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      1 /*
      2  * Copyright (C) 2018 The Android Open Source Project
      3  *
      4  * Licensed under the Apache License, Version 2.0 (the "License");
      5  * you may not use this file except in compliance with the License.
      6  * You may obtain a copy of the License at
      7  *
      8  *      http://www.apache.org/licenses/LICENSE-2.0
      9  *
     10  * Unless required by applicable law or agreed to in writing, software
     11  * distributed under the License is distributed on an "AS IS" BASIS,
     12  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
     13  * See the License for the specific language governing permissions and
     14  * limitations under the License.
     15  */
     16 package com.android.tradefed.testtype.metricregression;
     17 
     18 import static org.junit.Assert.assertEquals;
     19 import static org.junit.Assert.assertTrue;
     20 import static org.mockito.ArgumentMatchers.any;
     21 import static org.mockito.ArgumentMatchers.eq;
     22 import static org.mockito.Mockito.doNothing;
     23 import static org.mockito.Mockito.spy;
     24 import static org.mockito.Mockito.times;
     25 import static org.mockito.Mockito.verify;
     26 
     27 import com.android.tradefed.result.TestDescription;
     28 import com.android.tradefed.testtype.metricregression.DetectRegression.TableRow;
     29 import com.android.tradefed.util.MultiMap;
     30 
     31 import com.google.common.primitives.Doubles;
     32 
     33 import org.junit.Test;
     34 import org.junit.runner.RunWith;
     35 import org.junit.runners.JUnit4;
     36 import org.mockito.ArgumentCaptor;
     37 
     38 import java.util.Arrays;
     39 import java.util.HashMap;
     40 import java.util.List;
     41 import java.util.Map;
     42 import java.util.stream.Collectors;
     43 
     44 /** Unit tests for {@link DetectRegression}. */
     45 @RunWith(JUnit4.class)
     46 public class DetectRegressionTest {
     47 
     48     private static final double EPS = 0.0001;
     49 
     50     @Test
     51     public void testCalcMean() {
     52         Map<Double, double[]> data = new HashMap<>();
     53         data.put(2.5, new double[] {1, 2, 3, 4});
     54         data.put(
     55                 4.5,
     56                 new double[] {
     57                     -11, 22, 5, 4, 2.5,
     58                 });
     59         data.forEach(
     60                 (k, v) -> {
     61                     assertTrue(equal(k, DetectRegression.calcMean(Doubles.asList(v))));
     62                 });
     63     }
     64 
     65     @Test
     66     public void testCalcStdDev() {
     67         Map<Double, double[]> data = new HashMap<>();
     68         data.put(36.331000536732, new double[] {12.3, 56.7, 45.6, 124, 56});
     69         data.put(119.99906922093, new double[] {123.4, 22.5, 5.67, 4.56, 2.5, 333});
     70         data.forEach(
     71                 (k, v) -> {
     72                     assertTrue(equal(k, DetectRegression.calcStdDev(Doubles.asList(v))));
     73                 });
     74     }
     75 
     76     @Test
     77     public void testDetectRegression() {
     78         List<List<Double>> befores =
     79                 Arrays.stream(
     80                                 new double[][] {
     81                                     {3, 3, 3, 3, 3},
     82                                     {3, 5, 3, 5, 4},
     83                                     {3, 4, 3, 4, 3},
     84                                     {1, 2, 3, 2, 1},
     85                                     {-1, -2, -3, 0, 1, 2, 3},
     86                                     {5, 6, 5, 6, 6, 5, 7},
     87                                 })
     88                         .map(Doubles::asList)
     89                         .collect(Collectors.toList());
     90         List<List<Double>> afters =
     91                 Arrays.stream(
     92                                 new double[][] {
     93                                     {3, 3, 3, 3, 3},
     94                                     {2, 3, 4, 5, 6},
     95                                     {2, 5, 2, 5, 2},
