



import importlib
import inspect
from functools import wraps
from typing import TYPE_CHECKING, Optional, Union

from .download.streaming_download_manager import (
    xbasename,
    xdirname,
    xet_parse,
    xexists,
    xgetsize,
    xglob,
    xgzip_open,
    xisdir,
    xisfile,
    xjoin,
    xlistdir,
    xnumpy_load,
    xopen,
    xpandas_read_csv,
    xpandas_read_excel,
    xPath,
    xrelpath,
    xsio_loadmat,
    xsplit,
    xsplitext,
    xwalk,
    xxml_dom_minidom_parse,
)
from .utils.logging import get_logger
from .utils.patching import patch_submodule
from .utils.py_utils import get_imports


UpperCamelCase_	       =   get_logger(__name__)


if TYPE_CHECKING:
							from .builder import DatasetBuilder







def 				A			(		__UpperCAmelCase							,					__UpperCAmelCase = None	)       ->       Dict:



						'''simple docstring'''






						UpperCAmelCase_     							=     importlib.import_module(__UpperCAmelCase	)

						# TODO(QL): always update the module to add subsequent new authentication
						if hasattr(__UpperCAmelCase							,					'''_patched_for_streaming'''	) and module._patched_for_streaming:
												return

						def wrap_auth(__UpperCAmelCase	):
												@wraps(__UpperCAmelCase	)
												def wrapper(*__UpperCAmelCase							,					**__UpperCAmelCase	):
																		return function(*__UpperCAmelCase							,					use_auth_token=__UpperCAmelCase							,					**__UpperCAmelCase	)

												UpperCAmelCase_     							=     '''wrap_auth'''
												return wrapper

						# open files in a streaming fashion
						patch_submodule(__UpperCAmelCase							,					'''open'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.listdir'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.walk'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''glob.glob'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						# allow to navigate in remote zip files
						patch_submodule(__UpperCAmelCase							,					'''os.path.join'''							,					__UpperCAmelCase	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.dirname'''							,					__UpperCAmelCase	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.basename'''							,					__UpperCAmelCase	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.relpath'''							,					__UpperCAmelCase	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.split'''							,					__UpperCAmelCase	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.splitext'''							,					__UpperCAmelCase	).start()
						# allow checks on paths
						patch_submodule(__UpperCAmelCase							,					'''os.path.exists'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.isdir'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.isfile'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''os.path.getsize'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''pathlib.Path'''							,					__UpperCAmelCase	).start()
						# file readers
						patch_submodule(__UpperCAmelCase							,					'''gzip.open'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''numpy.load'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''pandas.read_csv'''							,					wrap_auth(__UpperCAmelCase	)							,					attrs=['''__version__''']	).start()
						patch_submodule(__UpperCAmelCase							,					'''pandas.read_excel'''							,					wrap_auth(__UpperCAmelCase	)							,					attrs=['''__version__''']	).start()
						patch_submodule(__UpperCAmelCase							,					'''scipy.io.loadmat'''							,					wrap_auth(__UpperCAmelCase	)							,					attrs=['''__version__''']	).start()
						patch_submodule(__UpperCAmelCase							,					'''xml.etree.ElementTree.parse'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						patch_submodule(__UpperCAmelCase							,					'''xml.dom.minidom.parse'''							,					wrap_auth(__UpperCAmelCase	)	).start()
						UpperCAmelCase_     							=     True







def 				A			(		__UpperCAmelCase	)       ->       Union[str, Any]:



						'''simple docstring'''






						extend_module_for_streaming(builder.__module__							,					use_auth_token=builder.use_auth_token	)
						# if needed, we also have to extend additional internal imports (like wmt14 -> wmt_utils)
						if not builder.__module__.startswith('''datasets.'''	):  # check that it's not a packaged builder like csv
												for imports in get_imports(inspect.getfile(builder.__class__	)	):
																		if imports[0] == "internal":
																								UpperCAmelCase_     							=     imports[1]
																								UpperCAmelCase_     							=     '''.'''.join(builder.__module__.split('''.'''	)[:-1] + [internal_import_name]	)
																								extend_module_for_streaming(__UpperCAmelCase							,					use_auth_token=builder.use_auth_token	)

    # builders can inherit from other builders that might use streaming functionality
    # (for example, ImageFolder and AudioFolder inherit from FolderBuilder which implements examples generation)
    # but these parents builders are not patched automatically as they are not instantiated, so we patch them here
						from .builder import DatasetBuilder

						UpperCAmelCase_     							=     [
						    cls.__module__
						    for cls in type(__UpperCAmelCase	).__mro__[1:]  # make sure it's not the same module we've already patched
						    if issubclass(cls							,					__UpperCAmelCase	) and cls.__module__ != DatasetBuilder.__module__
						]  # check it's not a standard builder from datasets.builder
						for module in parent_builder_modules:
												extend_module_for_streaming(__UpperCAmelCase							,					use_auth_token=builder.use_auth_token	)









import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device


if is_torch_available():
       import torch

       from transformers import CamembertModel


@require_torch
@require_sentencepiece
@require_tokenizers
class        A_					(       unittest.TestCase    ):




      '''simple docstring'''


      @slow
      def      _snake_case	(				self:       Any				):
       __lowerCamelCase		:							Dict							=						CamembertModel.from_pretrained('camembert-base'				)
       model.to(a				)

       __lowerCamelCase		:							List[Any]							=						torch.tensor(
           [[5, 121, 11, 660, 16, 730, 2_5543, 110, 83, 6]]						,      device=a						,      dtype=torch.long						,      )  # J'aime le camembert !
       with torch.no_grad():
        __lowerCamelCase		:							Tuple							=						model(a				)['last_hidden_state']
       __lowerCamelCase		:							Union[str, Any]							=						torch.Size((1, 10, 768)				)
       self.assertEqual(output.shape						,      a				)
       # compare the actual values for a slice.
       __lowerCamelCase		:							Tuple							=						torch.tensor(
           [[[-0.0_2_5_4, 0.0_2_3_5, 0.1_0_2_7], [0.0_6_0_6, -0.1_8_1_1, -0.0_4_1_8], [-0.1_5_6_1, -0.1_1_2_7, 0.2_6_8_7]]]						,      device=a						,      dtype=torch.float						,      )
       # camembert = torch.hub.load('pytorch/fairseq', 'camembert.v0')
       # camembert.eval()
       # expected_slice = roberta.model.forward(input_ids)[0][:, :3, :3].detach()

       self.assertTrue(torch.allclose(output[:, :3, :3]						,      a						,      atol=1e-4				)				)

