/* $NetBSD: random_test.c,v 1.2.4.2 2024/02/29 12:35:56 martin Exp $ */ /* * Copyright (C) Internet Systems Consortium, Inc. ("ISC") * * SPDX-License-Identifier: MPL-2.0 * * This Source Code Form is subject to the terms of the Mozilla Public * License, v. 2.0. If a copy of the MPL was not distributed with this * file, you can obtain one at https://mozilla.org/MPL/2.0/. * * See the COPYRIGHT file distributed with this work for additional * information regarding copyright ownership. */ /* * IMPORTANT NOTE: * These tests work by generating a large number of pseudo-random numbers * and then statistically analyzing them to determine whether they seem * random. The test is expected to fail on occasion by random happenstance. */ #include #include #include /* IWYU pragma: keep */ #include #include #include #include #include #define UNIT_TESTING #include #include #include #include #include #include #include #include #include #define REPS 25000 typedef double(pvalue_func_t)(uint16_t *values, size_t length); /* igamc(), igam(), etc. were adapted (and cleaned up) from the Cephes * math library: * * Cephes Math Library Release 2.8: June, 2000 * Copyright 1985, 1987, 2000 by Stephen L. Moshier * * The Cephes math library was released into the public domain as part * of netlib. */ static double MACHEP = 1.11022302462515654042E-16; static double MAXLOG = 7.09782712893383996843E2; static double big = 4.503599627370496e15; static double biginv = 2.22044604925031308085e-16; static double igamc(double a, double x); static double igam(double a, double x); typedef enum { ISC_RANDOM8, ISC_RANDOM16, ISC_RANDOM32, ISC_RANDOM_BYTES, ISC_RANDOM_UNIFORM, ISC_NONCE_BYTES } isc_random_func; static double igamc(double a, double x) { double ans, ax, c, r, t, y, z; double pkm1, pkm2, qkm1, qkm2; if ((x <= 0) || (a <= 0)) { return (1.0); } if ((x < 1.0) || (x < a)) { return (1.0 - igam(a, x)); } ax = a * log(x) - x - lgamma(a); if (ax < -MAXLOG) { print_error("# igamc: UNDERFLOW, ax=%f\n", ax); return (0.0); } ax = exp(ax); /* continued fraction */ y = 1.0 - a; z = x + y + 1.0; c = 0.0; pkm2 = 1.0; qkm2 = x; pkm1 = x + 1.0; qkm1 = z * x; ans = pkm1 / qkm1; do { double yc, pk, qk; c += 1.0; y += 1.0; z += 2.0; yc = y * c; pk = pkm1 * z - pkm2 * yc; qk = qkm1 * z - qkm2 * yc; if (qk != 0) { r = pk / qk; t = fabs((ans - r) / r); ans = r; } else { t = 1.0; } pkm2 = pkm1; pkm1 = pk; qkm2 = qkm1; qkm1 = qk; if (fabs(pk) > big) { pkm2 *= biginv; pkm1 *= biginv; qkm2 *= biginv; qkm1 *= biginv; } } while (t > MACHEP); return (ans * ax); } static double igam(double a, double x) { double ans, ax, c, r; if ((x <= 0) || (a <= 0)) { return (0.0); } if ((x > 1.0) && (x > a)) { return (1.0 - igamc(a, x)); } /* Compute x**a * exp(-x) / md_gamma(a) */ ax = a * log(x) - x - lgamma(a); if (ax < -MAXLOG) { print_error("# igam: UNDERFLOW, ax=%f\n", ax); return (0.0); } ax = exp(ax); /* power series */ r = a; c = 1.0; ans = 1.0; do { r += 1.0; c *= x / r; ans += c; } while (c / ans > MACHEP); return (ans * ax / a); } static int8_t scounts_table[65536]; static uint8_t bitcounts_table[65536]; static int8_t scount_calculate(uint16_t n) { int i; int8_t sc; sc = 0; for (i = 0; i < 16; i++) { uint16_t lsb; lsb = n & 1; if (lsb != 0) { sc += 1; } else { sc -= 1; } n >>= 1; } return (sc); } static uint8_t bitcount_calculate(uint16_t n) { int i; uint8_t bc; bc = 0; for (i = 0; i < 16; i++) { uint16_t lsb; lsb = n & 1; if (lsb != 0) { bc += 1; } n >>= 1; } return (bc); } static void tables_init(void) { uint32_t i; for (i = 0; i < 65536; i++) { scounts_table[i] = scount_calculate(i); bitcounts_table[i] = bitcount_calculate(i); } } /* * The following code for computing Marsaglia's rank is based on the * implementation in cdbinrnk.c from the diehard tests by George * Marsaglia. * * This function destroys (modifies) the data passed in bits. */ static uint32_t matrix_binaryrank(uint32_t *bits, size_t rows, size_t cols) { unsigned int rt = 0; uint32_t rank = 0; uint32_t tmp; for (size_t k = 0; k < rows; k++) { size_t i = k; while (rt >= cols || ((bits[i] >> rt) & 1) == 0) { i++; if (i < rows) { continue; } else { rt++; if (rt < cols) { i = k; continue; } } return (rank); } rank++; if (i != k) { tmp = bits[i]; bits[i] = bits[k]; bits[k] = tmp; } for (size_t j = i + 1; j < rows; j++) { if (((bits[j] >> rt) & 1) == 0) { continue; } else { bits[j] ^= bits[k]; } } rt++; } return (rank); } static void random_test(pvalue_func_t *func, isc_random_func test_func) { uint32_t m; uint32_t j; uint32_t histogram[11] = { 0 }; uint32_t passed; double proportion; double p_hat; double lower_confidence, higher_confidence; double chi_square; double p_value_t; double alpha; tables_init(); m = 1000; passed = 0; for (j = 0; j < m; j++) { uint32_t i; uint32_t values[REPS]; uint16_t *uniform_values; double p_value; switch (test_func) { case ISC_RANDOM8: for (i = 0; i < (sizeof(values) / sizeof(*values)); i++) { values[i] = isc_random8(); } break; case ISC_RANDOM16: for (i = 0; i < (sizeof(values) / sizeof(*values)); i++) { values[i] = isc_random16(); } break; case ISC_RANDOM32: for (i = 0; i < (sizeof(values) / sizeof(*values)); i++) { values[i] = isc_random32(); } break; case ISC_RANDOM_BYTES: isc_random_buf(values, sizeof(values)); break; case ISC_RANDOM_UNIFORM: uniform_values = (uint16_t *)values; for (i = 0; i < (sizeof(values) / (sizeof(*uniform_values))); i++) { uniform_values[i] = isc_random_uniform(UINT16_MAX); } break; case ISC_NONCE_BYTES: isc_nonce_buf(values, sizeof(values)); break; } p_value = (*func)((uint16_t *)values, REPS * 2); if (p_value >= 0.01) { passed++; } assert_in_range(p_value, 0.0, 1.0); i = (int)floor(p_value * 10); histogram[i]++; } /* * Check proportion of sequences passing a test (see section * 4.2.1 in NIST SP 800-22). */ alpha = 0.01; /* the significance level */ proportion = (double)passed / (double)m; p_hat = 1.0 - alpha; lower_confidence = p_hat - (3.0 * sqrt((p_hat * (1.0 - p_hat)) / m)); higher_confidence = p_hat + (3.0 * sqrt((p_hat * (1.0 - p_hat)) / m)); assert_in_range(proportion, lower_confidence, higher_confidence); /* * Check uniform distribution of p-values (see section 4.2.2 in * NIST SP 800-22). */ /* Fold histogram[10] (p_value = 1.0) into histogram[9] for * interval [0.9, 1.0] */ histogram[9] += histogram[10]; histogram[10] = 0; /* Pre-requisite that at least 55 sequences are processed. */ assert_true(m >= 55); chi_square = 0.0; for (j = 0; j < 10; j++) { double numer; double denom; numer = (histogram[j] - (m / 10.0)) * (histogram[j] - (m / 10.0)); denom = m / 10.0; chi_square += numer / denom; } p_value_t = igamc(9 / 2.0, chi_square / 2.0); assert_true(p_value_t >= 0.0001); } /* * This is a frequency (monobits) test taken from the NIST SP 800-22 * RANDOM test suite. */ static double monobit(uint16_t *values, size_t length) { size_t i; int32_t scount; uint32_t numbits; double s_obs; double p_value; UNUSED(mctx); numbits = length * sizeof(*values) * 8; scount = 0; for (i = 0; i < length; i++) { scount += scounts_table[values[i]]; } /* Preconditions (section 2.1.7 in NIST SP 800-22) */ assert_true(numbits >= 100); s_obs = abs(scount) / sqrt(numbits); p_value = erfc(s_obs / sqrt(2.0)); return (p_value); } /* * This is the runs test taken from the NIST SP 800-22 RNG test suite. */ static double runs(uint16_t *values, size_t length) { size_t i; uint32_t bcount; uint32_t numbits; double pi; double tau; uint32_t j; uint32_t b; uint8_t bit_prev; uint32_t v_obs; double numer; double denom; double p_value; UNUSED(mctx); numbits = length * sizeof(*values) * 8; bcount = 0; for (i = 0; i < length; i++) { bcount += bitcounts_table[values[i]]; } pi = (double)bcount / (double)numbits; tau = 2.0 / sqrt(numbits); /* Preconditions (section 2.3.7 in NIST SP 800-22) */ assert_true(numbits >= 100); /* * Pre-condition implied from the monobit test. This can fail * for some sequences, and the p-value is taken as 0 in these * cases. */ if (fabs(pi - 0.5) >= tau) { return (0.0); } /* Compute v_obs */ j = 0; b = 14; bit_prev = (values[j] & (1U << 15)) == 0 ? 