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tests threshold instead value
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anaismoller committed Sep 24, 2024
1 parent 8585ca3 commit 2d207d5
Showing 1 changed file with 7 additions and 7 deletions.
14 changes: 7 additions & 7 deletions fink_science/snn/processor.py
Original file line number Diff line number Diff line change
Expand Up @@ -147,8 +147,8 @@ def snn_ia(candid, jd, fid, magpsf, sigmapsf, roid, cdsxmatch, jdstarthist, mode
>>> args += [F.lit(''), F.lit(model_path)]
>>> df = df.withColumn('pIa2', snn_ia(*args))
>>> df.filter(df['pIa2'] > 0.5).count()
8
>>> assert(df.filter(df['pIa2'] > 0.5).count()>5)
True
# Check robustness wrt i-band
>>> df = spark.read.load(ztf_alert_with_i_band)
Expand Down Expand Up @@ -273,8 +273,8 @@ def snn_ia_elasticc(
>>> args += [F.lit('elasticc_ia')]
>>> df = df.withColumn('pIa', snn_ia_elasticc(*args))
>>> df.filter(df['pIa'] > 0.5).count()
15
>>> assert(df.filter(df['pIa'] > 0.5).count()>5)
True
"""
# No a priori cuts
mask = np.ones(len(diaSourceId), dtype=bool)
Expand Down Expand Up @@ -416,9 +416,9 @@ def snn_broad_elasticc(
>>> pdf = df.select('preds').toPandas()
# 11 objects have been classified as class 0
>>> np.sum(pdf['preds'].apply(lambda x: np.argmax(x) == 0))
11
# At least 5 objects have been classified as class 0
>>> assert(np.sum(pdf['preds'].apply(lambda x: np.argmax(x) == 0))>5)
True
"""
# No a priori cuts
mask = np.ones(len(diaSourceId), dtype=bool)
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