blob: f16f3960eca445d282c5c3df20f3fa3b4c66c024 [file] [log] [blame]
Ed Warnickecb9cada2015-12-08 15:45:58 -07001/*
2 * Copyright (c) 2015 Cisco and/or its affiliates.
3 * Licensed under the Apache License, Version 2.0 (the "License");
4 * you may not use this file except in compliance with the License.
5 * You may obtain a copy of the License at:
6 *
7 * http://www.apache.org/licenses/LICENSE-2.0
8 *
9 * Unless required by applicable law or agreed to in writing, software
10 * distributed under the License is distributed on an "AS IS" BASIS,
11 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12 * See the License for the specific language governing permissions and
13 * limitations under the License.
14 */
15/*
16 Copyright (c) 2001, 2002, 2003 Eliot Dresselhaus
17
18 Permission is hereby granted, free of charge, to any person obtaining
19 a copy of this software and associated documentation files (the
20 "Software"), to deal in the Software without restriction, including
21 without limitation the rights to use, copy, modify, merge, publish,
22 distribute, sublicense, and/or sell copies of the Software, and to
23 permit persons to whom the Software is furnished to do so, subject to
24 the following conditions:
25
26 The above copyright notice and this permission notice shall be
27 included in all copies or substantial portions of the Software.
28
29 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
30 EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
31 MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
32 NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
33 LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
34 OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
35 WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
36*/
37
38#include <vppinfra/random.h>
39
Paul Vinciguerrab5a575b2019-11-01 13:00:58 -040040/** \file random.c
41 Random number support
Dave Barach0c332a32017-12-12 10:22:27 -050042 */
43
44/** \brief Default random seed for standalone version of library.
Ed Warnickecb9cada2015-12-08 15:45:58 -070045 Value can be overridden by platform code from e.g.
46 machine's clock count register. */
47u32 standalone_random_default_seed = 1;
Dave Barachc3799992016-08-15 11:12:27 -040048
Dave Barach0c332a32017-12-12 10:22:27 -050049/**
50 * \brief Compute the X2 test statistic for a vector of counts.
51 * Each value element corresponds to a histogram bucket.
52 *
53 * Typical use-case: test the hypothesis that a set of octets
54 * are uniformly distributed (aka random).
55 *
56 * In a 1-dimensional use-case, the result should be compared
57 * with the critical value from chi square tables with
58 * vec_len(values) - 1 degrees of freedom.
59 *
60 * @param[in] values vector of histogram bucket values
61 * @return d - Pearson's X2 test statistic
62 */
63
64f64
65clib_chisquare (u64 * values)
66{
Dave Barach545d9ea2017-12-13 11:43:13 -050067 u32 i, len;
Dave Barach0c332a32017-12-12 10:22:27 -050068 f64 d, delta_d, actual_frequency, expected_frequency;
69 u64 n_observations = 0;
70
Dave Barach545d9ea2017-12-13 11:43:13 -050071 len = vec_len (values);
72 /*
73 * Shut up coverity. Return a huge number which should always exceed
74 * the X2 critical value.
75 */
76 if (len == 0)
77 return (f64) 1e70;
Dave Barach0c332a32017-12-12 10:22:27 -050078
Dave Barach545d9ea2017-12-13 11:43:13 -050079 for (i = 0; i < len; i++)
Dave Barach0c332a32017-12-12 10:22:27 -050080 n_observations += values[i];
81
Dave Barach545d9ea2017-12-13 11:43:13 -050082 expected_frequency = (1.0 / (f64) len) * (f64) n_observations;
Dave Barach0c332a32017-12-12 10:22:27 -050083
84 d = 0.0;
85
Dave Barach545d9ea2017-12-13 11:43:13 -050086 for (i = 0; i < len; i++)
Dave Barach0c332a32017-12-12 10:22:27 -050087 {
88 actual_frequency = ((f64) values[i]);
89 delta_d = ((actual_frequency - expected_frequency)
90 * (actual_frequency - expected_frequency))
91 / expected_frequency;
92 d += delta_d;
93 }
94 return d;
95}
96
Dave Barachc3799992016-08-15 11:12:27 -040097/*
98 * fd.io coding-style-patch-verification: ON
99 *
100 * Local Variables:
101 * eval: (c-set-style "gnu")
102 * End:
103 */