def classify(response, flag):
"""Run response.description through classifier"""
try:
score = get_spicedham().classify(tokenize(response.description))
if score > ABUSE_CUTOFF:
return True
except (ZeroDivisionError, TypeError):
# If there isn't any training data (and possibly some other
# situations), classify can raise a TypeError or
# ZeroDivisionError.
#
# https://github.com/mozilla/spicedham/issues/21
#
# For now, we'll assume that means it's not abuse.
pass
return False
def train(self, descriptions, is_abuse=True):
# Note: This is probably a cached Spicedham object.
sham = get_spicedham()
for desc in descriptions:
sham.train(tokenize(desc), match=is_abuse)