code: 
  
  
  
  
  
  
  """simple docstring"""
  import unittest
  
  from transformers import (
      MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING,
      TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING,
      SummarizationPipeline,
      TFPreTrainedModel,
      pipeline,
  )
  from transformers.testing_utils import get_gpu_count, is_pipeline_test, require_tf, require_torch, slow, torch_device
  from transformers.tokenization_utils import TruncationStrategy
  
  from .test_pipelines_common import ANY
  
  
  snake_case   :   Dict    		=		-1 if torch_device == """cpu""" else 0
  
  
  
  @is_pipeline_test
  class 					UpperCamelCase__   (							unittest.TestCase):
  
  
  
  
  
  
  
      """simple docstring"""
      __UpperCAmelCase											=   MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
      __UpperCAmelCase											=   TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
  
  
  
  
  
  
  
      def 							a__ (		self   :  int							,						UpperCamelCase_   :  str							,						UpperCamelCase_   :  int							,						UpperCamelCase_   :  Union[str, Any]   ):
  
  
  
  
  
             '''simple docstring'''
  
             __magic_name__										=						SummarizationPipeline(model=UpperCamelCase_							,						tokenizer=UpperCamelCase_   )
             return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]
  
  
  
  
  
  
  
      def 							a__ (		self   :  List[Any]							,						UpperCamelCase_   :  Dict							,						UpperCamelCase_   :  Any   ):
  
  
  
  
  
             '''simple docstring'''
  
             __magic_name__										=						summarizer.model
  
             __magic_name__										=						summarizer('(CNN)The Palestinian Authority officially became'   )
             self.assertEqual(UpperCamelCase_							,						[{'summary_text': ANY(UpperCamelCase_   )}]   )
  
             __magic_name__										=						summarizer(
                 '(CNN)The Palestinian Authority officially became '							,						num_beams=2							,						min_length=2							,						max_length=5							,						)
             self.assertEqual(UpperCamelCase_							,						[{'summary_text': ANY(UpperCamelCase_   )}]   )
  
             # Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
             __magic_name__										=						[
                 'SwitchTransformersConfig',
                 'T5Config',
                 'LongT5Config',
                 'LEDConfig',
                 'PegasusXConfig',
                 'FSMTConfig',
                 'M2M100Config',
                 'ProphetNetConfig',  # positional embeddings up to a fixed maximum size (otherwise clamping the values)
             ]
             if model.config.__class__.__name__ not in model_can_handle_longer_seq:
                    # Too long and exception is expected.
                    # For TF models, if the weights are initialized in GPU context, we won't get expected index error from
                    # the embedding layer.
                    if not (
                        isinstance(UpperCamelCase_							,						UpperCamelCase_   )
                        and get_gpu_count() > 0
                        and len(summarizer.model.trainable_weights   ) > 0
                    ):
                           with self.assertRaises(UpperCamelCase_   ):
                                  __magic_name__										=						summarizer('This ' * 1_0_0_0   )
             __magic_name__										=						summarizer('This ' * 1_0_0_0							,						truncation=TruncationStrategy.ONLY_FIRST   )
  
  
  
  
  
  
  
      @require_torch
      def 							a__ (		self   :  Dict   ):
  
  
  
  
  
             '''simple docstring'''
  
             __magic_name__										=						pipeline(task='summarization'							,						model='sshleifer/tiny-mbart'							,						framework='pt'   )
             __magic_name__										=						summarizer('This is a small test'   )
             self.assertEqual(
                 UpperCamelCase_							,						[
                     {
                         'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                     }
                 ]							,						)
  
  
  
  
  
  
  
      @require_tf
      def 							a__ (		self   :  Tuple   ):
  
  
  
  
  
             '''simple docstring'''
  
             __magic_name__										=						pipeline(task='summarization'							,						model='sshleifer/tiny-mbart'							,						framework='tf'   )
             __magic_name__										=						summarizer('This is a small test'   )
             self.assertEqual(
                 UpperCamelCase_							,						[
                     {
                         'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                     }
                 ]							,						)
  
  
  
  
  
  
  
      @require_torch
      @slow
      def 							a__ (		self   :  List[str]   ):
  
  
  
  
  
             '''simple docstring'''
  
