code: 
  
  
  
  
  
  
  lowerCAmelCase_   =   [
      ['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 						A_			(  lowercase_  )			->						str:
         _snake_case      :							Dict     				=						set()
         for row in edge_array:
                for item in row:
                       distinct_edge.add(item[0]  )
         return list(_SCREAMING_SNAKE_CASE  )
  
  
  
  
  def 						A_			(  lowercase_      ,		lowercase_  )			->						Optional[int]:
         _snake_case      :							Optional[Any]     				=						['0'] * len(_SCREAMING_SNAKE_CASE  )
         for i, row in enumerate(_SCREAMING_SNAKE_CASE  ):
                for item in row:
                       if distinct_edge in item[0]:
                              _snake_case      :							Optional[Any]     				=						'1'
                              break
         return "".join(_SCREAMING_SNAKE_CASE  )
  
  
  
  
  def 						A_			(  lowercase_  )			->						Optional[int]:
         _snake_case      :							Any     				=						get_distinct_edge(_SCREAMING_SNAKE_CASE  )
         _snake_case      :							Any     				=						{}
  
         for item in distinct_edge:
                _snake_case      :							Optional[Any]     				=						get_bitcode(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
                # print('bit',bit)
                # bt=''.join(bit)
                _snake_case      :							Tuple     				=						bit.count('''1'''  )
                _snake_case      :							Optional[Any]     				=						[s, bit]
         # Store [Distinct edge, WT(Bitcode), Bitcode] in descending order
         _snake_case      :							List[Any]     				=						[
             [k, v[0], v[1]]
             for k, v in sorted(frequency_table.items()      ,		key=lambda lowercase_  : v[1][0]      ,		reverse=_SCREAMING_SNAKE_CASE  )
         ]
         return sorted_frequency_table
  
  
  
  
  def 						A_			(  lowercase_  )			->						Union[str, Any]:
         _snake_case      :							str     				=						{}
         for _, item in enumerate(_SCREAMING_SNAKE_CASE  ):
                nodes.setdefault(item[2]      ,		[]  ).append(item[0]  )
         return nodes
  
  
  
  
  def 						A_			(  lowercase_  )			->						int:
         _snake_case      :							List[str]     				=						{}
         for key, value in nodes.items():
                _snake_case      :							Dict     				=						value
         return cluster
  
  
  
  
  def 						A_			(  lowercase_  )			->						str:
         return [i * 100 / len(_SCREAMING_SNAKE_CASE  ) for i in cluster]
  
  
  
  
  def 						A_			(  )			->						str:
         print('''\nNodes\n'''  )
         for key, value in nodes.items():
                print(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
         print('''\nSupport\n'''  )
         print(_SCREAMING_SNAKE_CASE  )
         print('''\n Cluster \n'''  )
         for key, value in sorted(cluster.items()      ,		reverse=_SCREAMING_SNAKE_CASE  ):
                print(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
         print('''\n Graph\n'''  )
         for key, value in graph.items():
                print(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
         print('''\n Edge List of Frequent subgraphs \n'''  )
         for edge_list in freq_subgraph_edge_list:
                print(_SCREAMING_SNAKE_CASE  )
  
  
  
  
  def 						A_			(  lowercase_      ,		lowercase_      ,		lowercase_      ,		lowercase_  )			->						Union[str, Any]:
         for i in cluster[ca]:
                _snake_case      :							Tuple     				=						0
                _snake_case      :							str     				=						ca + 1
                while ca < max(cluster.keys()  ):
                       for j in cluster[ca]:
                              if int(_SCREAMING_SNAKE_CASE      ,		2  ) & int(_SCREAMING_SNAKE_CASE      ,		2  ) == int(_SCREAMING_SNAKE_CASE      ,		2  ):
                                     if tuple(nodes[i]  ) in graph:
                                            graph[tuple(nodes[i]  )].append(nodes[j]  )
                                     else:
                                            _snake_case      :							List[str]     				=						[nodes[j]]
                                     count += 1
                       if count == 0:
                              _snake_case      :							Union[str, Any]     				=						ca + 1
                       else:
                              break
  
  
  
  
  def 						A_			(  lowercase_      ,		lowercase_  )			->						Union[str, Any]:
         _snake_case      :							List[Any]     				=						cluster[max(cluster.keys()  )]
         _snake_case      :							Union[str, Any]     				=						'Header'
         _snake_case      :							Optional[int]     				=						{}
         for i in x:
                if (["Header"],) in graph:
                       graph[(["Header"],)].append(x[i]  )
                else:
                       _snake_case      :							Tuple     				=						[x[i]]
         for i in x:
                _snake_case      :							Any     				=						[['Header']]
         _snake_case      :							Any     				=						1
         while i < max(_SCREAMING_SNAKE_CASE  ) - 1:
                create_edge(_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
                _snake_case      :							int     				=						i + 1
         return graph
  
  
  
  
  def 						A_			(  lowercase_      ,		lowercase_      ,		lowercase_      ,		lowercase_=None  )			->						Optional[Any]:
         _snake_case      :							Dict     				=						(path or []) + [start]
         if start == end:
                paths.append(_SCREAMING_SNAKE_CASE  )
         for node in graph[start]:
                if tuple(_SCREAMING_SNAKE_CASE  ) not in path:
                       my_dfs(_SCREAMING_SNAKE_CASE      ,		tuple(_SCREAMING_SNAKE_CASE  )      ,		_SCREAMING_SNAKE_CASE      ,		_SCREAMING_SNAKE_CASE  )
  
