


'''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__  : str				=	-1 if torch_device == 'cpu' else 0
@is_pipeline_test
class  lowercase_					(   unittest.TestCase       ):
    __UpperCAmelCase             =     MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
    __UpperCAmelCase             =     TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING


    def        __a							(					self  , a  , a  , a   ):
          UpperCamelCase__  =    SummarizationPipeline(model=a  , tokenizer=a   )
          return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]


    def        __a							(					self  , a  , a   ):
          UpperCamelCase__  =    summarizer.model

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

          UpperCamelCase__  =    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.
          UpperCamelCase__  =    [
              "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   ):
                            UpperCamelCase__  =    summarizer("This " * 10_00   )
          UpperCamelCase__  =    summarizer("This " * 10_00  , truncation=TruncationStrategy.ONLY_FIRST   )


    @require_torch
    def        __a							(					self   ):
          UpperCamelCase__  =    pipeline(task="summarization"  , model="sshleifer/tiny-mbart"  , framework="pt"   )
          UpperCamelCase__  =    summarizer("This is a small test"   )
          self.assertEqual(
              a  , [
                  {
                      "summary_text": "เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป"
                  }
              ]  , )


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


    @require_torch
    @slow
    def        __a							(					self   ):
          UpperCamelCase__  =    pipeline(task="summarization"  , device=a   )
          UpperCamelCase__  =    (
              " (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."
          )
          UpperCamelCase__  =    (
              " 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 ."
          )
          UpperCamelCase__  =    summarizer(a   )
          self.assertEqual(result[0]["summary_text"]  , a   )









'''simple docstring'''







a__  : str				=	[
    ['ab-e1', 'ac-e3', 'ad-e5', 'bc-e4', 'bd-e2', 'be-e6', 'bh-e12', 'cd-e2', 'ce-e4',
     'de-e1', 'df-e8', 'dg-e5', 'dh-e10', 'ef-e3', 'eg-e2', 'fg-e6', 'gh-e6', 'hi-e3'],
    ['ab-e1', 'ac-e3', 'ad-e5', 'bc-e4', 'bd-e2', 'be-e6', 'cd-e2', 'de-e1', 'df-e8',
     'ef-e3', 'eg-e2', 'fg-e6'],
    ['ab-e1', 'ac-e3', 'bc-e4', 'bd-e2', 'de-e1', 'df-e8', 'dg-e5', 'ef-e3', 'eg-e2',
     'eh-e12', 'fg-e6', 'fh-e10', 'gh-e6'],
    ['ab-e1', 'ac-e3', 'bc-e4', 'bd-e2', 'bh-e12', 'cd-e2', 'df-e8', 'dh-e10'],
    ['ab-e1', 'ac-e3', 'ad-e5', 'bc-e4', 'bd-e2', 'cd-e2', 'ce-e4', 'de-e1', 'df-e8',
     'dg-e5', 'ef-e3', 'eg-e2', 'fg-e6']
]







def _UpperCamelCase	(					__A   )							->		Tuple:


      '''simple docstring'''



      UpperCamelCase__  =    set()
      for row in edge_array:
            for item in row:
                  distinct_edge.add(item[0]   )
      return list(__A   )







def _UpperCamelCase	(					__A				,      __A   )							->		int:


      '''simple docstring'''



      UpperCamelCase__  =    ["0"] * len(__A   )
      for i, row in enumerate(__A   ):
            for item in row:
                  if distinct_edge in item[0]:
                        UpperCamelCase__  =    "1"
                        break
      return "".join(__A   )







def _UpperCamelCase	(					__A   )							->		Union[str, Any]:


      '''simple docstring'''



      UpperCamelCase__  =    get_distinct_edge(__A   )
      UpperCamelCase__  =    {}

      for item in distinct_edge:
            UpperCamelCase__  =    get_bitcode(__A				,      __A   )
            # print('bit',bit)
            # bt=''.join(bit)
            UpperCamelCase__  =    bit.count("1"   )
            UpperCamelCase__  =    [s, bit]
      # Store [Distinct edge, WT(Bitcode), Bitcode] in descending order
      UpperCamelCase__  =    [
          [k, v[0], v[1]]
          for k, v in sorted(frequency_table.items()				,      key=lambda __A   : v[1][0]				,      reverse=__A   )
      ]
      return sorted_frequency_table







def _UpperCamelCase	(					__A   )							->		Union[str, Any]:


      '''simple docstring'''



      UpperCamelCase__  =    {}
      for _, item in enumerate(__A   ):
            nodes.setdefault(item[2]				,      []   ).append(item[0]   )
      return nodes







def _UpperCamelCase	(					__A   )							->		Tuple:


      '''simple docstring'''



      UpperCamelCase__  =    {}
      for key, value in nodes.items():
            UpperCamelCase__  =    value
      return cluster







def _UpperCamelCase	(					__A   )							->		str:


      '''simple docstring'''



      return [i * 100 / len(__A   ) for i in cluster]







def _UpperCamelCase	(					)							->		None:


      '''simple docstring'''



      print("\nNodes\n"   )
      for key, value in nodes.items():
            print(__A				,      __A   )
      print("\nSupport\n"   )
      print(__A   )
      print("\n Cluster \n"   )
      for key, value in sorted(cluster.items()				,      reverse=__A   ):
            print(__A				,      __A   )
      print("\n Graph\n"   )
      for key, value in graph.items():
            print(__A				,      __A   )
      print("\n Edge List of Frequent subgraphs \n"   )
      for edge_list in freq_subgraph_edge_list:
            print(__A   )







def _UpperCamelCase	(					__A				,      __A				,      __A				,      __A   )							->		Optional[int]:


      '''simple docstring'''



      for i in cluster[ca]:
            UpperCamelCase__  =    0
            UpperCamelCase__  =    ca + 1
            while ca < max(cluster.keys()   ):
                  for j in cluster[ca]:
                        if int(__A				,      2   ) & int(__A				,      2   ) == int(__A				,      2   ):
                              if tuple(nodes[i]   ) in graph:
                                    graph[tuple(nodes[i]   )].append(nodes[j]   )
                              else:
                                    UpperCamelCase__  =    [nodes[j]]
                              count += 1
                  if count == 0:
                        UpperCamelCase__  =    ca + 1
                  else:
                        break







def _UpperCamelCase	(					__A				,      __A   )							->		List[str]:


      '''simple docstring'''



      UpperCamelCase__  =    cluster[max(cluster.keys()   )]
      UpperCamelCase__  =    "Header"
      UpperCamelCase__  =    {}
      for i in x:
            if (["Header"],) in graph:
                  graph[(["Header"],)].append(x[i]   )
            else:
                  UpperCamelCase__  =    [x[i]]
      for i in x:
            UpperCamelCase__  =    [["Header"]]
      UpperCamelCase__  =    1
      while i < max(__A   ) - 1:
            create_edge(__A				,      __A				,      __A				,      __A   )
            UpperCamelCase__  =    i + 1
      return graph







def _UpperCamelCase	(					__A				,      __A				,      __A				,      __A=None   )							->		str:


      '''simple docstring'''



      UpperCamelCase__  =    (path or []) + [start]
      if start == end:
            paths.append(__A   )
      for node in graph[start]:
            if tuple(__A   ) not in path:
                  my_dfs(__A				,      tuple(__A   )				,      __A				,      __A   )







def _UpperCamelCase	(					__A				,      __A				,      __A   )							->		Union[str, Any]:


      '''simple docstring'''



      UpperCamelCase__  =    int(s / 100 * (len(__A   ) - 1)   )
      for i in cluster[k]:
            my_dfs(__A				,      tuple(cluster[k][i]   )				,      (["Header"],)   )







def _UpperCamelCase	(					__A   )							->		Optional[Any]:


      '''simple docstring'''



      UpperCamelCase__  =    []
      for edges in paths:
            UpperCamelCase__  =    []
            for j in range(len(__A   ) - 1   ):
                  UpperCamelCase__  =    list(edges[j]   )
                  for e in temp:
                        UpperCamelCase__  =    (e[0], e[1])
                        el.append(__A   )
            freq_sub_el.append(__A   )
      return freq_sub_el







def _UpperCamelCase	(					__A   )							->		Optional[int]:


      '''simple docstring'''



      for i in range(len(__A   )   ):
            for j in range(len(edge_array[i]   )   ):
                  UpperCamelCase__  =    edge_array[i][j].split("-"   )
                  UpperCamelCase__  =    t


if __name__ == "__main__":
  preprocess(edge_array)
  a__  : List[Any]				=	get_frequency_table(edge_array)
  a__  : Optional[int]				=	get_nodes(frequency_table)
  a__  : Any				=	get_cluster(nodes)
  a__  : Tuple				=	get_support(cluster)
  a__  : str				=	construct_graph(cluster, nodes)
  find_freq_subgraph_given_support(6_0, cluster, graph)
  a__  : list				=	[]
  a__  : str				=	freq_subgraphs_edge_list(paths)
  print_all()





