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Include per-type/feat scores in evaluate output

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Adriane Boyd 2020-10-19 12:07:46 +02:00
parent 75a202ce65
commit 4300858ecb
1 changed files with 20 additions and 0 deletions
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20
spacy/cli/evaluate.py
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@ -105,15 +105,22 @@ def evaluate(
msg.table(results, title="Results") msg.table(results, title="Results")
if "morph_per_feat" in scores:
if scores["morph_per_feat"]:
print_morph_per_feat(msg, scores["morph_per_feat"])
data["morph_per_feat"] = scores["morph_per_feat"]
if "ents_per_type" in scores: if "ents_per_type" in scores:
if scores["ents_per_type"]: if scores["ents_per_type"]:
print_ents_per_type(msg, scores["ents_per_type"]) print_ents_per_type(msg, scores["ents_per_type"])
data["ents_per_type"] = scores["ents_per_type"]
if "cats_f_per_type" in scores: if "cats_f_per_type" in scores:
if scores["cats_f_per_type"]: if scores["cats_f_per_type"]:
print_textcats_f_per_cat(msg, scores["cats_f_per_type"]) print_textcats_f_per_cat(msg, scores["cats_f_per_type"])
data["cats_f_per_type"] = scores["cats_f_per_type"]
if "cats_auc_per_type" in scores: if "cats_auc_per_type" in scores:
if scores["cats_auc_per_type"]: if scores["cats_auc_per_type"]:
print_textcats_auc_per_cat(msg, scores["cats_auc_per_type"]) print_textcats_auc_per_cat(msg, scores["cats_auc_per_type"])
data["cats_auc_per_type"] = scores["cats_auc_per_type"]
if displacy_path: if displacy_path:
factory_names = [nlp.get_pipe_meta(pipe).factory for pipe in nlp.pipe_names] factory_names = [nlp.get_pipe_meta(pipe).factory for pipe in nlp.pipe_names]
@ -157,6 +164,19 @@ def render_parses(
file_.write(html) file_.write(html)
def print_morph_per_feat(msg: Printer, scores: Dict[str, Dict[str, float]]) -> None:
data = [
(k, f"{v['p']*100:.2f}", f"{v['r']*100:.2f}", f"{v['f']*100:.2f}")
for k, v in scores.items()
]
msg.table(
data,
header=("", "P", "R", "F"),
aligns=("l", "r", "r", "r"),
title="MORPH (per feat)",
)
def print_ents_per_type(msg: Printer, scores: Dict[str, Dict[str, float]]) -> None: def print_ents_per_type(msg: Printer, scores: Dict[str, Dict[str, float]]) -> None:
data = [ data = [
(k, f"{v['p']*100:.2f}", f"{v['r']*100:.2f}", f"{v['f']*100:.2f}") (k, f"{v['p']*100:.2f}", f"{v['r']*100:.2f}", f"{v['f']*100:.2f}")