def nerLearn(ner_formatted_trainList,ner_model_file):
ALPHA = 1.0
EPOCH = 10
trainNERList = ner_formatted_trainList
vocabulary,classes,trainSize = learn.createVocabulary(trainNERList)
nerWeights = learn.initWeights(vocabulary,classes)
nerCache = learn.initWeights(vocabulary,classes)
ner_avg_weights = learn.initWeights(vocabulary,classes)
nerModel = learn.learn(vocabulary,nerWeights,nerCache,ner_avg_weights,trainNERList,trainSize,ALPHA,EPOCH)
learn.writeModel(nerModel,vocabulary,ner_model_file)
def posLearn(pos_format_trainList,pos_model_file):
ALPHA = 1.0
EPOCH = 5
trainPOSList = pos_format_trainList
random.shuffle(trainPOSList)
vocabulary,classes,trainSize = learn.createVocabulary(trainPOSList)
posWeights = learn.initWeights(vocabulary,classes)
posCache = learn.initWeights(vocabulary,classes)
pos_avg_weights = learn.initWeights(vocabulary,classes)
posModel = learn.learn(vocabulary,posWeights,posCache,pos_avg_weights,trainPOSList,trainSize,ALPHA,EPOCH)
learn.writeModel(posModel,vocabulary,pos_model_file)