  
  
  
  def 						A_			(  lowercase_      ,		lowercase_      ,		lowercase_  )			->						Union[str, Any]:
         _snake_case      :							int     				=						int(s / 100 * (len(_SCREAMING_SNAKE_CASE  ) - 1)  )
         for i in cluster[k]:
                my_dfs(_SCREAMING_SNAKE_CASE      ,		tuple(cluster[k][i]  )      ,		(['''Header'''],)  )
  
  
  
  
  def 						A_			(  lowercase_  )			->						Dict:
         _snake_case      :							Optional[int]     				=						[]
         for edges in paths:
                _snake_case      :							Tuple     				=						[]
                for j in range(len(_SCREAMING_SNAKE_CASE  ) - 1  ):
                       _snake_case      :							Tuple     				=						list(edges[j]  )
                       for e in temp:
                              _snake_case      :							int     				=						(e[0], e[1])
                              el.append(_SCREAMING_SNAKE_CASE  )
                freq_sub_el.append(_SCREAMING_SNAKE_CASE  )
         return freq_sub_el
  
  
  
  
  def 						A_			(  lowercase_  )			->						Union[str, Any]:
         for i in range(len(_SCREAMING_SNAKE_CASE  )  ):
                for j in range(len(edge_array[i]  )  ):
                       _snake_case      :							Any     				=						edge_array[i][j].split('''-'''  )
                       _snake_case      :							Union[str, Any]     				=						t
  
  
  if __name__ == "__main__":
     preprocess(edge_array)
     lowerCAmelCase_   =   get_frequency_table(edge_array)
     lowerCAmelCase_   =   get_nodes(frequency_table)
     lowerCAmelCase_   =   get_cluster(nodes)
     lowerCAmelCase_   =   get_support(cluster)
     lowerCAmelCase_   =   construct_graph(cluster, nodes)
     find_freq_subgraph_given_support(6_0, cluster, graph)
     lowerCAmelCase_   =   []
     lowerCAmelCase_   =   freq_subgraphs_edge_list(paths)
     print_all()
  
  
  
  
  
  
  
style_context: 
  
  
  
  
  
  import unittest
  
  from transformers import load_tool
  from transformers.tools.agent_types import AGENT_TYPE_MAPPING
  
  from .test_tools_common import ToolTesterMixin, output_types
  
  class 				A    (unittest.TestCase       ,__UpperCAmelCase				):
  
  
  
        def    __a (					self					)      ->   str:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							List[Any]     				=						load_tool('''translation'''					)
               self.tool.setup()
               _snake_case      :							Any     				=						load_tool('''translation'''     ,  remote=lowercase_					)
  
  
  
        def    __a (					self					)      ->   Optional[int]:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Tuple     				=						self.tool('''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
               self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)
  
  
  
        def    __a (					self					)      ->   Union[str, Any]:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Optional[int]     				=						self.remote_tool('''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
               self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)
  
  
  
        def    __a (					self					)      ->   List[Any]:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Dict     				=						self.tool(text='''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
               self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)
  
  
  
        def    __a (					self					)      ->   Dict:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							List[Any]     				=						self.remote_tool(text='''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
               self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)
  
  
  
        def    __a (					self					)      ->   str:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Optional[int]     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']
               _snake_case      :							Dict     				=						self.tool(*lowercase_					)
  
               # There is a single output
               if len(self.tool.outputs					) == 1:
                      _snake_case      :							Optional[Any]     				=						[outputs]
  
               self.assertListEqual(output_types(lowercase_					)     ,  self.tool.outputs					)
  
  
  
        def    __a (					self					)      ->   Tuple:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Union[str, Any]     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']
               _snake_case      :							Dict     				=						self.tool(*lowercase_					)
  
               if not isinstance(lowercase_     ,  lowercase_					):
                      _snake_case      :							Optional[Any]     				=						[outputs]
  
               self.assertEqual(len(lowercase_					)     ,  len(self.tool.outputs					)					)
  
               for output, output_type in zip(lowercase_     ,  self.tool.outputs					):
                      _snake_case      :							List[str]     				=						AGENT_TYPE_MAPPING[output_type]
                      self.assertTrue(isinstance(lowercase_     ,  lowercase_					)					)
  
  
  
        def    __a (					self					)      ->   List[Any]:
  
  
  
               '''simple docstring'''
  
               _snake_case      :							Dict     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']
  
               _snake_case      :							Any     				=						[]
  
               for _input, input_type in zip(lowercase_     ,  self.tool.inputs					):
                      if isinstance(lowercase_     ,  lowercase_					):
                             _inputs.append([AGENT_TYPE_MAPPING[_input_type](_input					) for _input_type in input_type]					)
                      else:
                             _inputs.append(AGENT_TYPE_MAPPING[input_type](_input					)					)
  
          # Should not raise an error
               _snake_case      :							List[Any]     				=						self.tool(*lowercase_					)
  
               if not isinstance(lowercase_     ,  lowercase_					):
                      _snake_case      :							Any     				=						[outputs]
  
               self.assertEqual(len(lowercase_					)     ,  len(self.tool.outputs					)					)
  
  
  
  
  
  
  