Ejemplo n.º 1
0
def Supervised(filename, old_files = [], stop='', stopat=1, error='none', interval = 100000, starting =1, seed=0,
               step =10, learner='svm_linear', boost=None):
    print("FILENAME: ", filename, "OLDFILES: ", len(old_files))
    stopat = float(stopat)
    np.random.seed(seed)

    read = MAR()
    read = read.create(filename, old_files)
    read.step = step

    read.interval = interval
    read.seed = seed

    if boost:
        util.vote(read, clf_name=boost, seed=seed, all=False, temp=str(seed) + filename)
    return
    num2 = read.get_allpos()
    target = int(num2 * stopat)
    if stop == 'est':
        read.enable_est = True
    else:
        read.enable_est = False

    if boost == None:
        read.train_supervised(learner, seed)
    pos, neg, total = read.get_numbers()

    if boost:
        read.query_boost()
    else:
        read.query_supervised()

    read.record['est'][0] = read.est_num

    while True:
        pos, neg, total = read.get_numbers()

        # try:
        #     print("%d, %d, %d" %(pos,pos+neg, read.est_num))
        # except:
        #     print("%d, %d" %(pos,pos+neg))

        if pos + neg >= total:
            break

        # if pos >= target and (pos+neg) >= total * .22 and read.enable_est and read.est_num*stopat<= pos:
        #     break
        if boost:
            ids = read.query_boost()[:read.step]
        else:
            ids = read.query_supervised()[:read.step]
        read.code_batch(ids)
    return read
Ejemplo n.º 2
0
def Boosting(filename, old_files = [], stop='', stopat=1, error='none', interval = 100000, starting =1, seed=0, step =10):
    print("FILENAME: ", filename, "OLDFILES: ", len(old_files))
    stopat = float(stopat)
    np.random.seed(seed)

    read = MAR()
    read = read.create(filename,old_files)
    read.step = step

    read.interval = interval

    util.vote(read)

    num2 = read.get_allpos()
    target = int(num2 * stopat)
    if stop == 'est':
        read.enable_est = True
    else:
        read.enable_est = False

    pos, neg, total = read.get_numbers()


    read.query_boost()
    read.record['est'][0]= read.est_num


    while True:
        pos, neg, total = read.get_numbers()
        try:
            print("%d, %d, %d" %(pos,pos+neg, read.est_num))
        except:
            print("%d, %d" %(pos,pos+neg))

        if pos + neg >= total:
            break

        if read.enable_est and read.est_num*stopat<= pos:
            break
        for id in read.query_boost()[:read.step]:
            read.code_error(id, error=error)
    return read