


'''simple docstring'''
from __future__ import annotations

import random

# Adjacency list representation of this graph:
# https://en.wikipedia.org/wiki/File:Single_run_of_Karger%E2%80%99s_Mincut_algorithm.svg
__SCREAMING_SNAKE_CASE				:							str		       =		{
    '''1''': ['''2''', '''3''', '''4''', '''5'''],
    '''2''': ['''1''', '''3''', '''4''', '''5'''],
    '''3''': ['''1''', '''2''', '''4''', '''5''', '''10'''],
    '''4''': ['''1''', '''2''', '''3''', '''5''', '''6'''],
    '''5''': ['''1''', '''2''', '''3''', '''4''', '''7'''],
    '''6''': ['''7''', '''8''', '''9''', '''10''', '''4'''],
    '''7''': ['''6''', '''8''', '''9''', '''10''', '''5'''],
    '''8''': ['''6''', '''7''', '''9''', '''10'''],
    '''9''': ['''6''', '''7''', '''8''', '''10'''],
    '''10''': ['''6''', '''7''', '''8''', '''9''', '''3'''],
}







def 			a_							(  UpperCamelCase_   ):
       A_ 						=		{node: {node} for node in graph}

       A_ 						=		{node: graph[node][:] for node in graph}

       while len(UpperCamelCase_   ) > 2:
              # Choose a random edge.
              A_ 						=		random.choice(list(graph_copy.keys()   )   )
              A_ 						=		random.choice(graph_copy[u]   )

              # Contract edge (u, v) to new node uv
              A_ 						=		u + v
              A_ 						=		list(set(graph_copy[u] + graph_copy[v]   )   )
              uv_neighbors.remove(UpperCamelCase_   )
              uv_neighbors.remove(UpperCamelCase_   )
              A_ 						=		uv_neighbors
              for neighbor in uv_neighbors:
                     graph_copy[neighbor].append(UpperCamelCase_   )

              A_ 						=		set(contracted_nodes[u].union(contracted_nodes[v]   )   )

              # Remove nodes u and v.
              del graph_copy[u]
              del graph_copy[v]
              for neighbor in uv_neighbors:
                     if u in graph_copy[neighbor]:
                            graph_copy[neighbor].remove(UpperCamelCase_   )
                     if v in graph_copy[neighbor]:
                            graph_copy[neighbor].remove(UpperCamelCase_   )

    # Find cutset.
       A_ 						=		[contracted_nodes[node] for node in graph_copy]
       return {
           (node, neighbor)
           for node in groups[0]
           for neighbor in graph[node]
           if neighbor in groups[1]
       }


if __name__ == "__main__":
       print(partition_graph(TEST_GRAPH))









'''simple docstring'''
import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_with_pabee

from transformers.testing_utils import TestCasePlus


logging.basicConfig(level=logging.DEBUG)

__SCREAMING_SNAKE_CASE				:							str		       =		logging.getLogger()







def 			a_							(  ):
							A_ 						=		argparse.ArgumentParser()
							parser.add_argument("-f"   )
							A_ 						=		parser.parse_args()
							return args.f







class 				__lowerCAmelCase      (      lowercase	):

						"""simple docstring"""






						def 							_UpperCAmelCase					(     self       :			List[Any]  ):
													A_ 						=		logging.StreamHandler(sys.stdout  )
													logger.addHandler(lowerCAmelCase  )

													A_ 						=		self.get_auto_remove_tmp_dir()
													A_ 						=		F"\n            run_glue_with_pabee.py\n            --model_type albert\n            --model_name_or_path albert-base-v2\n            --data_dir ./tests/fixtures/tests_samples/MRPC/\n            --output_dir {tmp_dir}\n            --overwrite_output_dir\n            --task_name mrpc\n            --do_train\n            --do_eval\n            --per_gpu_train_batch_size=2\n            --per_gpu_eval_batch_size=1\n            --learning_rate=2e-5\n            --max_steps=50\n            --warmup_steps=2\n            --seed=42\n            --max_seq_length=128\n            ".split()

													with patch.object(lowerCAmelCase   ,     "argv"   ,     lowerCAmelCase  ):
																				A_ 						=		run_glue_with_pabee.main()
																				for value in result.values():
																											self.assertGreaterEqual(lowerCAmelCase   ,     0.7_5  )





