





'''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)

UpperCAmelCase       :		List[str]		=				logging.getLogger()




def  _a     (				):





      """simple docstring"""



      _snake_case		:						Tuple         =  argparse.ArgumentParser()
      parser.add_argument('''-f'''						)
      _snake_case		:						List[Any]         =  parser.parse_args()
      return args.f





class lowerCamelCase    (a__       ):







  def 					UpperCAmelCase_					(		self		)		->    List[Any]:






        """simple docstring"""





        _snake_case		:						List[str]         =  logging.StreamHandler(sys.stdout		)
        logger.addHandler(lowercase__		)

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

        with patch.object(lowercase__  ,  '''argv'''  ,  lowercase__		):
              _snake_case		:						List[str]         =  run_glue_with_pabee.main()
              for value in result.values():
                    self.assertGreaterEqual(lowercase__  ,  0.75		)









'''simple docstring'''

from __future__ import annotations




def  _a     (				lowerCAmelCase_      ,   lowerCAmelCase_      ,   lowerCAmelCase_      ,   lowerCAmelCase_						):





      """simple docstring"""



      if counter == 0 or capacity == 0:
            return 0

      # If weight of the nth item is more than Knapsack of capacity,
      #   then this item cannot be included in the optimal solution,
      # else return the maximum of two cases:
      #   (1) nth item included
      #   (2) not included
      if weights[counter - 1] > capacity:
            return knapsack(lowerCAmelCase_      ,   lowerCAmelCase_      ,   lowerCAmelCase_      ,   counter - 1						)
      else:
            _snake_case		:						List[str]         =  capacity - weights[counter - 1]
            _snake_case		:						Tuple         =  values[counter - 1] + knapsack(
                lowerCAmelCase_      ,   lowerCAmelCase_      ,   lowerCAmelCase_      ,   counter - 1						)
            _snake_case		:						Any         =  knapsack(lowerCAmelCase_      ,   lowerCAmelCase_      ,   lowerCAmelCase_      ,   counter - 1						)
            return max(lowerCAmelCase_      ,   lowerCAmelCase_						)


if __name__ == "__main__":
   import doctest

   doctest.testmod()


