



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




@is_pipeline_test
class 				lowerCAmelCase__	(						unittest.TestCase    ):
					__A  :     Union[str, Any]     =    MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
					__A  :     Tuple     =    TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING







					def 			_lowercase      (							self   :  str      ,		_A   :  List[str]      ,		_A   :  List[Any]      ,		_A   :  Union[str, Any]):
											A__						:				Dict         =			SummarizationPipeline(model=_A      ,		tokenizer=_A)
											return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]







					def 			_lowercase      (							self   :  Dict      ,		_A   :  str      ,		_A   :  Optional[int]):
											A__						:				Any         =			summarizer.model

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

											A__						:				List[str]         =			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__						:				Tuple         =			[
											    "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__						:				Union[str, Any]         =			summarizer("This " * 1000)
											A__						:				List[str]         =			summarizer("This " * 1000      ,		truncation=TruncationStrategy.ONLY_FIRST)







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







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







					@require_torch
					@slow
					def 			_lowercase      (							self   :  Optional[Any]):
											A__						:				Optional[int]         =			pipeline(task="summarization"      ,		device=_A)
											A__						:				Tuple         =			(
											    " (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__						:				Any         =			(
											    " 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__						:				Tuple         =			summarizer(_A)
											self.assertEqual(result[0]["summary_text"]      ,		_A)




class 				lowerCAmelCase__	:







					def __init__(							self   :  Union[str, Any]):
											A__						:				Optional[int]         =			[0]
											A__						:				Any         =			0







					def 			_lowercase      (							self   :  Optional[int]      ,		_A   :  int):
											A__						:				Optional[Any]         =			self.__heap[i]
											while i // 2 > 0:
																	if self.__heap[i] > self.__heap[i // 2]:
																							A__						:				Union[str, Any]         =			self.__heap[i // 2]
																							A__						:				List[str]         =			temporary
																	i //= 2







					def 			_lowercase      (							self   :  Union[str, Any]      ,		_A   :  int):
											self.__heap.append(_A)
											self.__size += 1
											self.__swap_up(self.__size)







					def 			_lowercase      (							self   :  Any      ,		_A   :  int):
											while self.__size >= 2 * i:
																	if 2 * i + 1 > self.__size:
																							A__						:				str         =			2 * i
																	else:
																							if self.__heap[2 * i] > self.__heap[2 * i + 1]:
																													A__						:				Tuple         =			2 * i
																							else:
																													A__						:				Tuple         =			2 * i + 1
																	A__						:				Any         =			self.__heap[i]
																	if self.__heap[i] < self.__heap[bigger_child]:
																							A__						:				List[str]         =			self.__heap[bigger_child]
																							A__						:				Tuple         =			temporary
																	A__						:				Tuple         =			bigger_child







					def 			_lowercase      (							self   :  int):
											A__						:				str         =			self.__heap[1]
											A__						:				Tuple         =			self.__heap[self.__size]
											self.__size -= 1
											self.__heap.pop()
											self.__swap_down(1)
											return max_value







					@property
					def 			_lowercase      (							self   :  Any):
											return self.__heap[1:]







					def __len__(							self   :  Union[str, Any]):
											return self.__size


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		# create an instance of BinaryHeap
		snake_case     :    List[Any]						=    BinaryHeap()
		binary_heap.insert(6)
		binary_heap.insert(1_0)
		binary_heap.insert(1_5)
		binary_heap.insert(1_2)
		# pop root(max-values because it is max heap)
		print(binary_heap.pop())  # 15
		print(binary_heap.pop())  # 12
		# get the list and size after operations
		print(binary_heap.get_list)
		print(len(binary_heap))