     96                                     {10, 11, 12, 13, 14},
     97                                     {-10, -20, -30, 0, 10, 20, 30},
     98                                     {5, 6, 5, 6, 6, 5, 700},
     99                                 })
    100                         .map(Doubles::asList)
    101                         .collect(Collectors.toList());
    102         boolean[] result = {false, false, true, true, true, false};
    103 
    104         for (int i = 0; i < result.length; i++) {
    105             assertEquals(
    106                     result[i], DetectRegression.computeRegression(befores.get(i), afters.get(i)));
    107         }
    108     }
    109 
    110     @SuppressWarnings("unchecked")
    111     @Test
    112     public void testRunRegressionDetection() {
    113         DetectRegression detector = spy(DetectRegression.class);
    114         doNothing().when(detector).logResult(any(), any(), any(), any());
    115         TestDescription id1 = new TestDescription("class", "test1");
    116         TestDescription id2 = new TestDescription("class", "test2");
    117         Metrics before = new Metrics(false);
    118         Arrays.asList("3.0", "3.0", "3.0", "3.0", "3.0")
    119                 .forEach(e -> before.addRunMetric("metric-1", e));
    120         Arrays.asList("3.1", "3.3", "3.1", "3.2", "3.3")
    121                 .forEach(e -> before.addRunMetric("metric-2", e));
    122         Arrays.asList("5.1", "5.2", "5.1", "5.2", "5.1")
    123                 .forEach(e -> before.addRunMetric("metric-3", e));
    124         Arrays.asList("3.0", "3.0", "3.0", "3.0", "3.0")
    125                 .forEach(e -> before.addTestMetric(id1, "metric-4", e));
    126         Arrays.asList("3.1", "3.3", "3.1", "3.2", "3.3")
    127                 .forEach(e -> before.addTestMetric(id2, "metric-5", e));
    128         Arrays.asList("5.1", "5.2", "5.1", "5.2", "5.1")
    129                 .forEach(e -> before.addTestMetric(id2, "metric-6", e));
    130 
    131         Metrics after = new Metrics(false);
    132         Arrays.asList("3.0", "3.0", "3.0", "3.0", "3.0")
    133                 .forEach(e -> after.addRunMetric("metric-1", e));
    134         Arrays.asList("3.2", "3.2", "3.2", "3.2", "3.2")
    135                 .forEach(e -> after.addRunMetric("metric-2", e));
    136         Arrays.asList("8.1", "8.2", "8.1", "8.2", "8.1")
    137                 .forEach(e -> after.addRunMetric("metric-3", e));
    138         Arrays.asList("3.0", "3.0", "3.0", "3.0", "3.0")
    139                 .forEach(e -> after.addTestMetric(id1, "metric-4", e));
    140         Arrays.asList("3.2", "3.2", "3.2", "3.2", "3.2")
    141                 .forEach(e -> after.addTestMetric(id2, "metric-5", e));
    142         Arrays.asList("8.1", "8.2", "8.1", "8.2", "8.1")
    143                 .forEach(e -> after.addTestMetric(id2, "metric-6", e));
    144 
    145         ArgumentCaptor<List<TableRow>> runResultCaptor = ArgumentCaptor.forClass(List.class);
    146         ArgumentCaptor<MultiMap<String, TableRow>> testResultCaptor =
    147                 ArgumentCaptor.forClass(MultiMap.class);
    148         detector.runRegressionDetection(before, after);
    149         verify(detector, times(1))
    150                 .logResult(
    151                         eq(before),
    152                         eq(after),
    153                         runResultCaptor.capture(),
    154                         testResultCaptor.capture());
    155 
    156         List<TableRow> runResults = runResultCaptor.getValue();
    157         assertEquals(1, runResults.size());
    158         assertEquals("metric-3", runResults.get(0).name);
    159 
    160         MultiMap<String, TableRow> testResults = testResultCaptor.getValue();
    161         assertEquals(1, testResults.size());
    162         assertEquals(1, testResults.get(id2.toString()).size());
    163         assertEquals("metric-6", testResults.get(id2.toString()).get(0).name);
    164     }
    165 
    166     private boolean equal(double d1, double d2) {
    167         return Math.abs(d1 - d2) < EPS;
    168     }
    169 }
    170