             __magic_name__										=						pipeline(task='summarization'							,						device=UpperCamelCase_   )
             __magic_name__										=						(
                 ' (CNN)The Palestinian Authority officially became the 123rd member of the International Criminal Court on'
                 ' Wednesday, a step that gives the court jurisdiction over alleged crimes in Palestinian territories. The'
                 ' formal accession was marked with a ceremony at The Hague, in the Netherlands, where the court is based.'
                 ' The Palestinians signed the ICC\'s founding Rome Statute in January, when they also accepted its'
                 ' jurisdiction over alleged crimes committed "in the occupied Palestinian territory, including East'
                 ' Jerusalem, since June 13, 2014." Later that month, the ICC opened a preliminary examination into the'
                 ' situation in Palestinian territories, paving the way for possible war crimes investigations against'
                 ' Israelis. As members of the court, Palestinians may be subject to counter-charges as well. Israel and'
                 ' the United States, neither of which is an ICC member, opposed the Palestinians\' efforts to join the'
                 ' body. But Palestinian Foreign Minister Riad al-Malki, speaking at Wednesday\'s ceremony, said it was a'
                 ' move toward greater justice. "As Palestine formally becomes a State Party to the Rome Statute today, the'
                 ' world is also a step closer to ending a long era of impunity and injustice," he said, according to an'
                 ' ICC news release. "Indeed, today brings us closer to our shared goals of justice and peace." Judge'
                 ' Kuniko Ozaki, a vice president of the ICC, said acceding to the treaty was just the first step for the'
                 ' Palestinians. "As the Rome Statute today enters into force for the State of Palestine, Palestine'
                 ' acquires all the rights as well as responsibilities that come with being a State Party to the Statute.'
                 ' These are substantive commitments, which cannot be taken lightly," she said. Rights group Human Rights'
                 ' Watch welcomed the development. "Governments seeking to penalize Palestine for joining the ICC should'
                 ' immediately end their pressure, and countries that support universal acceptance of the court\'s treaty'
                 ' should speak out to welcome its membership," said Balkees Jarrah, international justice counsel for the'
                 ' group. \"What\'s objectionable is the attempts to undermine international justice, not Palestine\'s'
                 ' decision to join a treaty to which over 100 countries around the world are members." In January, when'
                 ' the preliminary ICC examination was opened, Israeli Prime Minister Benjamin Netanyahu described it as an'
                 ' outrage, saying the court was overstepping its boundaries. The United States also said it "strongly"'
                 ' disagreed with the court\'s decision. \"As we have said repeatedly, we do not believe that Palestine is a'
                 ' state and therefore we do not believe that it is eligible to join the ICC," the State Department said in'
                 ' a statement. It urged the warring sides to resolve their differences through direct negotiations. "We'
                 ' will continue to oppose actions against Israel at the ICC as counterproductive to the cause of peace,"'
                 ' it said. But the ICC begs to differ with the definition of a state for its purposes and refers to the'
                 ' territories as "Palestine." While a preliminary examination is not a formal investigation, it allows the'
                 ' court to review evidence and determine whether to investigate suspects on both sides. Prosecutor Fatou'
                 ' Bensouda said her office would "conduct its analysis in full independence and impartiality." The war'
                 ' between Israel and Hamas militants in Gaza last summer left more than 2,000 people dead. The inquiry'
                 ' will include alleged war crimes committed since June. The International Criminal Court was set up in'
                 ' 2002 to prosecute genocide, crimes against humanity and war crimes. CNN\'s Vasco Cotovio, Kareem Khadder'
                 ' and Faith Karimi contributed to this report.'
             )
             __magic_name__										=						(
                 ' The Palestinian Authority becomes the 123rd member of the International Criminal Court . The move gives'
                 ' the court jurisdiction over alleged crimes in Palestinian territories . Israel and the United States'
                 ' opposed the Palestinians\' efforts to join the court . Rights group Human Rights Watch welcomes the move,'
                 ' says governments seeking to penalize Palestine should end pressure .'
             )
             __magic_name__										=						summarizer(UpperCamelCase_   )
             self.assertEqual(result[0]['summary_text']							,						UpperCamelCase_   )
style_context: 
  
  
  
  
  
  
  """simple docstring"""
  from typing import TYPE_CHECKING
  
  from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tokenizers_available, is_torch_available
  
  
  snake_case   :   Optional[int]    		=		{
      """configuration_splinter""": ["""SPLINTER_PRETRAINED_CONFIG_ARCHIVE_MAP""", """SplinterConfig"""],
      """tokenization_splinter""": ["""SplinterTokenizer"""],
  }
  
  try:
   if not is_tokenizers_available():
    raise OptionalDependencyNotAvailable()
  except OptionalDependencyNotAvailable:
   pass
  else:
   snake_case   :   Dict    		=		["""SplinterTokenizerFast"""]
  
  try:
   if not is_torch_available():
    raise OptionalDependencyNotAvailable()
  except OptionalDependencyNotAvailable:
   pass
  else:
   snake_case   :   Dict    		=		[
       """SPLINTER_PRETRAINED_MODEL_ARCHIVE_LIST""",
       """SplinterForQuestionAnswering""",
       """SplinterForPreTraining""",
       """SplinterLayer""",
       """SplinterModel""",
       """SplinterPreTrainedModel""",
   ]
  
  
  if TYPE_CHECKING:
   from .configuration_splinter import SPLINTER_PRETRAINED_CONFIG_ARCHIVE_MAP, SplinterConfig
   from .tokenization_splinter import SplinterTokenizer
  
   try:
    if not is_tokenizers_available():
     raise OptionalDependencyNotAvailable()
   except OptionalDependencyNotAvailable:
    pass
   else:
    from .tokenization_splinter_fast import SplinterTokenizerFast
  
   try:
    if not is_torch_available():
     raise OptionalDependencyNotAvailable()
   except OptionalDependencyNotAvailable:
    pass
   else:
    from .modeling_splinter import (
        SPLINTER_PRETRAINED_MODEL_ARCHIVE_LIST,
        SplinterForPreTraining,
        SplinterForQuestionAnswering,
        SplinterLayer,
        SplinterModel,
        SplinterPreTrainedModel,
    )
  
  
  else:
   import sys
  
   snake_case   :   List[str]    		=		_LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)