






"""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


_UpperCamelCase		:  List[str]						=		-1 if torch_device == 'cpu' else 0

@is_pipeline_test
class 	a					(       unittest.TestCase     ):
    UpperCAmelCase_			:					str     					=MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
    UpperCAmelCase_			:					Dict     					=TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING







    def       UpperCamelCase_				(      self							,		_lowerCamelCase							,		_lowerCamelCase							,		_lowerCamelCase	):
      lowercase							   =	SummarizationPipeline(model=_lowerCamelCase							,		tokenizer=_lowerCamelCase	)
      return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]







    def       UpperCamelCase_				(      self							,		_lowerCamelCase							,		_lowerCamelCase	):
      lowercase							   =	summarizer.model

      lowercase							   =	summarizer('(CNN)The Palestinian Authority officially became'	)
      self.assertEqual(_lowerCamelCase							,		[{'summary_text': ANY(_lowerCamelCase	)}]	)

      lowercase							   =	summarizer(
          '(CNN)The Palestinian Authority officially became '							,		num_beams=2							,		min_length=2							,		max_length=5							,		)
      self.assertEqual(_lowerCamelCase							,		[{'summary_text': ANY(_lowerCamelCase	)}]	)

      # Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
      lowercase							   =	[
          '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(_lowerCamelCase							,		_lowerCamelCase	)
            and get_gpu_count() > 0
            and len(summarizer.model.trainable_weights	) > 0
        ):
          with self.assertRaises(_lowerCamelCase	):
            lowercase							   =	summarizer('This ' * 1_0_0_0	)
      lowercase							   =	summarizer('This ' * 1_0_0_0							,		truncation=TruncationStrategy.ONLY_FIRST	)







    @require_torch
    def       UpperCamelCase_				(      self	):
      lowercase							   =	pipeline(task='summarization'							,		model='sshleifer/tiny-mbart'							,		framework='pt'	)
      lowercase							   =	summarizer('This is a small test'	)
      self.assertEqual(
          _lowerCamelCase							,		[
              {
                  'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
              }
          ]							,		)







    @require_tf
    def       UpperCamelCase_				(      self	):
      lowercase							   =	pipeline(task='summarization'							,		model='sshleifer/tiny-mbart'							,		framework='tf'	)
      lowercase							   =	summarizer('This is a small test'	)
      self.assertEqual(
          _lowerCamelCase							,		[
              {
                  'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
              }
          ]							,		)







    @require_torch
    @slow
    def       UpperCamelCase_				(      self	):
      lowercase							   =	pipeline(task='summarization'							,		device=_lowerCamelCase	)
      lowercase							   =	(
          ' (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.'
      )
      lowercase							   =	(
          ' 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 .'
      )
      lowercase							   =	summarizer(_lowerCamelCase	)
      self.assertEqual(result[0]['summary_text']							,		_lowerCamelCase	)










"""simple docstring"""



from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_UpperCamelCase		:  str						=		{
    'configuration_wav2vec2_conformer': [
        'WAV2VEC2_CONFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP',
        'Wav2Vec2ConformerConfig',
    ],
}


try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    _UpperCamelCase		:  str						=		[
        'WAV2VEC2_CONFORMER_PRETRAINED_MODEL_ARCHIVE_LIST',
        'Wav2Vec2ConformerForAudioFrameClassification',
        'Wav2Vec2ConformerForCTC',
        'Wav2Vec2ConformerForPreTraining',
        'Wav2Vec2ConformerForSequenceClassification',
        'Wav2Vec2ConformerForXVector',
        'Wav2Vec2ConformerModel',
        'Wav2Vec2ConformerPreTrainedModel',
    ]

if TYPE_CHECKING:
    from .configuration_wavaveca_conformer import (
        WAV2VEC2_CONFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP,
        WavaVecaConformerConfig,
    )

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_wavaveca_conformer import (
            WAV2VEC2_CONFORMER_PRETRAINED_MODEL_ARCHIVE_LIST,
            WavaVecaConformerForAudioFrameClassification,
            WavaVecaConformerForCTC,
            WavaVecaConformerForPreTraining,
            WavaVecaConformerForSequenceClassification,
            WavaVecaConformerForXVector,
            WavaVecaConformerModel,
            WavaVecaConformerPreTrainedModel,
        )

else:
    import sys

    _UpperCamelCase		:  Union[str, Any]						=		_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)


