

import fire
from torch.utils.data import DataLoader
from tqdm import tqdm

from transformers import AutoTokenizer
from utils import SeqaSeqDataset, pickle_save







def 						lowerCamelCase__      ( __A    :Union[str, Any]	,__A    :List[Any]	,__A    :Union[str, Any]=1_0_2_4	,__A    :Tuple=1_0_2_4	,__A    :Union[str, Any]=False	,**__A    :List[Any]		):


       """simple docstring"""




       __snake_case       	=							AutoTokenizer.from_pretrained(__A		)
       __snake_case       	=							SeqaSeqDataset(__A	,__A	,__A	,__A	,type_path="""train"""	,**__A		)
       __snake_case       	=							tok.pad_token_id

       def get_lens(__A    :Optional[int]		):
              __snake_case       	=							tqdm(
                  DataLoader(__A	,batch_size=5_1_2	,num_workers=8	,shuffle=__A	,collate_fn=ds.collate_fn		)	,desc=str(ds.len_file		)	,)
              __snake_case       	=							[]
              for batch in dl:
                     __snake_case       	=							batch["""input_ids"""].ne(__A		).sum(1		).tolist()
                     __snake_case       	=							batch["""labels"""].ne(__A		).sum(1		).tolist()
                     if consider_target:
                            for src, tgt in zip(__A	,__A		):
                                   max_lens.append(max(__A	,__A		)		)
                     else:
                            max_lens.extend(__A		)
              return max_lens

       __snake_case       	=							get_lens(__A		)
       __snake_case       	=							SeqaSeqDataset(__A	,__A	,__A	,__A	,type_path="""val"""	,**__A		)
       __snake_case       	=							get_lens(__A		)
       pickle_save(__A	,train_ds.len_file		)
       pickle_save(__A	,val_ds.len_file		)


if __name__ == "__main__":
    fire.Fire(save_len_file)




from math import isqrt, loga







def 						lowerCamelCase__      ( __A    :int		):


       """simple docstring"""




       __snake_case       	=							[True] * max_number
       for i in range(2	,isqrt(max_number - 1		) + 1		):
              if is_prime[i]:
                     for j in range(i**2	,__A	,__A		):
                            __snake_case       	=							False

       return [i for i in range(2	,__A		) if is_prime[i]]







def 						lowerCamelCase__      ( __A    :int = 8_0_0_8_0_0	,__A    :int = 8_0_0_8_0_0		):


       """simple docstring"""




       __snake_case       	=							degree * loga(__A		)
       __snake_case       	=							int(__A		)
       __snake_case       	=							calculate_prime_numbers(__A		)

       __snake_case       	=							0
       __snake_case       	=							0
       __snake_case       	=							len(__A		) - 1
       while left < right:
              while (
                  prime_numbers[right] * loga(prime_numbers[left]		)
                  + prime_numbers[left] * loga(prime_numbers[right]		)
                  > upper_bound
              ):
                     right -= 1
              hybrid_integers_count += right - left
              left += 1

       return hybrid_integers_count


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

