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