als = ALS(maxIter=20, rank=10, regParam=0.01, userCol="member_srl", itemCol="productid", ratingCol="rating", seed=123)
(training, test) = df.randomSplit([0.8, 0.2])
model = als.fit(training)
pred = model.transform(test)