code: 
  '''simple docstring'''
  
  
  
  
  
  from collections import OrderedDict
  from typing import Mapping
  
  from ...configuration_utils import PretrainedConfig
  from ...onnx import OnnxConfig
  from ...utils import logging
  
  
  A           =   logging.get_logger(__name__)
  
  A           =   {
      "flaubert/flaubert_small_cased": "https://huggingface.co/flaubert/flaubert_small_cased/resolve/main/config.json",
      "flaubert/flaubert_base_uncased": "https://huggingface.co/flaubert/flaubert_base_uncased/resolve/main/config.json",
      "flaubert/flaubert_base_cased": "https://huggingface.co/flaubert/flaubert_base_cased/resolve/main/config.json",
      "flaubert/flaubert_large_cased": "https://huggingface.co/flaubert/flaubert_large_cased/resolve/main/config.json",
  }
  
  
  
  class  lowerCAmelCase__   (       UpperCamelCase       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    _UpperCamelCase						= 'flaubert'
    _UpperCamelCase						= {
        'hidden_size': 'emb_dim',
        'num_attention_heads': 'n_heads',
        'num_hidden_layers': 'n_layers',
        'n_words': 'vocab_size',  # For backward compatibility
    }
  
    def __init__(self  : str	, lowerCAmelCase_  : Union[str, Any]=False	, lowerCAmelCase_  : Optional[Any]=0.0	, lowerCAmelCase_  : List[str]=3_01_45	, lowerCAmelCase_  : Optional[int]=20_48	, lowerCAmelCase_  : Any=12	, lowerCAmelCase_  : Dict=16	, lowerCAmelCase_  : Tuple=0.1	, lowerCAmelCase_  : Any=0.1	, lowerCAmelCase_  : List[Any]=True	, lowerCAmelCase_  : List[Any]=False	, lowerCAmelCase_  : int=False	, lowerCAmelCase_  : Optional[int]=False	, lowerCAmelCase_  : List[Any]=1	, lowerCAmelCase_  : Optional[Any]=True	, lowerCAmelCase_  : Union[str, Any]=5_12	, lowerCAmelCase_  : int=20_48**-0.5	, lowerCAmelCase_  : List[Any]=1E-12	, lowerCAmelCase_  : List[Any]=0.02	, lowerCAmelCase_  : Any=0	, lowerCAmelCase_  : Dict=1	, lowerCAmelCase_  : int=2	, lowerCAmelCase_  : Optional[Any]=3	, lowerCAmelCase_  : List[str]=5	, lowerCAmelCase_  : Dict=True	, lowerCAmelCase_  : int="first"	, lowerCAmelCase_  : str=True	, lowerCAmelCase_  : int=None	, lowerCAmelCase_  : Dict=True	, lowerCAmelCase_  : Union[str, Any]=0.1	, lowerCAmelCase_  : Any=5	, lowerCAmelCase_  : Dict=5	, lowerCAmelCase_  : Tuple=0	, lowerCAmelCase_  : Union[str, Any]=0	, lowerCAmelCase_  : Any=2	, lowerCAmelCase_  : List[Any]=0	, **lowerCAmelCase_  : Optional[Any]	, )   ->       List[Any]:
          snake_case_						       =							pre_norm
          snake_case_						       =							layerdrop
          snake_case_						       =							vocab_size
          snake_case_						       =							emb_dim
          snake_case_						       =							n_layers
          snake_case_						       =							n_heads
          snake_case_						       =							dropout
          snake_case_						       =							attention_dropout
          snake_case_						       =							gelu_activation
          snake_case_						       =							sinusoidal_embeddings
          snake_case_						       =							causal
          snake_case_						       =							asm
          snake_case_						       =							n_langs
          snake_case_						       =							use_lang_emb
          snake_case_						       =							layer_norm_eps
          snake_case_						       =							bos_index
          snake_case_						       =							eos_index
          snake_case_						       =							pad_index
          snake_case_						       =							unk_index
          snake_case_						       =							mask_index
          snake_case_						       =							is_encoder
          snake_case_						       =							max_position_embeddings
          snake_case_						       =							embed_init_std
          snake_case_						       =							init_std
          snake_case_						       =							summary_type
          snake_case_						       =							summary_use_proj
          snake_case_						       =							summary_activation
          snake_case_						       =							summary_proj_to_labels
          snake_case_						       =							summary_first_dropout
          snake_case_						       =							start_n_top
          snake_case_						       =							end_n_top
          snake_case_						       =							mask_token_id
          snake_case_						       =							lang_id
  
          if "n_words" in kwargs:
                snake_case_						       =							kwargs["n_words"]
  
          super().__init__(pad_token_id=lowerCAmelCase_	, bos_token_id=lowerCAmelCase_	, **lowerCAmelCase_    )
  
