




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 				__SCREAMING_SNAKE_CASE							:

					def __init__(				self ,       __lowercase					):







						'''simple docstring'''




						lowerCamelCase_							:		Union[str, Any]							   =							foo





					def __call__(				self					):







						'''simple docstring'''




						return self.foo


class 				__SCREAMING_SNAKE_CASE							(		datasets.Dataset  ):

					@fingerprint_transform(inplace=__lowercase					)
					def 	lowercase_							(				self ,       __lowercase ,       *__lowercase ,       **__lowercase					):







						'''simple docstring'''




						return DatasetChild(self.data ,       fingerprint=__lowercase					)





					@fingerprint_transform(inplace=__lowercase					)
					def 	lowercase_							(				self ,       __lowercase ,       *__lowercase ,       **__lowercase					):







						'''simple docstring'''




						return DatasetChild(self.data ,       fingerprint=__lowercase					)


class 				__SCREAMING_SNAKE_CASE							:

					def __init__(				self ,       __lowercase					):







						'''simple docstring'''




						lowerCamelCase_							:		List[str]							   =							callable

					def __call__(				self ,       *__lowercase ,       **__lowercase					):







						'''simple docstring'''




						if self.callable is not None:
							return self.callable(*__lowercase ,       **__lowercase					)





					def __getstate__(				self					):







						'''simple docstring'''




						raise pickle.PicklingError()


class 				__SCREAMING_SNAKE_CASE							(		lowerCamelCase  ):

					@require_transformers
					@pytest.mark.integration
					def 	lowercase_							(				self					):







						'''simple docstring'''




						from transformers import AutoTokenizer

						def encode(__lowercase					):
							return tokenizer(__lowercase					)

						# TODO: add hash consistency tests across sessions
						lowerCamelCase_							:		Tuple							   =							AutoTokenizer.from_pretrained('bert-base-uncased'					)
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Any							   =							mda(datasets.utils.py_utils.dumps(lambda __lowercase					: tokenizer(__lowercase					)					)					).hexdigest()
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Tuple							   =							AutoTokenizer.from_pretrained('bert-base-cased'					)
						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(lambda __lowercase					: tokenizer(__lowercase					)					)					).hexdigest()
						lowerCamelCase_							:		Dict							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		str							   =							AutoTokenizer.from_pretrained('bert-base-uncased'					)
						lowerCamelCase_							:		int							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Optional[Any]							   =							mda(datasets.utils.py_utils.dumps(lambda __lowercase					: tokenizer(__lowercase					)					)					).hexdigest()
						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					@require_transformers
					@pytest.mark.integration
					def 	lowercase_							(				self					):







						'''simple docstring'''




						from transformers import AutoTokenizer

						lowerCamelCase_							:		Union[str, Any]							   =							AutoTokenizer.from_pretrained('gpt2'					)
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						tokenizer('Hello world !'					)  # call once to change the tokenizer's cache
						lowerCamelCase_							:		Any							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)





					@require_regex
					def 	lowercase_							(				self					):







						'''simple docstring'''




						import regex

						lowerCamelCase_							:		List[Any]							   =							regex.Regex('foo'					)
						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		List[str]							   =							regex.Regex('bar'					)
						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		int							   =							regex.Regex('foo'					)
						lowerCamelCase_							:		int							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)


class 				__SCREAMING_SNAKE_CASE							(		lowerCamelCase  ):

					def 	lowercase_							(				self					):







						'''simple docstring'''




						def func():
							return foo

						lowerCamelCase_							:		Dict							   =							[0]
						lowerCamelCase_							:		Optional[int]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Tuple							   =							[1]
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Optional[int]							   =							[0]
						lowerCamelCase_							:		int							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						def func():
							pass

						lowerCamelCase_							:		str							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()

