aboutsummaryrefslogtreecommitdiffstats
path: root/library/cpp/histogram/hdr/histogram_ut.cpp
blob: bfa65b496e0db38a214141654887ddf17f6ad639 (plain) (blame)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
#include "histogram.h"

#include <library/cpp/testing/unittest/registar.h> 

#include <util/generic/cast.h>

using namespace NHdr;

void LoadData(THistogram* h1, THistogram* h2) {
    for (int i = 0; i < 1000; i++) {
        UNIT_ASSERT(h1->RecordValue(1000));
        UNIT_ASSERT(h2->RecordValueWithExpectedInterval(1000, 1000));
    }

    UNIT_ASSERT(h1->RecordValue(1000 * 1000));
    UNIT_ASSERT(h2->RecordValueWithExpectedInterval(1000 * 1000, 1000));
}

Y_UNIT_TEST_SUITE(THistogramTest) {
    Y_UNIT_TEST(Creation) {
        THistogram h(TDuration::Hours(1).MicroSeconds(), 3);
        UNIT_ASSERT_EQUAL(h.GetMemorySize(), 188512);
        UNIT_ASSERT_EQUAL(h.GetCountsLen(), 23552);
    }

    Y_UNIT_TEST(CreateWithLargeValues) {
        THistogram h(20L * 1000 * 1000, 100L * 1000 * 1000, 5);
        UNIT_ASSERT(h.RecordValue(100L * 1000 * 1000));
        UNIT_ASSERT(h.RecordValue(20L * 1000 * 1000));
        UNIT_ASSERT(h.RecordValue(30L * 1000 * 1000));

        i64 v50 = h.GetValueAtPercentile(50.0);
        i64 v8333 = h.GetValueAtPercentile(83.33);
        i64 v8334 = h.GetValueAtPercentile(83.34);
        i64 v99 = h.GetValueAtPercentile(99.0);

        UNIT_ASSERT_EQUAL(v50, 33554431);
        UNIT_ASSERT_EQUAL(v8333, 33554431);
        UNIT_ASSERT_EQUAL(v8334, 100663295);
        UNIT_ASSERT_EQUAL(v99, 100663295);

        UNIT_ASSERT(h.ValuesAreEqual(v50, 20L * 1000 * 1000));
        UNIT_ASSERT(h.ValuesAreEqual(v8333, 30L * 1000 * 1000));
        UNIT_ASSERT(h.ValuesAreEqual(v8334, 100L * 1000 * 1000));
        UNIT_ASSERT(h.ValuesAreEqual(v99, 100L * 1000 * 1000));
    }

    Y_UNIT_TEST(InvalidSignificantValueDigits) {
        UNIT_ASSERT_EXCEPTION(THistogram(1000, -1), yexception);
        UNIT_ASSERT_EXCEPTION(THistogram(1000, 0), yexception);
        UNIT_ASSERT_EXCEPTION(THistogram(1000, 6), yexception);
    }

    Y_UNIT_TEST(InvalidLowestDiscernibleValue) {
        UNIT_ASSERT_EXCEPTION(THistogram(0, 100, 3), yexception);
        UNIT_ASSERT_EXCEPTION(THistogram(110, 100, 3), yexception);
    }

    Y_UNIT_TEST(TotalCount) {
        i64 oneHour = SafeIntegerCast<i64>(TDuration::Hours(1).MicroSeconds());
        THistogram h1(oneHour, 3);
        THistogram h2(oneHour, 3);
        LoadData(&h1, &h2);

        UNIT_ASSERT_EQUAL(h1.GetTotalCount(), 1001);
        UNIT_ASSERT_EQUAL(h2.GetTotalCount(), 2000);
    }

    Y_UNIT_TEST(StatsValues) {
        i64 oneHour = SafeIntegerCast<i64>(TDuration::Hours(1).MicroSeconds());
        THistogram h1(oneHour, 3);
        THistogram h2(oneHour, 3);
        LoadData(&h1, &h2);

        // h1 - histogram without correction
        {
            UNIT_ASSERT_EQUAL(h1.GetMin(), 1000);
            UNIT_ASSERT_EQUAL(h1.GetMax(), 1000447);
            UNIT_ASSERT(h1.ValuesAreEqual(h1.GetMax(), 1000 * 1000));

            // >>> numpy.mean([1000 for i in range(1000)] + [1000000])
            // 1998.0019980019979
            UNIT_ASSERT_DOUBLES_EQUAL(h1.GetMean(), 1998, 0.5);

            // >>> numpy.std([1000 for i in range(1000)] + [1000000])
            // 31559.59423085126
            UNIT_ASSERT_DOUBLES_EQUAL(h1.GetStdDeviation(), 31559, 10);
        }

