

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


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

@is_pipeline_test
class 					__UpperCamelCase					(       unittest.TestCase      ):
	_lowercase	: Optional[int]												=	MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
	_lowercase	: List[Any]												=	TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING







	def 						_SCREAMING_SNAKE_CASE				( self:			Union[str, Any]	,			__UpperCamelCase:			int	,			__UpperCamelCase:			Any	,			__UpperCamelCase:			List[Any]   ):

						'''simple docstring'''





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







	def 						_SCREAMING_SNAKE_CASE				( self:			Union[str, Any]	,			__UpperCamelCase:			List[Any]	,			__UpperCamelCase:			Tuple   ):

						'''simple docstring'''





						__magic_name__				=     summarizer.model

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

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

						# Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
						__magic_name__				=     [
						    '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(__UpperCamelCase	,			__UpperCamelCase   )
											    and get_gpu_count() > 0
											    and len(summarizer.model.trainable_weights   ) > 0
											):
																with self.assertRaises(__UpperCamelCase   ):
																					__magic_name__				=     summarizer('This ' * 10_00   )
						__magic_name__				=     summarizer('This ' * 10_00	,			truncation=TruncationStrategy.ONLY_FIRST   )







	@require_torch
	def 						_SCREAMING_SNAKE_CASE				( self:			Union[str, Any]   ):

						'''simple docstring'''





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







	@require_tf
	def 						_SCREAMING_SNAKE_CASE				( self:			int   ):

						'''simple docstring'''





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







	@require_torch
	@slow
	def 						_SCREAMING_SNAKE_CASE				( self:			Tuple   ):

						'''simple docstring'''





						__magic_name__				=     pipeline(task='summarization'	,			device=__UpperCamelCase   )
						__magic_name__				=     (
						    ' (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.'
						)
						__magic_name__				=     (
						    ' 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 .'
						)
						__magic_name__				=     summarizer(__UpperCamelCase   )
						self.assertEqual(result[0]['summary_text']	,			__UpperCamelCase   )







from hashlib import mda, shaaaa

A__							=				(shaaaa, mda)

class 					__UpperCamelCase					:







	def __init__( self:			Optional[int]	,			__UpperCamelCase:			int = 8   ):

						'''simple docstring'''





						__magic_name__				=     0b0
						__magic_name__				=     size







	def 						_SCREAMING_SNAKE_CASE				( self:			Tuple	,			__UpperCamelCase:			str   ):

						'''simple docstring'''





						__magic_name__				=     self.hash_(__UpperCamelCase   )
						self.bitarray |= h







	def 						_SCREAMING_SNAKE_CASE				( self:			List[str]	,			__UpperCamelCase:			str   ):

						'''simple docstring'''





						__magic_name__				=     self.hash_(__UpperCamelCase   )
						return (h & self.bitarray) == h







	def __contains__( self:			Optional[int]	,			__UpperCamelCase:			str   ):

						'''simple docstring'''





						return self.exists(__UpperCamelCase   )







	def 						_SCREAMING_SNAKE_CASE				( self:			int	,			__UpperCamelCase:			int   ):

						'''simple docstring'''





						__magic_name__				=     bin(__UpperCamelCase   )[2:]
						return res.zfill(self.size   )







	@property
	def 						_SCREAMING_SNAKE_CASE				( self:			str   ):

						'''simple docstring'''





						return self.format_bin(self.bitarray   )







	def 						_SCREAMING_SNAKE_CASE				( self:			str	,			__UpperCamelCase:			str   ):

						'''simple docstring'''





						__magic_name__				=     0b0
						for func in HASH_FUNCTIONS:
											__magic_name__				=     (
											    int.from_bytes(func(value.encode()   ).digest()	,			'little'   ) % self.size
											)
											res |= 2**position
						return res







	def 						_SCREAMING_SNAKE_CASE				( self:			Dict	,			__UpperCamelCase:			str   ):

						'''simple docstring'''





						return self.format_bin(self.hash_(__UpperCamelCase   )   )







	@property
	def 						_SCREAMING_SNAKE_CASE				( self:			Optional[int]   ):

						'''simple docstring'''





						__magic_name__				=     bin(self.bitarray   ).count('1'   )
						return (n_ones / self.size) ** len(__UpperCamelCase   )