						def func():
							pass

						lowerCamelCase_							:		Dict							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(Foo([0]					)					)					).hexdigest()
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(Foo([1]					)					)					).hexdigest()
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(Foo([0]					)					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(Foo([0]					).__call__					)					).hexdigest()
						lowerCamelCase_							:		int							   =							mda(datasets.utils.py_utils.dumps(Foo([1]					).__call__					)					).hexdigest()
						lowerCamelCase_							:		Union[str, Any]							   =							mda(datasets.utils.py_utils.dumps(Foo([0]					).__call__					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		Dict							   =							(
						    '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(*__lowercase					):
							if hasattr(args[-3] ,       'encode'					):
								lowerCamelCase_							:		int							   =							list(__lowercase					)
								lowerCamelCase_							:		Any							   =							args[-3].encode()  # co_lnotab
								lowerCamelCase_							:		Optional[int]							   =							args[-10].encode()  # co_code
							if hasattr(__lowercase ,       'co_posonlyargcount'					):
								if len(__lowercase					) == 16:
									return CodeType(*__lowercase					)
								elif len(__lowercase					) == 15:
									return CodeType(args[0] ,       0 ,       *args[1:]					)
								return CodeType(args[0] ,       0 ,       0 ,       *args[1:]					)
							elif hasattr(__lowercase ,       'co_kwonlyargcount'					):
								if len(__lowercase					) == 16:
									return CodeType(args[0] ,       *args[2:]					)
								elif len(__lowercase					) == 15:
									return CodeType(*__lowercase					)
								return CodeType(args[0] ,       0 ,       *args[1:]					)
							if len(__lowercase					) == 16:
								return CodeType(args[0] ,       *args[3:]					)
							elif len(__lowercase					) == 15:
								return CodeType(args[0] ,       *args[2:]					)
							return CodeType(*__lowercase					)

						def create_ipython_func(__lowercase ,       __lowercase					):
							def func():
								return returned_obj

							lowerCamelCase_							:		Dict							   =							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'					):
								lowerCamelCase_							:		Optional[int]							   =							_create_code_pyaa(
								    *[getattr(__lowercase ,       __lowercase					) if k != 'co_filename' else co_filename for k in code_args_pyaa]					)
							else:
								lowerCamelCase_							:		Optional[int]							   =							code.replace(co_filename=__lowercase					)
							return FunctionType(__lowercase ,       func.__globals__ ,       func.__name__ ,       func.__defaults__ ,       func.__closure__					)

						lowerCamelCase_   ,			lowerCamelCase_							:		List[str]							   =							'<ipython-input-2-e0383a102aae>', [0]
						lowerCamelCase_							:		Optional[Any]							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						lowerCamelCase_   ,			lowerCamelCase_							:		int							   =							'<ipython-input-2-e0383a102aae>', [1]
						lowerCamelCase_							:		int							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						lowerCamelCase_   ,			lowerCamelCase_							:		Optional[int]							   =							'<ipython-input-5-713f6613acf3>', [0]
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

						lowerCamelCase_   ,			lowerCamelCase_							:		List[Any]							   =							os.path.join(gettempdir() ,       'ipykernel_12345' ,       '321456789.py'					), [0]
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						lowerCamelCase_   ,			lowerCamelCase_							:		List[str]							   =							os.path.join(gettempdir() ,       'ipykernel_12345' ,       '321456789.py'					), [1]
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						lowerCamelCase_   ,			lowerCamelCase_							:		Optional[int]							   =							os.path.join(gettempdir() ,       'ipykernel_12345' ,       '654123987.py'					), [0]
						lowerCamelCase_							:		Optional[Any]							   =							mda(datasets.utils.py_utils.dumps(create_ipython_func(__lowercase ,       __lowercase					)					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)





					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_   ,			lowerCamelCase_							:		Union[str, Any]							   =							[0], [1]

						def func():
							return foo, bar

						lowerCamelCase_							:		Any							   =							'__main__'

						def globalvars_mocka_side_effect(__lowercase ,       *__lowercase ,       **__lowercase					):
							return {"foo": foo, "bar": bar}

						def globalvars_mocka_side_effect(__lowercase ,       *__lowercase ,       **__lowercase					):
							return {"bar": bar, "foo": foo}

						with patch('dill.detect.globalvars' ,       side_effect=__lowercase					) as globalvars_mocka:
							lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
							self.assertGreater(globalvars_mocka.call_count ,       0					)
						with patch('dill.detect.globalvars' ,       side_effect=__lowercase					) as globalvars_mocka:
							lowerCamelCase_							:		Dict							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
							self.assertGreater(globalvars_mocka.call_count ,       0					)
						self.assertEqual(__lowercase ,       __lowercase					)


class 				__SCREAMING_SNAKE_CASE							(		lowerCamelCase  ):