  
  
  class  lowerCAmelCase__   (       UpperCamelCase       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    @property
    def 		_lowerCamelCase	(self  : List[Any]    )   ->       Mapping[str, Mapping[int, str]]:
          if self.task == "multiple-choice":
                snake_case_						       =							{0: "batch", 1: "choice", 2: "sequence"}
          else:
                snake_case_						       =							{0: "batch", 1: "sequence"}
          return OrderedDict(
              [
                  ("input_ids", dynamic_axis),
                  ("attention_mask", dynamic_axis),
              ]    )
  
  
style_context: 
  '''simple docstring'''
  
  
  
  
  
  import json
  import os
  import pickle
  import subprocess
  from hashlib import mda
  from pathlib import Path
  from tempfile import gettempdir
  from textwrap import dedent
  from types import CodeType, FunctionType
  from unittest import TestCase
  from unittest.mock import patch
  
  import pytest
  from multiprocess import Pool
  from packaging import version
  
  import datasets
  from datasets.fingerprint import Hasher, fingerprint_transform
  from datasets.table import InMemoryTable
  
  from .utils import (
      require_regex,
      require_spacy,
      require_spacy_model,
      require_tiktoken,
      require_torch,
      require_transformers,
  )
  
  
  
  class  lowerCAmelCase__   :
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    def __init__(self  : int	, lowerCAmelCase_  : Optional[Any]    )   ->       Tuple:
          snake_case_						       =							foo
  
  
    def __call__(self  : List[Any]    )   ->       Optional[int]:
          return self.foo
  
  
  
  class  lowerCAmelCase__   (       datasets.Dataset       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    @fingerprint_transform(inplace=lowerCAmelCase_    )
    def 		_lowerCamelCase	(self  : Tuple	, lowerCAmelCase_  : Any	, *lowerCAmelCase_  : Union[str, Any]	, **lowerCAmelCase_  : Any    )   ->       str:
          return DatasetChild(self.data	, fingerprint=lowerCAmelCase_    )
  
  
    @fingerprint_transform(inplace=lowerCAmelCase_    )
    def 		_lowerCamelCase	(self  : str	, lowerCAmelCase_  : Optional[Any]	, *lowerCAmelCase_  : List[Any]	, **lowerCAmelCase_  : Any    )   ->       List[str]:
          return DatasetChild(self.data	, fingerprint=lowerCAmelCase_    )
  
  
  
  class  lowerCAmelCase__   :
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    def __init__(self  : int	, lowerCAmelCase_  : List[str]    )   ->       Dict:
          snake_case_						       =							callable
  
    def __call__(self  : List[str]	, *lowerCAmelCase_  : Any	, **lowerCAmelCase_  : Tuple    )   ->       Dict:
          if self.callable is not None:
                return self.callable(*lowerCAmelCase_	, **lowerCAmelCase_    )
  
  
    def __getstate__(self  : List[str]    )   ->       Tuple:
          raise pickle.PicklingError()
  
  
  
  class  lowerCAmelCase__   (       UpperCamelCase       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    @require_transformers
    @pytest.mark.integration
    def 		_lowerCamelCase	(self  : str    )   ->       str:
          from transformers import AutoTokenizer
  
          def encode(lowerCAmelCase_  : str    ):
                return tokenizer(lowerCAmelCase_    )
  
