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add Java test case
  • Loading branch information
Jacky Li committed Feb 3, 2015
commit 793f85c131eade9b58a94655f318f1a00a7f2d9f
Original file line number Diff line number Diff line change
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/*
* 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.fpm;

import java.io.Serializable;
import java.util.ArrayList;
import java.util.List;

import org.junit.After;
import org.junit.Before;
import org.junit.Test;
import static org.junit.Assert.*;

import com.google.common.collect.Lists;

import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;

public class JavaFPGrowthSuite implements Serializable {
private transient JavaSparkContext sc;

@Before
public void setUp() {
sc = new JavaSparkContext("local", "JavaFPGrowth");
}

@After
public void tearDown() {
sc.stop();
sc = null;
}

@Test
public void runFPGrowth() {
JavaRDD<ArrayList<String>> rdd = sc.parallelize(Lists.newArrayList(
Lists.newArrayList("r z h k p".split(" ")),
Lists.newArrayList("z y x w v u t s".split(" ")),
Lists.newArrayList("s x o n r".split(" ")),
Lists.newArrayList("x z y m t s q e".split(" ")),
Lists.newArrayList("z".split(" ")),
Lists.newArrayList("x z y r q t p".split(" "))), 2);

FPGrowth fpg = new FPGrowth();

/*
FPGrowthModel model6 = fpg
.setMinSupport(0.9)
.setNumPartitions(1)
.run(rdd);
assert(model6.javaFreqItemsets().count() == 0);

FPGrowthModel model3 = fpg
.setMinSupport(0.5)
.setNumPartitions(2)
.run(rdd);
val freqItemsets3 = model3.freqItemsets.collect().map { case (items, count) =>
(items.toSet, count)
}
val expected = Set(
(Set("s"), 3L), (Set("z"), 5L), (Set("x"), 4L), (Set("t"), 3L), (Set("y"), 3L),
(Set("r"), 3L),
(Set("x", "z"), 3L), (Set("t", "y"), 3L), (Set("t", "x"), 3L), (Set("s", "x"), 3L),
(Set("y", "x"), 3L), (Set("y", "z"), 3L), (Set("t", "z"), 3L),
(Set("y", "x", "z"), 3L), (Set("t", "x", "z"), 3L), (Set("t", "y", "z"), 3L),
(Set("t", "y", "x"), 3L),
(Set("t", "y", "x", "z"), 3L))
assert(freqItemsets3.toSet === expected)

val model2 = fpg
.setMinSupport(0.3)
.setNumPartitions(4)
.run[String](rdd)
assert(model2.freqItemsets.count() == 54)

val model1 = fpg
.setMinSupport(0.1)
.setNumPartitions(8)
.run[String](rdd)
assert(model1.freqItemsets.count() == 625) */
}
}