"""simple docstring"""


from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available, is_vision_available


__UpperCamelCase								=    {
    '''configuration_flava''': [
        '''FLAVA_PRETRAINED_CONFIG_ARCHIVE_MAP''',
        '''FlavaConfig''',
        '''FlavaImageCodebookConfig''',
        '''FlavaImageConfig''',
        '''FlavaMultimodalConfig''',
        '''FlavaTextConfig''',
    ],
}

try:
    if not is_vision_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __UpperCamelCase								=    ['''FlavaFeatureExtractor''']
    __UpperCamelCase								=    ['''FlavaImageProcessor''']
    __UpperCamelCase								=    ['''FlavaProcessor''']

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __UpperCamelCase								=    [
        '''FLAVA_PRETRAINED_MODEL_ARCHIVE_LIST''',
        '''FlavaForPreTraining''',
        '''FlavaImageCodebook''',
        '''FlavaImageModel''',
        '''FlavaModel''',
        '''FlavaMultimodalModel''',
        '''FlavaPreTrainedModel''',
        '''FlavaTextModel''',
    ]

if TYPE_CHECKING:
    from .configuration_flava import (
        FLAVA_PRETRAINED_CONFIG_ARCHIVE_MAP,
        FlavaConfig,
        FlavaImageCodebookConfig,
        FlavaImageConfig,
        FlavaMultimodalConfig,
        FlavaTextConfig,
    )

    try:
        if not is_vision_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .feature_extraction_flava import FlavaFeatureExtractor
        from .image_processing_flava import FlavaImageProcessor
        from .processing_flava import FlavaProcessor

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_flava import (
            FLAVA_PRETRAINED_MODEL_ARCHIVE_LIST,
            FlavaForPreTraining,
            FlavaImageCodebook,
            FlavaImageModel,
            FlavaModel,
            FlavaMultimodalModel,
            FlavaPreTrainedModel,
            FlavaTextModel,
        )

else:
    import sys

    __UpperCamelCase								=    _LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)


"""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								=    -1 if torch_device == '''cpu''' else 0




@is_pipeline_test
class 				UpperCamelCase      (       unittest.TestCase     ):
       SCREAMING_SNAKE_CASE_				=   MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
       SCREAMING_SNAKE_CASE_				=   TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING







       def 	a_		(				self,							lowerCAmelCase__,							lowerCAmelCase__,							lowerCAmelCase__)   ->   int:
            snake_case_       =      SummarizationPipeline(model=lowerCAmelCase__,							tokenizer=lowerCAmelCase__)
            return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]







       def 	a_		(				self,							lowerCAmelCase__,							lowerCAmelCase__)   ->   Union[str, Any]:
            snake_case_       =      summarizer.model

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

            snake_case_       =      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.
            snake_case_       =      [
                '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__):
                           snake_case_       =      summarizer('This ' * 1000)
            snake_case_       =      summarizer('This ' * 1000,							truncation=TruncationStrategy.ONLY_FIRST)







       @require_torch
       def 	a_		(				self)   ->   Union[str, Any]:
            snake_case_       =      pipeline(task='summarization',							model='sshleifer/tiny-mbart',							framework='pt')
            snake_case_       =      summarizer('This is a small test')
            self.assertEqual(
                lowerCAmelCase__,							[
                    {
                        'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                    }
                ],							)







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







       @require_torch
       @slow
       def 	a_		(				self)   ->   List[str]:
            snake_case_       =      pipeline(task='summarization',							device=lowerCAmelCase__)
            snake_case_       =      (
                ' (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.'
            )
            snake_case_       =      (
                ' 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 .'
            )
            snake_case_       =      summarizer(lowerCAmelCase__)
            self.assertEqual(result[0]['summary_text'],							lowerCAmelCase__)