          # TODO: add hash consistency tests across sessions
          snake_case_						       =							AutoTokenizer.from_pretrained("bert-base-uncased"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lambda lowerCAmelCase_    : tokenizer(lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							AutoTokenizer.from_pretrained("bert-base-cased"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lambda lowerCAmelCase_    : tokenizer(lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							AutoTokenizer.from_pretrained("bert-base-uncased"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lambda lowerCAmelCase_    : tokenizer(lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    @require_transformers
    @pytest.mark.integration
    def 		_lowerCamelCase	(self  : Optional[Any]    )   ->       Optional[int]:
          from transformers import AutoTokenizer
  
          snake_case_						       =							AutoTokenizer.from_pretrained("gpt2"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          tokenizer("Hello world !"    )  # call once to change the tokenizer's cache
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  
    @require_regex
    def 		_lowerCamelCase	(self  : Union[str, Any]    )   ->       Optional[int]:
          import regex
  
          snake_case_						       =							regex.Regex("foo"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							regex.Regex("bar"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							regex.Regex("foo"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  
  
  class  lowerCAmelCase__   (       UpperCamelCase       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    def 		_lowerCamelCase	(self  : Dict    )   ->       Optional[Any]:
          def func():
                return foo
  
          snake_case_						       =							[0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							[1]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							[0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : str    )   ->       Tuple:
          def func():
                pass
  
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
  
          def func():
                pass
  
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : List[Any]    )   ->       Union[str, Any]:
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([0]    )    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([1]    )    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([0]    )    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : Union[str, Any]    )   ->       int:
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([0]    ).__call__    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([1]    ).__call__    )    ).hexdigest()
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(Foo([0]    ).__call__    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : int    )   ->       Optional[Any]:
          snake_case_						       =							(
              "co_argcount",
              "co_kwonlyargcount",
              "co_nlocals",
              "co_stacksize",
              "co_flags",
              "co_code",
              "co_consts",
              "co_names",
              "co_varnames",
              "co_filename",
              "co_name",
              "co_firstlineno",
              "co_lnotab",
              "co_freevars",
              "co_cellvars",
          )
  
          def _create_code_pyaa(*lowerCAmelCase_  : Any    ):
                if hasattr(args[-3]	, "encode"    ):
                      snake_case_						       =							list(lowerCAmelCase_    )
                      snake_case_						       =							args[-3].encode()  # co_lnotab
                      snake_case_						       =							args[-10].encode()  # co_code
                if hasattr(lowerCAmelCase_	, "co_posonlyargcount"    ):
                      if len(lowerCAmelCase_    ) == 16:
                            return CodeType(*lowerCAmelCase_    )
                      elif len(lowerCAmelCase_    ) == 15:
                            return CodeType(args[0]	, 0	, *args[1:]    )
                      return CodeType(args[0]	, 0	, 0	, *args[1:]    )
                elif hasattr(lowerCAmelCase_	, "co_kwonlyargcount"    ):
                      if len(lowerCAmelCase_    ) == 16:
                            return CodeType(args[0]	, *args[2:]    )
                      elif len(lowerCAmelCase_    ) == 15:
                            return CodeType(*lowerCAmelCase_    )
                      return CodeType(args[0]	, 0	, *args[1:]    )
                if len(lowerCAmelCase_    ) == 16:
                      return CodeType(args[0]	, *args[3:]    )
                elif len(lowerCAmelCase_    ) == 15:
                      return CodeType(args[0]	, *args[2:]    )
                return CodeType(*lowerCAmelCase_    )
  
          def create_ipython_func(lowerCAmelCase_  : Tuple	, lowerCAmelCase_  : Any    ):
                def func():
                      return returned_obj
  
                snake_case_						       =							func.__code__
                # Use _create_code from dill in order to make it work for different python versions
                if datasets.config.PY_VERSION < version.parse("3.8"    ):
                      snake_case_						       =							_create_code_pyaa(
                          *[getattr(lowerCAmelCase_	, lowerCAmelCase_    ) if k != "co_filename" else co_filename for k in code_args_pyaa]    )
                else:
                      snake_case_						       =							code.replace(co_filename=lowerCAmelCase_    )
                return FunctionType(lowerCAmelCase_	, func.__globals__	, func.__name__	, func.__defaults__	, func.__closure__    )
  
          snake_case_       ,	snake_case_						       =							"<ipython-input-2-e0383a102aae>", [0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_       ,	snake_case_						       =							"<ipython-input-2-e0383a102aae>", [1]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_       ,	snake_case_						       =							"<ipython-input-5-713f6613acf3>", [0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
          snake_case_       ,	snake_case_						       =							os.path.join(gettempdir()	, "ipykernel_12345"	, "321456789.py"    ), [0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_       ,	snake_case_						       =							os.path.join(gettempdir()	, "ipykernel_12345"	, "321456789.py"    ), [1]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          snake_case_       ,	snake_case_						       =							os.path.join(gettempdir()	, "ipykernel_12345"	, "654123987.py"    ), [0]
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(create_ipython_func(lowerCAmelCase_	, lowerCAmelCase_    )    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  
    def 		_lowerCamelCase	(self  : int    )   ->       List[Any]:
          snake_case_       ,	snake_case_						       =							[0], [1]
  
