48 lines
1.7 KiB
Python
48 lines
1.7 KiB
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:
|
|
i = 0
|
|
for line in tqdm(f_in,total=10_600):
|
|
char_context = 400
|
|
i+=1
|
|
#print(i)
|
|
is_ok = False
|
|
while not is_ok:
|
|
try:
|
|
date, left_text, right_text = line.rstrip().split('\t')
|
|
l_in = date + left_text[-char_context:] + ' <mask> ' + right_text[:char_context]
|
|
a = get_formatted(l_in)
|
|
is_ok = True
|
|
except:
|
|
print('lowering context')
|
|
char_context -= 50
|
|
if char_context < 60:
|
|
a = ':1'
|
|
print('lower threshold context exceeded')
|
|
is_ok = True
|
|
|
|
f_out.write(a + '\n')
|
|
#left_text = line.rstrip().split('\t')[-2]
|
|
#right_text = line.rstrip().split('\t')[-1]
|
|
#l_in = left_text[-char_context:] + ' <mask> ' + right_text[:char_context]
|
|
#a = get_formatted(l_in)
|
|
|
|
#f_out.write(a + '\n')
|
|
|
|
model = 'with_date/checkpoint-1325000'
|
|
unmasker = pipeline('fill-mask', model=model, device=0)
|
|
write('./dev-0-date.tsv', '../dev-0/out.tsv')
|
|
write('./test-A-date.tsv', '../test-A/out.tsv')
|