| from sklearn.metrics import f1_score | |
| def macro_f1_score(items): | |
| unzipped_list = list(zip(*items)) | |
| golds = unzipped_list[0] | |
| preds = unzipped_list[1] | |
| fscore = f1_score(golds, preds, average="macro") | |
| return fscore | |
| def micro_f1_score(items): | |
| unzipped_list = list(zip(*items)) | |
| golds = unzipped_list[0] | |
| preds = unzipped_list[1] | |
| fscore = f1_score(golds, preds, average="micro") | |
| return fscore | |
| def weighted_f1_score(items): | |
| unzipped_list = list(zip(*items)) | |
| golds = unzipped_list[0] | |
| preds = unzipped_list[1] | |
| fscore = f1_score(golds, preds, average="weighted") | |
| return fscore | |