        // h2 - histogram with correction of co-ordinated omission
        {
            UNIT_ASSERT_EQUAL(h2.GetMin(), 1000);
            UNIT_ASSERT_EQUAL(h2.GetMax(), 1000447);
            UNIT_ASSERT(h2.ValuesAreEqual(h1.GetMax(), 1000 * 1000));
            UNIT_ASSERT_DOUBLES_EQUAL(h2.GetMean(), 250752, 0.5);
            UNIT_ASSERT_DOUBLES_EQUAL(h2.GetStdDeviation(), 322557, 0.5);
        }
    }

    Y_UNIT_TEST(Percentiles) {
        i64 oneHour = SafeIntegerCast<i64>(TDuration::Hours(1).MicroSeconds());
        THistogram h1(oneHour, 3);
        THistogram h2(oneHour, 3);
        LoadData(&h1, &h2);

        // >>> a = [1000 for i in range(1000)] + [1000000]
        // >>> [(p, numpy.percentile(a, p)) for p in [50, 90, 99, 99.99, 99.999, 100]]
        // [(50, 1000.0), (90, 1000.0), (99, 1000.0), (99.99, 900099.99999986368), (99.999, 990009.99999989558), (100, 1000000.0)]

        // h1 - histogram without correction
        {
            i64 v50 = h1.GetValueAtPercentile(50);
            i64 v90 = h1.GetValueAtPercentile(90);
            i64 v99 = h1.GetValueAtPercentile(99);
            i64 v9999 = h1.GetValueAtPercentile(99.99);
            i64 v99999 = h1.GetValueAtPercentile(99.999);
            i64 v100 = h1.GetValueAtPercentile(100);

            UNIT_ASSERT_EQUAL(v50, 1000);
            UNIT_ASSERT_EQUAL(v90, 1000);
            UNIT_ASSERT_EQUAL(v99, 1000);
            UNIT_ASSERT_EQUAL(v9999, 1000447);
            UNIT_ASSERT_EQUAL(v99999, 1000447);
            UNIT_ASSERT_EQUAL(v100, 1000447);

            UNIT_ASSERT(h1.ValuesAreEqual(v50, 1000));
            UNIT_ASSERT(h1.ValuesAreEqual(v90, 1000));
            UNIT_ASSERT(h1.ValuesAreEqual(v99, 1000));
            UNIT_ASSERT(h1.ValuesAreEqual(v9999, 1000 * 1000));
            UNIT_ASSERT(h1.ValuesAreEqual(v99999, 1000 * 1000));
            UNIT_ASSERT(h1.ValuesAreEqual(v100, 1000 * 1000));
        }

        // h2 - histogram with correction of co-ordinated omission
        {
            i64 v50 = h2.GetValueAtPercentile(50);
            i64 v90 = h2.GetValueAtPercentile(90);
            i64 v99 = h2.GetValueAtPercentile(99);
            i64 v9999 = h2.GetValueAtPercentile(99.99);
            i64 v99999 = h2.GetValueAtPercentile(99.999);
            i64 v100 = h2.GetValueAtPercentile(100);

            UNIT_ASSERT_EQUAL(v50, 1000);
            UNIT_ASSERT_EQUAL(v90, 800255);
            UNIT_ASSERT_EQUAL(v99, 980479);
            UNIT_ASSERT_EQUAL(v9999, 1000447);
            UNIT_ASSERT_EQUAL(v99999, 1000447);
            UNIT_ASSERT_EQUAL(v100, 1000447);

            UNIT_ASSERT(h2.ValuesAreEqual(v50, 1000));
            UNIT_ASSERT(h2.ValuesAreEqual(v90, 800 * 1000));
            UNIT_ASSERT(h2.ValuesAreEqual(v99, 980 * 1000));
            UNIT_ASSERT(h2.ValuesAreEqual(v9999, 1000 * 1000));
            UNIT_ASSERT(h2.ValuesAreEqual(v99999, 1000 * 1000));
            UNIT_ASSERT(h2.ValuesAreEqual(v100, 1000 * 1000));
        }
    }

    Y_UNIT_TEST(OutOfRangeValues) {
        THistogram h(1000, 4);
        UNIT_ASSERT(h.RecordValue(32767));
        UNIT_ASSERT(!h.RecordValue(32768));
    }

    Y_UNIT_TEST(Reset) {
        THistogram h(TDuration::Hours(1).MicroSeconds(), 3);
        UNIT_ASSERT(h.RecordValues(1000, 1000));
        UNIT_ASSERT(h.RecordValue(1000 * 1000));
        UNIT_ASSERT_EQUAL(h.GetTotalCount(), 1001);

        h.Reset();

        UNIT_ASSERT_EQUAL(h.GetTotalCount(), 0);
        UNIT_ASSERT_EQUAL(h.GetMin(), Max<i64>());
        UNIT_ASSERT_EQUAL(h.GetMax(), 0);
        UNIT_ASSERT_EQUAL(h.GetValueAtPercentile(99.0), 0);
    }
}