/* * 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.flink.api.java.summarize.aggregation; import org.junit.Assert; import org.junit.Test; public class CompensatedSumTest { /** * When adding a series of numbers the order of the numbers should not impact the results. * * This test shows that a naive summation comes up with a different result than Kahan * Summation when you start with either a smaller or larger number in some cases and * helps prove our Kahan Summation is working. */ @Test public void testAdd1() throws Exception { final CompensatedSum smallSum = new CompensatedSum(0.001, 0.0); final CompensatedSum largeSum = new CompensatedSum(1000, 0.0); CompensatedSum compensatedResult1 = smallSum; CompensatedSum compensatedResult2 = largeSum; double naiveResult1 = smallSum.value(); double naiveResult2 = largeSum.value(); for(int i = 0; i < 10; i++) { compensatedResult1 = compensatedResult1.add(smallSum); compensatedResult2 = compensatedResult2.add(smallSum); naiveResult1 += smallSum.value(); naiveResult2 += smallSum.value(); } compensatedResult1 = compensatedResult1.add(largeSum); compensatedResult2 = compensatedResult2.add(smallSum); naiveResult1 += largeSum.value(); naiveResult2 += smallSum.value(); // Kahan summation gave the same result no matter what order we added Assert.assertEquals(1000.011, compensatedResult1.value(), 0.0); Assert.assertEquals(1000.011, compensatedResult2.value(), 0.0); // naive addition gave a small floating point error Assert.assertEquals(1000.011, naiveResult1, 0.0); Assert.assertEquals(1000.0109999999997, naiveResult2, 0.0); Assert.assertEquals(compensatedResult1.value(), compensatedResult2.value(), 0.0); Assert.assertEquals(naiveResult1, naiveResult2, 0.0001); Assert.assertNotEquals(naiveResult1, naiveResult2, 0.0); } @Test public void testDelta() throws Exception { CompensatedSum compensatedResult1 = new CompensatedSum(0.001, 0.0); for(int i = 0; i < 10; i++) { compensatedResult1 = compensatedResult1.add(0.001); } Assert.assertEquals(0.011, compensatedResult1.value(), 0.0); Assert.assertEquals(new Double("8.673617379884035E-19"), compensatedResult1.delta(), 0.0); } }