

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__     :					int								=			-1 if torch_device == "cpu" else 0



@is_pipeline_test
class 					__snake_case     (			unittest.TestCase				):
  __lowerCAmelCase   :		List[Any]         =     MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
  __lowerCAmelCase   :		Optional[Any]         =     TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING

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

  def   lowerCAmelCase__   (    self  ,						_A  ,						_A):
      SCREAMING_SNAKE_CASE_													=  summarizer.model

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

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

      # Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
      SCREAMING_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(_A  ,						_A)
              and get_gpu_count() > 0
              and len(summarizer.model.trainable_weights) > 0
          ):
              with self.assertRaises(_A):
                  SCREAMING_SNAKE_CASE_													=  summarizer('This ' * 1000)
      SCREAMING_SNAKE_CASE_													=  summarizer('This ' * 1000  ,						truncation=TruncationStrategy.ONLY_FIRST)

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

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


  @require_torch
  @slow
  def   lowerCAmelCase__   (    self):
      SCREAMING_SNAKE_CASE_													=  pipeline(task='summarization'  ,						device=_A)
      SCREAMING_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.'
      )
      SCREAMING_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 .'
      )
      SCREAMING_SNAKE_CASE_													=  summarizer(_A)
      self.assertEqual(result[0]['summary_text']  ,						_A)





from typing import TYPE_CHECKING

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


UpperCamelCase__     :					Dict								=			{
    "configuration_donut_swin": ["DONUT_SWIN_PRETRAINED_CONFIG_ARCHIVE_MAP", "DonutSwinConfig"],
    "processing_donut": ["DonutProcessor"],
}

try:
       if not is_torch_available():
              raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
       pass
else:
       UpperCamelCase__     :					Optional[int]								=			[
           "DONUT_SWIN_PRETRAINED_MODEL_ARCHIVE_LIST",
           "DonutSwinModel",
           "DonutSwinPreTrainedModel",
       ]

try:
       if not is_vision_available():
              raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
       pass
else:
       UpperCamelCase__     :					List[Any]								=			["DonutFeatureExtractor"]
       UpperCamelCase__     :					Dict								=			["DonutImageProcessor"]


if TYPE_CHECKING:
       from .configuration_donut_swin import DONUT_SWIN_PRETRAINED_CONFIG_ARCHIVE_MAP, DonutSwinConfig
       from .processing_donut import DonutProcessor

       try:
              if not is_torch_available():
                     raise OptionalDependencyNotAvailable()
       except OptionalDependencyNotAvailable:
              pass
       else:
              from .modeling_donut_swin import (
                  DONUT_SWIN_PRETRAINED_MODEL_ARCHIVE_LIST,
                  DonutSwinModel,
                  DonutSwinPreTrainedModel,
              )

       try:
              if not is_vision_available():
                     raise OptionalDependencyNotAvailable()
       except OptionalDependencyNotAvailable:
              pass
       else:
              from .feature_extraction_donut import DonutFeatureExtractor
              from .image_processing_donut import DonutImageProcessor

else:
       import sys

       UpperCamelCase__     :					Tuple								=			_LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)


