




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


lowercase_     :    Optional[int]      =			-1 if torch_device == 'cpu' else 0






@is_pipeline_test
class    __lowerCAmelCase			(	unittest.TestCase			):
			snake_case_				:			Dict								=					MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
			snake_case_				:			Any								=					TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING







			def UpperCamelCase      (	self   :      Tuple   ,   snake_case__   :      str   ,   snake_case__   :      Union[str, Any]   ,   snake_case__   :      List[Any]				):




									"""simple docstring"""


									_UpperCAmelCase													=					SummarizationPipeline(model=snake_case__   ,   tokenizer=snake_case__				)
									return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]







			def UpperCamelCase      (	self   :      List[str]   ,   snake_case__   :      Tuple   ,   snake_case__   :      Tuple				):




									"""simple docstring"""


									_UpperCAmelCase													=					summarizer.model

									_UpperCAmelCase													=					summarizer("(CNN)The Palestinian Authority officially became"				)
									self.assertEqual(snake_case__   ,   [{"summary_text": ANY(snake_case__				)}]				)

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

									# Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
									_UpperCAmelCase													=					[
									    "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(snake_case__   ,   snake_case__				)
															    and get_gpu_count() > 0
															    and len(summarizer.model.trainable_weights				) > 0
															):
																					with self.assertRaises(snake_case__				):
																											_UpperCAmelCase													=					summarizer("This " * 1_000				)
									_UpperCAmelCase													=					summarizer("This " * 1_000   ,   truncation=TruncationStrategy.ONLY_FIRST				)







			@require_torch
			def UpperCamelCase      (	self   :      List[Any]				):




									"""simple docstring"""


									_UpperCAmelCase													=					pipeline(task="summarization"   ,   model="sshleifer/tiny-mbart"   ,   framework="pt"				)
									_UpperCAmelCase													=					summarizer("This is a small test"				)
									self.assertEqual(
									    snake_case__   ,   [
									        {
									            "summary_text": "เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป"
									        }
									    ]   ,   )







			@require_tf
			def UpperCamelCase      (	self   :      List[str]				):




									"""simple docstring"""


									_UpperCAmelCase													=					pipeline(task="summarization"   ,   model="sshleifer/tiny-mbart"   ,   framework="tf"				)
									_UpperCAmelCase													=					summarizer("This is a small test"				)
									self.assertEqual(
									    snake_case__   ,   [
									        {
									            "summary_text": "เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป"
									        }
									    ]   ,   )







			@require_torch
			@slow
			def UpperCamelCase      (	self   :      int				):




									"""simple docstring"""


									_UpperCAmelCase													=					pipeline(task="summarization"   ,   device=snake_case__				)
									_UpperCAmelCase													=					(
									    " (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."
									)
									_UpperCAmelCase													=					(
									    " 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 ."
									)
									_UpperCAmelCase													=					summarizer(snake_case__				)
									self.assertEqual(result[0]["summary_text"]   ,   snake_case__				)










from __future__ import annotations


def 							__SCREAMING_SNAKE_CASE  (      snake_case_						):

						'''simple docstring'''


						if len(snake_case_						) == 0:
												raise ValueError("find_max() arg is an empty sequence"						)
						_UpperCAmelCase													=					nums[0]
						for x in nums:
												if x > max_num:
																		_UpperCAmelCase													=					x
						return max_num


if __name__ == "__main__":
				import doctest

				doctest.testmod(verbose=True)




