def __init__(self, k=1):
# phrase detector
self.phrase_detector = PmiPhraseDetector(RawSentenceStream())
# number converter
self.tokenizer = RawTokenizer()
# build model
self.model = W2Vmodel(PhraseSentenceStream(self.phrase_detector))
# parameters
self.p = 0.8
self.k = k
def __init__(self, alpha=6.0):
# phrase detector
self.phrase_detector = PmiPhraseDetector(RawSentenceStream())
# number converter
self.tokenizer = RawTokenizer()
# build model
self.w2v = W2Vmodel(PhraseSentenceStream(self.phrase_detector))
self.tfidf = TFIDFmodel()
# parameters
self.alpha = alpha
self.k = 3
self.p = 0.80
