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Set macro AUC score in Scorer.score_cats

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Adriane Boyd 2020-08-26 10:49:30 +02:00
parent 77852d2428
commit 43c61da209
1 changed files with 2 additions and 1 deletions
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spacy/scorer.py
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@ -413,6 +413,7 @@ class Scorer:
macro_p = sum(prf.precision for prf in f_per_type.values()) / n_cats macro_p = sum(prf.precision for prf in f_per_type.values()) / n_cats
macro_r = sum(prf.recall for prf in f_per_type.values()) / n_cats macro_r = sum(prf.recall for prf in f_per_type.values()) / n_cats
macro_f = sum(prf.fscore for prf in f_per_type.values()) / n_cats macro_f = sum(prf.fscore for prf in f_per_type.values()) / n_cats
macro_auc = sum(auc.score for auc in auc_per_type.values()) / n_cats
results = { results = {
f"{attr}_score": None, f"{attr}_score": None,
f"{attr}_score_desc": None, f"{attr}_score_desc": None,
@ -422,7 +423,7 @@ class Scorer:
f"{attr}_macro_p": macro_p, f"{attr}_macro_p": macro_p,
f"{attr}_macro_r": macro_r, f"{attr}_macro_r": macro_r,
f"{attr}_macro_f": macro_f, f"{attr}_macro_f": macro_f,
f"{attr}_macro_auc": None, f"{attr}_macro_auc": macro_auc,
f"{attr}_f_per_type": {k: v.to_dict() for k, v in f_per_type.items()}, f"{attr}_f_per_type": {k: v.to_dict() for k, v in f_per_type.items()},
f"{attr}_auc_per_type": {k: v.score for k, v in auc_per_type.items()}, f"{attr}_auc_per_type": {k: v.score for k, v in auc_per_type.items()},
} }