
import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_deebert

from transformers.testing_utils import TestCasePlus, get_gpu_count, require_torch_non_multi_gpu, slow


logging.basicConfig(level=logging.DEBUG)

lowercase__       =logging.getLogger()




def    __UpperCamelCase     (				):
 __a :  Any						=  argparse.ArgumentParser()
 parser.add_argument('''-f'''  )
 __a :  Dict						=  parser.parse_args()
 return args.f



class 		UpperCamelCase__  (       __lowercase    ):
   def       lowerCAmelCase			(self :					List[str]   ):
    __a :  List[Any]						=  logging.StreamHandler(sys.stdout   )
    logger.addHandler(snake_case_   )
   def       lowerCAmelCase			(self :					Dict					,				snake_case_ :					Union[str, Any]   ):
    __a :  Optional[int]						=  get_gpu_count()

    if n_gpu > 1:
     pass
     # XXX: doesn't quite work with n_gpu > 1 https://github.com/huggingface/transformers/issues/10560
     # script = f"{self.examples_dir_str}/research_projects/deebert/run_glue_deebert.py"
     # distributed_args = f"-m torch.distributed.launch --nproc_per_node={n_gpu} {script}".split()
     # cmd = [sys.executable] + distributed_args + args
     # execute_subprocess_async(cmd, env=self.get_env())
     # XXX: test the results - need to save them first into .json file
    else:
     args.insert(0					,				'''run_glue_deebert.py'''   )
     with patch.object(snake_case_					,				'''argv'''					,				snake_case_   ):
      __a :  Union[str, Any]						=  run_glue_deebert.main()
      for value in result.values():
       self.assertGreaterEqual(snake_case_					,				0.666   )







   @slow
   @require_torch_non_multi_gpu
   def       lowerCAmelCase			(self :					List[Any]   ):
    __a :  Dict						=  '''
            --model_type roberta
            --model_name_or_path roberta-base
            --task_name MRPC
            --do_train
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --max_seq_length 128
            --per_gpu_eval_batch_size=1
            --per_gpu_train_batch_size=8
            --learning_rate 2e-4
            --num_train_epochs 3
            --overwrite_output_dir
            --seed 42
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --save_steps 0
            --overwrite_cache
            --eval_after_first_stage
            '''.split()
    self.run_and_check(snake_case_   )

    __a :  List[Any]						=  '''
            --model_type roberta
            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --task_name MRPC
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --max_seq_length 128
            --eval_each_highway
            --eval_highway
            --overwrite_cache
            --per_gpu_eval_batch_size=1
            '''.split()
    self.run_and_check(snake_case_   )

    __a :  str						=  '''
            --model_type roberta
            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --task_name MRPC
            --do_eval
            --do_lower_case
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage
            --plot_data_dir ./examples/deebert/results/
            --max_seq_length 128
            --early_exit_entropy 0.1
            --eval_highway
            --overwrite_cache
            --per_gpu_eval_batch_size=1
            '''.split()
    self.run_and_check(snake_case_   )


def    __UpperCamelCase     (				lowerCAmelCase__							:				int = 5_0_0_0_0_0_0_0  ):
 __a :  int						=  set()
 __a :  str						=  int((limit - 2_4) ** (1 / 2)  )

 __a :  int						=  set(range(3  ,   prime_square_limit + 1  ,   2  )  )
 primes.add(2  )
 for p in range(3  ,   prime_square_limit + 1  ,   2  ):
  if p not in primes:
   continue
  primes.difference_update(set(range(p * p  ,   prime_square_limit + 1  ,   lowerCAmelCase__  )  )  )

 for primea in primes:
  __a :  Union[str, Any]						=  primea * primea
  for primea in primes:
   __a :  Union[str, Any]						=  primea * primea * primea
   if square + cube >= limit - 1_6:
    break
   for primea in primes:
    __a :  int						=  primea * primea * primea * primea
    __a :  Union[str, Any]						=  square + cube + tetr
    if total >= limit:
     break
    ret.add(lowerCAmelCase__  )

 return len(lowerCAmelCase__  )


if __name__ == "__main__":
      print(F"""{solution() = }""")
