/**
* 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.mahout.fpm.pfpgrowth;
import java.util.Iterator;
import java.util.List;
import java.util.Random;
import com.google.common.collect.Lists;
import org.apache.mahout.common.MahoutTestCase;
import org.apache.mahout.common.Pair;
import org.apache.mahout.common.RandomUtils;
import org.junit.Before;
import org.junit.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public final class TransactionTreeTest extends MahoutTestCase {
private static final Logger log = LoggerFactory.getLogger(TransactionTreeTest.class);
private static final int MAX_DUPLICATION = 50;
private static final int MAX_FEATURES = 30;
private static final int MAX_TRANSACTIONS = 500000;
private static final int MEGABYTE = 1000000;
private static final int NUM_OF_FPTREE_FIELDS = 4;
private static final int SIZE_INT = 4;
private static final int SIZE_LONG = 8;
private static final int SKIP_RATE = 10;
private Random gen;
@Override
@Before
public void setUp() throws Exception {
super.setUp();
gen = RandomUtils.getRandom();
}
private List<Integer> generateRandomArray() {
List<Integer> list = Lists.newArrayList();
for (int i = 0; i < MAX_FEATURES; i++) {
if (gen.nextInt() % SKIP_RATE == 0) {
list.add(i);
}
}
return list;
}
@Test
public void testTransactionTree() {
TransactionTree tree = new TransactionTree();
int nodes = 0;
int total = 0;
for (int i = 0; i < MAX_TRANSACTIONS; i++) {
List<Integer> array = generateRandomArray();
total += array.size();
nodes += tree.addPattern(array, 1 + gen.nextInt(MAX_DUPLICATION));
}
log.info("Input integers: {}", total);
log.info("Input data Size: {}", total * SIZE_INT / (double) MEGABYTE);
log.info("Nodes in Tree: {}", nodes);
log.info("Size of Tree: {}", (nodes * SIZE_INT * NUM_OF_FPTREE_FIELDS + tree.childCount() * SIZE_INT)
/ (double) MEGABYTE);
TransactionTree vtree = new TransactionTree();
StringBuilder sb = new StringBuilder();
int count = 0;
int items = 0;
Iterator<Pair<List<Integer>,Long>> it = tree.iterator();
while (it.hasNext()) {
Pair<List<Integer>,Long> p = it.next();
vtree.addPattern(p.getFirst(), p.getSecond());
items += p.getFirst().size();
count++;
sb.append(p);
}
log.info("Number of transaction integers: {}", items);
log.info("Size of Transactions: {}", (items * SIZE_INT + count * SIZE_LONG) / (double) MEGABYTE);
log.info("Number of Transactions: {}", count);
tree.getCompressedTree();
it = vtree.iterator();
StringBuilder sb1 = new StringBuilder();
while (it.hasNext()) {
sb1.append(it.next());
}
assertEquals(sb.toString(), sb1.toString());
TransactionTree mtree = new TransactionTree();
MultiTransactionTreeIterator mt = new MultiTransactionTreeIterator(vtree.iterator());
while (mt.hasNext()) {
mtree.addPattern(mt.next(), 1);
}
it = mtree.iterator();
StringBuilder sb2 = new StringBuilder();
while (it.hasNext()) {
sb2.append(it.next());
}
assertEquals(sb.toString(), sb2.toString());
}
}