          def func():
                return foo, bar
  
          snake_case_						       =							"__main__"
  
          def globalvars_mocka_side_effect(lowerCAmelCase_  : str	, *lowerCAmelCase_  : Tuple	, **lowerCAmelCase_  : List[Any]    ):
                return {"foo": foo, "bar": bar}
  
          def globalvars_mocka_side_effect(lowerCAmelCase_  : List[str]	, *lowerCAmelCase_  : List[str]	, **lowerCAmelCase_  : Optional[Any]    ):
                return {"bar": bar, "foo": foo}
  
          with patch("dill.detect.globalvars"	, side_effect=lowerCAmelCase_    ) as globalvars_mocka:
                snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
                self.assertGreater(globalvars_mocka.call_count	, 0    )
          with patch("dill.detect.globalvars"	, side_effect=lowerCAmelCase_    ) as globalvars_mocka:
                snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
                self.assertGreater(globalvars_mocka.call_count	, 0    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  
  
  class  lowerCAmelCase__   (       UpperCamelCase       ):
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
    def 		_lowerCamelCase	(self  : Union[str, Any]    )   ->       Tuple:
          snake_case_						       =							Hasher.hash("hello"    )
          snake_case_						       =							Hasher.hash("hello"    )
          snake_case_						       =							Hasher.hash("there"    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : Any    )   ->       int:
          snake_case_						       =							Hasher.hash(Foo("hello"    )    )
          snake_case_						       =							Hasher.hash(Foo("hello"    )    )
          snake_case_						       =							Hasher.hash(Foo("there"    )    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : List[Any]    )   ->       List[Any]:
          snake_case_						       =							Hasher()
          for x in ["hello", Foo("hello"    )]:
                hasher.update(lowerCAmelCase_    )
          snake_case_						       =							hasher.hexdigest()
          snake_case_						       =							Hasher()
          for x in ["hello", Foo("hello"    )]:
                hasher.update(lowerCAmelCase_    )
          snake_case_						       =							hasher.hexdigest()
          snake_case_						       =							Hasher()
          for x in ["there", Foo("there"    )]:
                hasher.update(lowerCAmelCase_    )
          snake_case_						       =							hasher.hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    def 		_lowerCamelCase	(self  : str    )   ->       List[Any]:
          with self.assertRaises(pickle.PicklingError    ):
                Hasher.hash(UnpicklableCallable(Foo("hello"    )    )    )
  
    def 		_lowerCamelCase	(self  : Dict    )   ->       Optional[int]:
          snake_case_						       =							"abc"
          snake_case_						       =							[string, string]  # two strings have the same ids
          snake_case_						       =							[string, string]
          snake_case_						       =							json.loads(f'''["{string}", "{string}"]'''    )  # two strings have different ids
          self.assertIs(obja[0]	, lowerCAmelCase_    )
          self.assertIs(obja[0]	, obja[1]    )
          self.assertIs(obja[0]	, lowerCAmelCase_    )
          self.assertIs(obja[0]	, obja[1]    )
          self.assertIsNot(obja[0]	, lowerCAmelCase_    )
          self.assertIsNot(obja[0]	, obja[1]    )
          snake_case_						       =							Hasher.hash(lowerCAmelCase_    )
          snake_case_						       =							Hasher.hash(lowerCAmelCase_    )
          snake_case_						       =							Hasher.hash(lowerCAmelCase_    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    @require_tiktoken
    def 		_lowerCamelCase	(self  : Union[str, Any]    )   ->       Union[str, Any]:
          import tiktoken
  
          snake_case_						       =							tiktoken.get_encoding("gpt2"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							tiktoken.get_encoding("r50k_base"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							tiktoken.get_encoding("gpt2"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
    @require_torch
    def 		_lowerCamelCase	(self  : Optional[int]    )   ->       str:
          import torch
  
