diff options
Diffstat (limited to 'src')
-rw-r--r-- | src/vppinfra/random.c | 47 | ||||
-rw-r--r-- | src/vppinfra/random.h | 2 | ||||
-rw-r--r-- | src/vppinfra/test_random.c | 60 |
3 files changed, 108 insertions, 1 deletions
diff --git a/src/vppinfra/random.c b/src/vppinfra/random.c index fa5bcc8c78a..e54a3bc8c7c 100644 --- a/src/vppinfra/random.c +++ b/src/vppinfra/random.c @@ -37,11 +37,56 @@ #include <vppinfra/random.h> -/* Default random seed for standalone version of library. +/** \file Random number support + */ + +/** \brief Default random seed for standalone version of library. Value can be overridden by platform code from e.g. machine's clock count register. */ u32 standalone_random_default_seed = 1; +/** + * \brief Compute the X2 test statistic for a vector of counts. + * Each value element corresponds to a histogram bucket. + * + * Typical use-case: test the hypothesis that a set of octets + * are uniformly distributed (aka random). + * + * In a 1-dimensional use-case, the result should be compared + * with the critical value from chi square tables with + * vec_len(values) - 1 degrees of freedom. + * + * @param[in] values vector of histogram bucket values + * @return d - Pearson's X2 test statistic + */ + +f64 +clib_chisquare (u64 * values) +{ + int i; + f64 d, delta_d, actual_frequency, expected_frequency; + u64 n_observations = 0; + + ASSERT (vec_len (values)); + + for (i = 0; i < vec_len (values); i++) + n_observations += values[i]; + + expected_frequency = (1.0 / (f64) vec_len (values)) * (f64) n_observations; + + d = 0.0; + + for (i = 0; i < vec_len (values); i++) + { + actual_frequency = ((f64) values[i]); + delta_d = ((actual_frequency - expected_frequency) + * (actual_frequency - expected_frequency)) + / expected_frequency; + d += delta_d; + } + return d; +} + /* * fd.io coding-style-patch-verification: ON * diff --git a/src/vppinfra/random.h b/src/vppinfra/random.h index 5c139d05490..bceab419567 100644 --- a/src/vppinfra/random.h +++ b/src/vppinfra/random.h @@ -167,6 +167,8 @@ random_string (u32 * seed, uword len) return s; } +f64 clib_chisquare (u64 * values); + #endif /* included_random_h */ /* diff --git a/src/vppinfra/test_random.c b/src/vppinfra/test_random.c index 49759eacb97..64513d56b57 100644 --- a/src/vppinfra/test_random.c +++ b/src/vppinfra/test_random.c @@ -38,6 +38,42 @@ #include <vppinfra/format.h> #include <vppinfra/bitmap.h> +static u32 outcome_frequencies[] = { + 8, 5, 9, 2, 7, 5, +}; + + +int +test_chisquare (void) +{ + u64 *values = 0; + int i; + f64 d, delta_d; + + vec_validate (values, 5); + + for (i = 0; i < 6; i++) + values[i] = (u64) outcome_frequencies[i]; + + d = clib_chisquare (values); + + delta_d = d - 5.333; + + if (delta_d < 0.0) + delta_d = -delta_d; + + if (delta_d < 0.001) + { + fformat (stdout, "chisquare OK...\n"); + return 0; + } + else + { + fformat (stdout, "chisquare BAD, d = %.3f\n", d); + return -1; + } +} + static u32 known_random_sequence[] = { 0x00000000, 0x3c6ef35f, 0x47502932, 0xd1ccf6e9, 0xaaf95334, 0x6252e503, 0x9f2ec686, 0x57fe6c2d, @@ -54,6 +90,8 @@ test_random_main (unformat_input_t * input) uword print; u32 seed; u32 *seedp = &seed; + u64 *counts = 0; + f64 d; /* first, check known sequence from Numerical Recipes in C, 2nd ed. page 284 */ @@ -118,6 +156,28 @@ test_random_main (unformat_input_t * input) continue; } + if (test_chisquare ()) + return (-1); + + /* Simple randomness tests based on X2 stats */ + vec_validate (counts, 255); + + for (i = 0; i < 1000000; i++) + { + u32 random_index; + u32 r = random_u32 (&seed); + + random_index = r & 0xFF; + + counts[random_index]++; + } + + d = clib_chisquare (counts); + + fformat (stdout, "%d random octets, chisquare stat d = %.3f\n", i, d); + + vec_free (counts); + return 0; } |