25 lines
831 B
Python
25 lines
831 B
Python
|
from tqdm import tqdm
|
||
|
|
from transformers import pipeline
|
||
|
|
|
||
|
|
def get_formatted(text):
|
||
|
|
answers = unmasker(text, top_k=15)
|
||
|
|
answers = {x['token_str']:x['score'] for x in answers}
|
||
|
|
empty = 1 - sum(answers.values())
|
||
|
|
answers[''] = empty
|
||
|
|
answers_str =''
|
||
|
|
for k,v in answers.items():
|
||
|
|
answers_str += k.strip()+':'+str(v) + ' '
|
||
|
|
return answers_str.rstrip(' ').lstrip(' ')
|
||
|
|
|
||
|
|
def write(f_path_in, f_path_out):
|
||
|
|
with open(f_path_in) as f_in, open(f_path_out,'w') as f_out:
|
||
|
|
for line in tqdm(f_in,total=150_000):
|
||
|
|
l_in = line.rstrip().split('\t')[2]
|
||
|
|
a = get_formatted(l_in)
|
||
|
|
f_out.write(a + '\n')
|
||
|
|
|
||
|
|
model = 'robertamodel'
|
||
|
|
unmasker = pipeline('fill-mask', model=model, device=0)
|
||
|
|
write('../dev-0/in.tsv', '../dev-0/out.tsv')
|
||
|
|
write('../test-A/in.tsv', '../test-A/out.tsv')
|