          snake_case_						       =							torch.tensor([1.0]    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							torch.tensor([2.0]    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							torch.tensor([1.0]    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  
    @require_spacy
    @require_spacy_model("en_core_web_sm"    )
    @require_spacy_model("fr_core_news_sm"    )
    @pytest.mark.integration
    def 		_lowerCamelCase	(self  : int    )   ->       Union[str, Any]:
          import spacy
  
          snake_case_						       =							spacy.load("en_core_web_sm"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							spacy.load("fr_core_news_sm"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          snake_case_						       =							spacy.load("en_core_web_sm"    )
          snake_case_						       =							mda(datasets.utils.py_utils.dumps(lowerCAmelCase_    )    ).hexdigest()
          self.assertEqual(lowerCAmelCase_	, lowerCAmelCase_    )
          self.assertNotEqual(lowerCAmelCase_	, lowerCAmelCase_    )
  
  @pytest.mark.integration
  def   snake_case_       (							_a     :							Path			):
        snake_case_						       =							tmp_path / "dir1"
        snake_case_						       =							tmp_path / "dir2"
        dira.mkdir()
        dira.mkdir()
        snake_case_						       =							"script.py"
        snake_case_						       =							dedent(
            "\n    from datasets.fingerprint import Hasher\n    def foo():\n        pass\n    print(Hasher.hash(foo))\n    "			)
        snake_case_						       =							dira / script_filename
        snake_case_						       =							dira / script_filename
        with script_patha.open("w"			) as f:
              f.write(_a			)
        with script_patha.open("w"			) as f:
              f.write(_a			)
        snake_case_						       =							subprocess.check_output(["python", str(_a			)]			)
        snake_case_						       =							subprocess.check_output(["python", str(_a			)]			)
        assert fingerprinta == fingerprinta
  def   snake_case_       (							):
        snake_case_						       =							{"a": [0, 1, 2]}
        snake_case_						       =							DatasetChild(InMemoryTable.from_pydict(_a			)			)
        snake_case_						       =							dataset.funca()._fingerprint
        assert expected_fingerprint == dataset.funca()._fingerprint
        assert expected_fingerprint != dataset.funca()._fingerprint
  
        with Pool(2			) as p:
              assert expected_fingerprint == p.apply_async(dataset.funca			).get()._fingerprint
              assert expected_fingerprint != p.apply_async(dataset.funca			).get()._fingerprint
  def   snake_case_       (							):
        snake_case_						       =							{"a": [0, 1, 2]}
  
  
  
        class  lowerCAmelCase__   (       datasets.Dataset       ):
  
  
  
          '''simple docstring'''
  
  
  
  
  
  
          @fingerprint_transform(inplace=lowerCAmelCase_    )
          def 		_lowerCamelCase	(self  : int	, lowerCAmelCase_  : str    )   ->       List[Any]:
                return DummyDatasetChild(self.data	, fingerprint=lowerCAmelCase_    )
  
        snake_case_						       =							DummyDatasetChild(InMemoryTable.from_pydict(_a			)			).func()
  
  
  
        class  lowerCAmelCase__   (       datasets.Dataset       ):
  
  
  
          '''simple docstring'''
  
  
  
  
  
  
          @fingerprint_transform(inplace=lowerCAmelCase_	, version="1.0.0"    )
          def 		_lowerCamelCase	(self  : Dict	, lowerCAmelCase_  : Any    )   ->       Any:
                return DummyDatasetChild(self.data	, fingerprint=lowerCAmelCase_    )
  
        snake_case_						       =							DummyDatasetChild(InMemoryTable.from_pydict(_a			)			).func()
  
  
  
        class  lowerCAmelCase__   (       datasets.Dataset       ):
  
  
  
          '''simple docstring'''
  
  
  
  
  
  
          @fingerprint_transform(inplace=lowerCAmelCase_	, version="2.0.0"    )
          def 		_lowerCamelCase	(self  : Union[str, Any]	, lowerCAmelCase_  : Any    )   ->       int:
                return DummyDatasetChild(self.data	, fingerprint=lowerCAmelCase_    )
  
        snake_case_						       =							DummyDatasetChild(InMemoryTable.from_pydict(_a			)			).func()
  
        assert len({fingeprint_no_version, fingeprint_a, fingeprint_a}			) == 3
  
  
  
  
  def   snake_case_       (							):
        # AttributeError: module 'dill._dill' has no attribute 'stack'
        snake_case_						       =							Hasher()
        hasher.update(lambda _a			: x			)
  
  