View Javadoc
1   /*
2    * Licensed to the Apache Software Foundation (ASF) under one or more
3    * contributor license agreements.  See the NOTICE file distributed with
4    * this work for additional information regarding copyright ownership.
5    * The ASF licenses this file to You under the Apache License, Version 2.0
6    * (the "License"); you may not use this file except in compliance with
7    * the License.  You may obtain a copy of the License at
8    *
9    *      http://www.apache.org/licenses/LICENSE-2.0
10   *
11   * Unless required by applicable law or agreed to in writing, software
12   * distributed under the License is distributed on an "AS IS" BASIS,
13   * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14   * See the License for the specific language governing permissions and
15   * limitations under the License.
16   */
17  
18  package org.apache.commons.math4.neuralnet.sofm;
19  
20  import org.junit.Test;
21  import org.junit.Assert;
22  
23  import static org.junit.jupiter.api.Assertions.assertThrows;
24  
25  /**
26   * Tests for {@link NeighbourhoodSizeFunctionFactory} class.
27   */
28  public class NeighbourhoodSizeFunctionFactoryTest {
29  
30      @Test
31      public void testExponentialDecayPrecondition1() {
32          assertThrows(IllegalArgumentException.class, () ->
33                  NeighbourhoodSizeFunctionFactory.exponentialDecay(0, 0, 2));
34      }
35  
36      @Test
37      public void testExponentialDecayPrecondition2() {
38          assertThrows(IllegalArgumentException.class, () ->
39                  NeighbourhoodSizeFunctionFactory.exponentialDecay(1, 0, 2));
40      }
41  
42      @Test
43      public void testExponentialDecayPrecondition3() {
44          assertThrows(IllegalArgumentException.class, () ->
45                  NeighbourhoodSizeFunctionFactory.exponentialDecay(1, 1, 100));
46      }
47  
48      @Test
49      public void testExponentialDecayPrecondition4() {
50          assertThrows(IllegalArgumentException.class, () ->
51                  NeighbourhoodSizeFunctionFactory.exponentialDecay(2, 1, 0));
52      }
53  
54      @Test
55      public void testExponentialDecayTrivial() {
56          final int n = 65;
57          final int init = 4;
58          final int valueAtN = 3;
59          final NeighbourhoodSizeFunction f
60              = NeighbourhoodSizeFunctionFactory.exponentialDecay(init, valueAtN, n);
61  
62          Assert.assertEquals(init, f.value(0));
63          Assert.assertEquals(valueAtN, f.value(n));
64          Assert.assertEquals(0, f.value(Long.MAX_VALUE));
65      }
66  
67      @Test
68      public void testQuasiSigmoidDecayPrecondition1() {
69          assertThrows(IllegalArgumentException.class, () ->
70                  NeighbourhoodSizeFunctionFactory.quasiSigmoidDecay(0d, -1d, 2));
71      }
72  
73      @Test
74      public void testQuasiSigmoidDecayPrecondition3() {
75          assertThrows(IllegalArgumentException.class, () ->
76                  NeighbourhoodSizeFunctionFactory.quasiSigmoidDecay(1d, 0d, 100));
77      }
78  
79      @Test
80      public void testQuasiSigmoidDecayPrecondition4() {
81          assertThrows(IllegalArgumentException.class, () ->
82                  NeighbourhoodSizeFunctionFactory.quasiSigmoidDecay(1d, -1d, 0));
83      }
84  
85      @Test
86      public void testQuasiSigmoidDecayTrivial() {
87          final int n = 65;
88          final double init = 4;
89          final double slope = -1e-1;
90          final NeighbourhoodSizeFunction f
91              = NeighbourhoodSizeFunctionFactory.quasiSigmoidDecay(init, slope, n);
92  
93          Assert.assertEquals(init, f.value(0), 0d);
94          Assert.assertEquals(0, f.value(Long.MAX_VALUE), 0d);
95      }
96  
97  }