
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


SCREAMING_SNAKE_CASE							:Union[str, Any]											=       -1 if torch_device == 'cpu' else 0





@is_pipeline_test
class 							UpperCAmelCase   (						unittest.TestCase						):




	'''simple docstring'''





	snake_case_      					=  MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
	snake_case_      					=  TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING






	def        UpperCamelCase_						( self      :				List[str]							,A      :				Tuple							,A      :				List[str]							,A      :				Union[str, Any]				):
					__A         =				SummarizationPipeline(model=A							,tokenizer=A				)
					return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]






	def        UpperCamelCase_						( self      :				str							,A      :				Optional[int]							,A      :				Optional[int]				):
					__A         =				summarizer.model

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

					__A         =				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.
					__A         =				[
					    "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				):
																	__A         =				summarizer("This " * 10_00				)
					__A         =				summarizer("This " * 10_00							,truncation=TruncationStrategy.ONLY_FIRST				)






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






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







	@require_torch
	@slow
	def        UpperCamelCase_						( self      :				str				):
					__A         =				pipeline(task="summarization"							,device=A				)
					__A         =				(
					    " (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."
					)
					__A         =				(
					    " 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 ."
					)
					__A         =				summarizer(A				)
					self.assertEqual(result[0]["summary_text"]							,A				)


def 		UpperCAmelCase    (			a_		)	->			int:







				"""simple docstring"""



				__A         =				str(a_		).strip()
				if not oct_string:
								raise ValueError("Empty string was passed to the function"		)
				__A         =				oct_string[0] == "-"
				if is_negative:
								__A         =				oct_string[1:]
				if not oct_string.isdigit() or not all(0 <= int(a_		) <= 7 for char in oct_string		):
								raise ValueError("Non-octal value was passed to the function"		)
				__A         =				0
				for char in oct_string:
								__A         =				8 * decimal_number + int(a_		)
				if is_negative:
								__A         =				-decimal_number
				return decimal_number


if __name__ == "__main__":
					from doctest import testmod

					testmod()
