def write_semeval_predictions(experiment, final=False):
config = get_config()
twitter_test = config.get('semeval', 'twitter_test')
twitter_predict = config.get('semeval', 'twitter_predict')
sms_test = config.get('semeval', 'sms_test')
sms_predict = config.get('semeval', 'sms_predict')
# task2-B-twitter
with open(twitter_test) as f, \
open(twitter_predict + ('.final' if final else ''), mode='w') as w:
for instance in task_b_generator(f):
sid, uid, label, text = instance
features = experiment.extractor.extract(instance.text)
label, probability = experiment._predict(features)
w.write('\t'.join([sid, uid, label, text]) + '\n')
# task2-B-SMS
with open(sms_test) as f, \
open(sms_predict + ('.final' if final else ''), mode='w') as w:
for instance in task_b_generator(f):
sid, uid, label, text = instance
features = experiment.extractor.extract(instance.text)
label, probability = experiment._predict(features)
w.write('\t'.join([sid, uid, label, text]) + '\n')
def setup(self):
self.tweets = s.task_b_generator(EXAMPLE_DATA)