


'''simple docstring'''







from cva import COLOR_BGR2GRAY, cvtColor, imread, imshow, waitKey
from numpy import divide, inta, multiply, ravel, sort, zeros_like






def    lowerCAmelCase__ (       lowerCamelCase  :    str						,lowerCamelCase  :    List[str]=3     ):
       _A  :			int											=      int(mask / 2     )
       # copy image size
       _A  :			int											=      zeros_like(lowerCamelCase     )
       for i in range(lowerCamelCase						,gray_img.shape[0] - bd     ):
              for j in range(lowerCamelCase						,gray_img.shape[1] - bd     ):
                     # get mask according with mask
                     _A  :			Any											=      ravel(gray_img[i - bd : i + bd + 1, j - bd : j + bd + 1]     )
                     # calculate mask median
                     _A  :			Any											=      sort(lowerCamelCase     )[inta(divide((multiply(lowerCamelCase						,lowerCamelCase     ))						,2     ) + 1     )]
                     _A  :			Union[str, Any]											=      median
       return median_img


if __name__ == "__main__":
   # read original image
   A   :  str       		=				imread('''../image_data/lena.jpg''')
   # turn image in gray scale value
   A   :  Any       		=				cvtColor(img, COLOR_BGR2GRAY)

   # get values with two different mask size
   A   :  Dict       		=				median_filter(gray, 3)
   A   :  Optional[Any]       		=				median_filter(gray, 5)

   # show result images
   imshow('''median filter with 3x3 mask''', medianaxa)
   imshow('''median filter with 5x5 mask''', medianaxa)
   waitKey(0)










'''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


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


@is_pipeline_test
class 				__lowerCamelCase				( unittest.TestCase ):
    """simple docstring"""
    a									=					MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
    a									=					TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING


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


    def      A					(						self    :							Optional[int]   ,							SCREAMING_SNAKE_CASE    :							Tuple   ,							SCREAMING_SNAKE_CASE    :							Optional[int]):
           _A  :			str											=      summarizer.model

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

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

           # Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
           _A  :			Union[str, 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(SCREAMING_SNAKE_CASE   ,							SCREAMING_SNAKE_CASE)
                      and get_gpu_count() > 0
                      and len(summarizer.model.trainable_weights) > 0
                  ):
                         with self.assertRaises(SCREAMING_SNAKE_CASE):
                                _A  :			Any											=      summarizer('This ' * 1000)
           _A  :			int											=      summarizer('This ' * 1000   ,							truncation=TruncationStrategy.ONLY_FIRST)


    @require_torch
    def      A					(						self    :							int):
           _A  :			Tuple											=      pipeline(task='summarization'   ,							model='sshleifer/tiny-mbart'   ,							framework='pt')
           _A  :			List[str]											=      summarizer('This is a small test')
           self.assertEqual(
               SCREAMING_SNAKE_CASE   ,							[
                   {
                       'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                   }
               ]   ,							)


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


    @require_torch
    @slow
    def      A					(						self    :							List[Any]):
           _A  :			int											=      pipeline(task='summarization'   ,							device=SCREAMING_SNAKE_CASE)
           _A  :			int											=      (
               ' (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  :			Optional[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  :			Union[str, Any]											=      summarizer(SCREAMING_SNAKE_CASE)
           self.assertEqual(result[0]['summary_text']   ,							SCREAMING_SNAKE_CASE)






