
"""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


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




@is_pipeline_test
class      UpperCamelCase	(       unittest.TestCase      ):

				"""simple docstring"""



				UpperCAmelCase_				:      Union[str, Any]						  =				MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
				UpperCAmelCase_				:      Any						  =				TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING


				def 							A					(				self		,	lowercase__		,	lowercase__		,	lowercase__			)    ->    Any:
									"""simple docstring"""







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


				def 							A					(				self		,	lowercase__		,	lowercase__			)    ->    Dict:
									"""simple docstring"""







									SCREAMING_SNAKE_CASE				=	summarizer.model

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

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

									# 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(lowercase__		,	lowercase__			)
														    and get_gpu_count() > 0
														    and len(summarizer.model.trainable_weights			) > 0
														):
																			with self.assertRaises(lowercase__			):
																								SCREAMING_SNAKE_CASE				=	summarizer('This ' * 1000			)
									SCREAMING_SNAKE_CASE				=	summarizer('This ' * 1000		,	truncation=TruncationStrategy.ONLY_FIRST			)


				@require_torch
				def 							A					(				self			)    ->    int:
									"""simple docstring"""







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


				@require_tf
				def 							A					(				self			)    ->    Dict:
									"""simple docstring"""







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




				@require_torch
				@slow
				def 							A					(				self			)    ->    Dict:
									"""simple docstring"""







									SCREAMING_SNAKE_CASE				=	pipeline(task='summarization'		,	device=lowercase__			)
									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(lowercase__			)
									self.assertEqual(result[0]['summary_text']		,	lowercase__			)


"""simple docstring"""




def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_			):
					if not isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										SCREAMING_SNAKE_CASE				=	(
										    'operation can not be conducted on a object of type '
										    f'''{type(SCREAMING_SNAKE_CASE_			).__name__}'''
										)
										raise TypeError(SCREAMING_SNAKE_CASE_			)
					SCREAMING_SNAKE_CASE				=	''
					for _ in range(0,     3_2			):
										bit_string += str(number % 2			)
										SCREAMING_SNAKE_CASE				=	number >> 1
					return bit_string

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_			):
					if number < 0:
										raise ValueError('the value of input must be positive'			)
					elif isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										raise TypeError('Input value must be a \'int\' type'			)
					elif isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										raise TypeError('\'<\' not supported between instances of \'str\' and \'int\''			)
					SCREAMING_SNAKE_CASE				=	0
					# iterator over [1 to 32],since we are dealing with 32 bit integer
					for _ in range(1,     3_3			):
										# left shift the bits by unity
										SCREAMING_SNAKE_CASE				=	result << 1
										# get the end bit
										SCREAMING_SNAKE_CASE				=	number % 2
										# right shift the bits by unity
										SCREAMING_SNAKE_CASE				=	number >> 1
										# add that bit to our ans
										SCREAMING_SNAKE_CASE				=	result | end_bit
					return get_reverse_bit_string(SCREAMING_SNAKE_CASE_			)


if __name__ == "__main__":
	import doctest

	doctest.testmod()
