Github user feynmanliang commented on a diff in the pull request: https://github.com/apache/spark/pull/4716#discussion_r39896288 --- Diff: mllib/src/main/scala/org/apache/spark/mllib/stat/test/StreamingTest.scala --- @@ -0,0 +1,145 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package org.apache.spark.mllib.stat.test + +import org.apache.spark.Logging +import org.apache.spark.annotation.{Experimental, Since} +import org.apache.spark.streaming.dstream.DStream +import org.apache.spark.util.StatCounter + +/** + * :: Experimental :: + * Performs online 2-sample significance testing for a stream of (Boolean, Double) pairs. The + * Boolean identifies which sample each observation comes from, and the Double is the numeric value + * of the observation. + * + * To address novelty affects, the `peacePeriod` specifies a set number of initial + * [[org.apache.spark.rdd.RDD]] batches of the [[DStream]] to be dropped from significance testing. + * + * The `windowSize` sets the number of batches each significance test is to be performed over. The + * window is sliding with a stride length of 1 batch. Setting windowSize to 0 will perform + * cumulative processing, using all batches seen so far. + * + * Different tests may be used for assessing statistical significance depending on assumptions + * satisfied by data. For more details, see [[StreamingTestMethod]]. The `testMethod` specifies + * which test will be used. + * + * Use a builder pattern to construct a streaming test in an application, for example: + * ``` + * val model = new OnlineABTest() + * .setPeacePeriod(10) + * .setWindowSize(0) + * .setTestMethod("welch") + * .registerStream(DStream) + * ``` + */ +@Experimental +@Since("1.6.0") +class StreamingTest( + @Since("1.6.0") var peacePeriod: Int = 0, --- End diff -- OK
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