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		Union[str, Any]							   =							Hasher.hash('hello'					)
						lowerCamelCase_							:		Dict							   =							Hasher.hash('hello'					)
						lowerCamelCase_							:		List[Any]							   =							Hasher.hash('there'					)
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		Any							   =							Hasher.hash(Foo('hello'					)					)
						lowerCamelCase_							:		Optional[int]							   =							Hasher.hash(Foo('hello'					)					)
						lowerCamelCase_							:		List[str]							   =							Hasher.hash(Foo('there'					)					)
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		List[str]							   =							Hasher()
						for x in ["hello", Foo('hello'					)]:
							hasher.update(__lowercase					)
						lowerCamelCase_							:		int							   =							hasher.hexdigest()
						lowerCamelCase_							:		Optional[Any]							   =							Hasher()
						for x in ["hello", Foo('hello'					)]:
							hasher.update(__lowercase					)
						lowerCamelCase_							:		List[str]							   =							hasher.hexdigest()
						lowerCamelCase_							:		List[Any]							   =							Hasher()
						for x in ["there", Foo('there'					)]:
							hasher.update(__lowercase					)
						lowerCamelCase_							:		Union[str, Any]							   =							hasher.hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						with self.assertRaises(pickle.PicklingError					):
							Hasher.hash(UnpicklableCallable(Foo('hello'					)					)					)

					def 	lowercase_							(				self					):







						'''simple docstring'''




						lowerCamelCase_							:		Tuple							   =							'abc'
						lowerCamelCase_							:		Tuple							   =							[string, string]  # two strings have the same ids
						lowerCamelCase_							:		List[Any]							   =							[string, string]
						lowerCamelCase_							:		List[Any]							   =							json.loads(f"[\"{string}\", \"{string}\"]"					)  # two strings have different ids
						self.assertIs(obja[0] ,       __lowercase					)
						self.assertIs(obja[0] ,       obja[1]					)
						self.assertIs(obja[0] ,       __lowercase					)
						self.assertIs(obja[0] ,       obja[1]					)
						self.assertIsNot(obja[0] ,       __lowercase					)
						self.assertIsNot(obja[0] ,       obja[1]					)
						lowerCamelCase_							:		Union[str, Any]							   =							Hasher.hash(__lowercase					)
						lowerCamelCase_							:		str							   =							Hasher.hash(__lowercase					)
						lowerCamelCase_							:		List[str]							   =							Hasher.hash(__lowercase					)
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertEqual(__lowercase ,       __lowercase					)

					@require_tiktoken
					def 	lowercase_							(				self					):







						'''simple docstring'''




						import tiktoken

						lowerCamelCase_							:		Dict							   =							tiktoken.get_encoding('gpt2'					)
						lowerCamelCase_							:		Dict							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Union[str, Any]							   =							tiktoken.get_encoding('r50k_base'					)
						lowerCamelCase_							:		Optional[int]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		str							   =							tiktoken.get_encoding('gpt2'					)
						lowerCamelCase_							:		List[Any]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)

					@require_torch
					def 	lowercase_							(				self					):







						'''simple docstring'''




						import torch

						lowerCamelCase_							:		Optional[int]							   =							torch.tensor([1.0]					)
						lowerCamelCase_							:		str							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		List[str]							   =							torch.tensor([2.0]					)
						lowerCamelCase_							:		Union[str, Any]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Optional[Any]							   =							torch.tensor([1.0]					)
						lowerCamelCase_							:		Tuple							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)





					@require_spacy
					@require_spacy_model('en_core_web_sm'					)
					@require_spacy_model('fr_core_news_sm'					)
					@pytest.mark.integration
					def 	lowercase_							(				self					):







						'''simple docstring'''




						import spacy

						lowerCamelCase_							:		Any							   =							spacy.load('en_core_web_sm'					)
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		List[Any]							   =							spacy.load('fr_core_news_sm'					)
						lowerCamelCase_							:		str							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						lowerCamelCase_							:		Dict							   =							spacy.load('en_core_web_sm'					)
						lowerCamelCase_							:		List[str]							   =							mda(datasets.utils.py_utils.dumps(__lowercase					)					).hexdigest()
						self.assertEqual(__lowercase ,       __lowercase					)
						self.assertNotEqual(__lowercase ,       __lowercase					)






@pytest.mark.integration
def 					snake_case					(							A			)							->							str:




	'''simple docstring'''


	lowerCamelCase_							:		Any							   =							tmp_path / 'dir1'
	lowerCamelCase_							:		Dict							   =							tmp_path / 'dir2'
	dira.mkdir()
	dira.mkdir()
	lowerCamelCase_							:		int							   =							'script.py'
	lowerCamelCase_							:		Dict							   =							dedent(
	    '\n    from datasets.fingerprint import Hasher\n    def foo():\n        pass\n    print(Hasher.hash(foo))\n    '			)
	lowerCamelCase_							:		int							   =							dira / script_filename
	lowerCamelCase_							:		List[Any]							   =							dira / script_filename
	with script_patha.open('w'			) as f:
		f.write(A			)
	with script_patha.open('w'			) as f:
		f.write(A			)
	lowerCamelCase_							:		Optional[int]							   =							subprocess.check_output(['python', str(A			)]			)
	lowerCamelCase_							:		List[str]							   =							subprocess.check_output(['python', str(A			)]			)
	assert fingerprinta == fingerprinta






def 					snake_case					(							)							->							Dict:




	'''simple docstring'''


	lowerCamelCase_							:		Dict							   =							{'a': [0, 1, 2]}
	lowerCamelCase_							:		Any							   =							DatasetChild(InMemoryTable.from_pydict(A			)			)
	lowerCamelCase_							:		Optional[int]							   =							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					(							)							->							str:




	'''simple docstring'''


	lowerCamelCase_							:		Union[str, Any]							   =							{'a': [0, 1, 2]}


	class 				__SCREAMING_SNAKE_CASE							(		datasets.Dataset  ):

						@fingerprint_transform(inplace=__lowercase					)
						def 	lowercase_							(				self ,       __lowercase					):







							'''simple docstring'''




							return DummyDatasetChild(self.data ,       fingerprint=__lowercase					)
	lowerCamelCase_							:		str							   =							DummyDatasetChild(InMemoryTable.from_pydict(A			)			).func()


	class 				__SCREAMING_SNAKE_CASE							(		datasets.Dataset  ):

						@fingerprint_transform(inplace=__lowercase ,       version='1.0.0'					)
						def 	lowercase_							(				self ,       __lowercase					):







							'''simple docstring'''




							return DummyDatasetChild(self.data ,       fingerprint=__lowercase					)
	lowerCamelCase_							:		int							   =							DummyDatasetChild(InMemoryTable.from_pydict(A			)			).func()


	class 				__SCREAMING_SNAKE_CASE							(		datasets.Dataset  ):

						@fingerprint_transform(inplace=__lowercase ,       version='2.0.0'					)
						def 	lowercase_							(				self ,       __lowercase					):







							'''simple docstring'''




							return DummyDatasetChild(self.data ,       fingerprint=__lowercase					)
	lowerCamelCase_							:		Optional[int]							   =							DummyDatasetChild(InMemoryTable.from_pydict(A			)			).func()

	assert len({fingeprint_no_version, fingeprint_a, fingeprint_a}			) == 3






def 					snake_case					(							)							->							Dict:




	'''simple docstring'''


	lowerCamelCase_							:		str							   =							Hasher()
	hasher.update(lambda A			: x			)







"""simple docstring"""





from ctypes import c_float, sizeof
from enum import Enum
from typing import TYPE_CHECKING, Optional, Union


if TYPE_CHECKING:
    from .. import AutoFeatureExtractor, AutoProcessor, AutoTokenizer  # tests_ignore





class 			snake_case		(   __UpperCAmelCase   ):
      lowerCamelCase__						= c_float

      @property
      def 						SCREAMING_SNAKE_CASE_			(			self   :Optional[Any]						):
       return sizeof(self.value						)







def 		lowerCAmelCase_	(  lowercase_   :							int ,      lowercase_   :							int ,      lowercase_   :							int = 0		):

 '''simple docstring'''






 if dimension <= 0:
  __SCREAMING_SNAKE_CASE :			str												=       fixed_dimension

 dimension -= num_token_to_add
 return dimension




def 		lowerCAmelCase_	(  lowercase_   :							int ,      lowercase_   :							ParameterFormat		):

 '''simple docstring'''






 return num_parameters * dtype.size






def 		lowerCAmelCase_	(  lowercase_   :							str		):

 '''simple docstring'''






 from .. import AutoFeatureExtractor, AutoProcessor, AutoTokenizer  # tests_ignore

 try:
  return AutoProcessor.from_pretrained(lowercase_		)
 except (ValueError, OSError, KeyError):
  __SCREAMING_SNAKE_CASE							,      __SCREAMING_SNAKE_CASE :			int												=       None, None
  try:
   __SCREAMING_SNAKE_CASE :			Optional[Any]												=       AutoTokenizer.from_pretrained(lowercase_		)
  except (OSError, KeyError):
   pass
  try:
   __SCREAMING_SNAKE_CASE :			Optional[Any]												=       AutoFeatureExtractor.from_pretrained(lowercase_		)
  except (OSError, KeyError):
   pass

  if tokenizer is not None and feature_extractor is not None:
   raise ValueError(
       F'''Couldn\'t auto-detect preprocessor for {model_name}. Found both a tokenizer and a feature extractor.'''		)
  elif tokenizer is None and feature_extractor is None:
   return None
  elif tokenizer is not None:
   return tokenizer
  else:
   return feature_extractor

