code: 
  
  
  
  
  
  
  """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
  
  
  lowercase__      =				-1 if torch_device == """cpu""" else 0
  
  
  
  
  
  
  
  @is_pipeline_test
  class 	__lowerCamelCase       (				unittest.TestCase    ):
  
  
  
  
  
  		'''simple docstring'''
  
  
  
  
  
  
  		a_			:       Any      =							MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
  		a_			:       Optional[Any]      =							TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
  
  
  
  
  
  		def      lowerCamelCase (     self							:			Tuple		,    a_							:			str		,    a_							:			Optional[int]		,    a_							:			Any			):
  				lowerCAmelCase_     :							str             =    SummarizationPipeline(model=a_		,    tokenizer=a_			)
  				return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]
  
  
  
  
  
  		def      lowerCamelCase (     self							:			List[str]		,    a_							:			Union[str, Any]		,    a_							:			Tuple			):
  				lowerCAmelCase_     :							List[Any]             =    summarizer.model
  
  				lowerCAmelCase_     :							Optional[Any]             =    summarizer("(CNN)The Palestinian Authority officially became"			)
  				self.assertEqual(a_		,    [{"summary_text": ANY(a_			)}]			)
  
  				lowerCAmelCase_     :							List[Any]             =    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.
  				lowerCAmelCase_     :							Optional[Any]             =    [
  				    "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_			):
  										lowerCAmelCase_     :							List[str]             =    summarizer("This " * 10_00			)
  				lowerCAmelCase_     :							Optional[Any]             =    summarizer("This " * 10_00		,    truncation=TruncationStrategy.ONLY_FIRST			)
  
  
  
  
  
  		@require_torch
  		def      lowerCamelCase (     self							:			str			):
  				lowerCAmelCase_     :							Any             =    pipeline(task="summarization"		,    model="sshleifer/tiny-mbart"		,    framework="pt"			)
  				lowerCAmelCase_     :							Optional[Any]             =    summarizer("This is a small test"			)
  				self.assertEqual(
  				    a_		,    [
  				        {
  				            "summary_text": "เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป"
  				        }
  				    ]		,    )
  
  
  
  
  
  		@require_tf
  		def      lowerCamelCase (     self							:			Optional[int]			):
  				lowerCAmelCase_     :							Optional[Any]             =    pipeline(task="summarization"		,    model="sshleifer/tiny-mbart"		,    framework="tf"			)
  				lowerCAmelCase_     :							Dict             =    summarizer("This is a small test"			)
  				self.assertEqual(
  				    a_		,    [
  				        {
  				            "summary_text": "เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป"
  				        }
  				    ]		,    )
  
  
  
  
  
  		@require_torch
  		@slow
  		def      lowerCamelCase (     self							:			Optional[Any]			):
  				lowerCAmelCase_     :							Tuple             =    pipeline(task="summarization"		,    device=a_			)
  				lowerCAmelCase_     :							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."
  				)
  				lowerCAmelCase_     :							Dict             =    (
  				    " 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 ."
  				)
  				lowerCAmelCase_     :							int             =    summarizer(a_			)
  				self.assertEqual(result[0]["summary_text"]		,    a_			)
  
style_context: 
  
  
  
  
  
  
  """simple docstring"""
  
  from __future__ import annotations
  
  from PIL import Image
  
  # Define the first generation of cells
  # fmt: off
  lowercase__      =				[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,
            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]
  
  def 	__lowerCamelCase			(						__UpperCamelCase )		->					list[int]:
  
  		"""simple docstring"""
  
  
  
  
  
  
  
  		return [int(__UpperCamelCase ) for c in f'''{ruleset:08}'''[:8]]
  
  def 	__lowerCamelCase			(						__UpperCamelCase   , __UpperCamelCase   , __UpperCamelCase )		->					list[int]:
  
  		"""simple docstring"""
  
  
  
  
  
  
  
  		lowerCAmelCase_     :							int             =    len(cells[0] )  # 31
  		lowerCAmelCase_     :							List[Any]             =    []
  		for i in range(__UpperCamelCase ):
  				# Get the neighbors of each cell
  				# Handle neighbours outside bounds by using 0 as their value
  				lowerCAmelCase_     :							List[str]             =    0 if i == 0 else cells[time][i - 1]
  				lowerCAmelCase_     :							Optional[int]             =    0 if i == population - 1 else cells[time][i + 1]
  				# Define a new cell and add it to the new generation
  				lowerCAmelCase_     :							List[Any]             =    7 - int(f'''{left_neighbor}{cells[time][i]}{right_neighbor}'''   , 2 )
  				next_generation.append(rule[situation] )
  		return next_generation
  
  def 	__lowerCamelCase			(						__UpperCamelCase )		->					Image.Image:
  
  		"""simple docstring"""
  
  
  
  
  
  
  
  		lowerCAmelCase_     :							List[str]             =    Image.new("RGB"   , (len(cells[0] ), len(__UpperCamelCase )) )
  		lowerCAmelCase_     :							List[str]             =    img.load()
  		# Generates image
  		for w in range(img.width ):
  				for h in range(img.height ):
  						lowerCAmelCase_     :							Union[str, Any]             =    255 - int(255 * cells[h][w] )
  						lowerCAmelCase_     :							List[str]             =    (color, color, color)
  		return img
  
  
  if __name__ == "__main__":
  					lowercase__      =				bin(int(input("""Rule:\n""").strip()))[2:]
  					lowercase__      =				format_ruleset(int(rule_num))
  					for time in range(16):
  										CELLS.append(new_generation(CELLS, rule, time))
  					lowercase__      =				generate_image(CELLS)
  					# Uncomment to save the image
  					# img.save(f"rule_{rule_num}.png")
  					img.show()
  