamelCase      =	num_channels
      __UpperCamelCase      =	max_token_length
      __UpperCamelCase      =	num_character_labels
      __UpperCamelCase      =	num_bpe_labels
      __UpperCamelCase      =	num_wordpiece_labels
      __UpperCamelCase      =	hidden_size
      __UpperCamelCase      =	num_hidden_layers
      __UpperCamelCase      =	num_attention_heads
      __UpperCamelCase      =	mlp_ratio
      __UpperCamelCase      =	distilled
      __UpperCamelCase      =	layer_norm_eps
      __UpperCamelCase      =	drop_rate
      __UpperCamelCase      =	qkv_bias
      __UpperCamelCase      =	attn_drop_rate
      __UpperCamelCase      =	drop_path_rate
      __UpperCamelCase      =	output_aa_attentions
      __UpperCamelCase      =	initializer_range





"""simple docstring"""

from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters






def 							A						(    )				->     Any:
 __UpperCamelCase      =	{
     'repo_name': ['test_repo1', 'test_repo2', 'test_repo3'],
     'path': ['test_1.py', 'test_2.py', 'unit_test.py'],
     'content': ['a ' * 2_0, 'a ' * 3_0, 'b ' * 7],
 }
 __UpperCamelCase      =	Dataset.from_dict(snake_case		)
 return dataset





class __lowerCAmelCase		(				__SCREAMING_SNAKE_CASE      ):





     def 						UpperCAmelCase (     self				):

      '''simple docstring'''




      __UpperCamelCase      =	get_dataset()
      __UpperCamelCase      =	make_duplicate_clusters(__UpperCAmelCase     ,					0.8_5				)
      self.assertEqual(len(duplicate_clusters[0]				)     ,					2				)







     def 						UpperCAmelCase (     self				):

      '''simple docstring'''




      __UpperCamelCase      =	get_dataset()
      __UpperCamelCase  ,     __UpperCamelCase      =	deduplicate_dataset(__UpperCAmelCase				)
      self.assertEqual(len(__UpperCAmelCase				)     ,					2				)
      print(__UpperCAmelCase				)
      self.assertEqual(duplicate_clusters[0][0]['copies']     ,					2				)
      self.assertEqual(duplicate_clusters[0][0]['is_extreme']     ,					__UpperCAmelCase				)