0 : 1; v_obs = 0; for (i = 1; i < numbits; i++) { uint8_t bit_this = (values[j] & (1U << b)) == 0 ? 0 : 1; if (b == 0) { b = 15; j++; } else { b--; } v_obs += bit_this ^ bit_prev; bit_prev = bit_this; } v_obs += 1; numer = fabs(v_obs - (2.0 * numbits * pi * (1.0 - pi))); denom = 2.0 * sqrt(2.0 * numbits) * pi * (1.0 - pi); p_value = erfc(numer / denom); return (p_value); } /* * This is the block frequency test taken from the NIST SP 800-22 RNG * test suite. */ static double blockfrequency(uint16_t *values, size_t length) { uint32_t i; uint32_t numbits; uint32_t mbits; uint32_t mwords; uint32_t numblocks; double *pi; double chi_square; double p_value; numbits = length * sizeof(*values) * 8; mbits = 32000; mwords = mbits / 16; numblocks = numbits / mbits; /* Preconditions (section 2.2.7 in NIST SP 800-22) */ assert_true(numbits >= 100); assert_true(mbits >= 20); assert_true((double)mbits > (0.01 * numbits)); assert_true(numblocks < 100); assert_true(numbits >= (mbits * numblocks)); pi = isc_mem_get(mctx, numblocks * sizeof(double)); assert_non_null(pi); for (i = 0; i < numblocks; i++) { uint32_t j; pi[i] = 0.0; for (j = 0; j < mwords; j++) { uint32_t idx; idx = i * mwords + j; pi[i] += bitcounts_table[values[idx]]; } pi[i] /= mbits; } /* Compute chi_square */ chi_square = 0.0; for (i = 0; i < numblocks; i++) { chi_square += (pi[i] - 0.5) * (pi[i] - 0.5); } chi_square *= 4 * mbits; isc_mem_put(mctx, pi, numblocks * sizeof(double)); p_value = igamc(numblocks * 0.5, chi_square * 0.5); return (p_value); } /* * This is the binary matrix rank test taken from the NIST SP 800-22 RNG * test suite. */ static double binarymatrixrank(uint16_t *values, size_t length) { uint32_t i; size_t matrix_m; size_t matrix_q; uint32_t num_matrices; size_t numbits; uint32_t fm_0; uint32_t fm_1; uint32_t fm_rest; double term1; double term2; double term3; double chi_square; double p_value; UNUSED(mctx); matrix_m = 32; matrix_q = 32; num_matrices = length / ((matrix_m * matrix_q) / 16); numbits = num_matrices * matrix_m * matrix_q; /* Preconditions (section 2.5.7 in NIST SP 800-22) */ assert_int_equal(matrix_m, 32); assert_int_equal(matrix_q, 32); assert_true(numbits >= (38 * matrix_m * matrix_q)); fm_0 = 0; fm_1 = 0; fm_rest = 0; for (i = 0; i < num_matrices; i++) { /* * Each uint32_t supplies 32 bits, so a 32x32 bit matrix * takes up uint32_t array of size 32. */ uint32_t bits[32]; int j; uint32_t rank; for (j = 0; j < 32; j++) { size_t idx; uint32_t r1; uint32_t r2; idx = i * ((matrix_m * matrix_q) / 16); idx += j * 2; r1 = values[idx]; r2 = values[idx + 1]; bits[j] = (r1 << 16) | r2; } rank = matrix_binaryrank(bits, matrix_m, matrix_q); if (rank == matrix_m) { fm_0++; } else if (rank == (matrix_m - 1)) { fm_1++; } else { fm_rest++; } } /* Compute chi_square */ term1 = ((fm_0 - (0.2888 * num_matrices)) * (fm_0 - (0.2888 * num_matrices))) / (0.2888 * num_matrices); term2 = ((fm_1 - (0.5776 * num_matrices)) * (fm_1 - (0.5776 * num_matrices))) / (0.5776 * num_matrices); term3 = ((fm_rest - (0.1336 * num_matrices)) * (fm_rest - (0.1336 * num_matrices))) / (0.1336 * num_matrices); chi_square = term1 + term2 + term3; p_value = exp(-chi_square * 0.5); return (p_value); } /*** *** Tests for isc_random32() function ***/ /* Monobit test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random32_monobit) { UNUSED(state); random_test(monobit, ISC_RANDOM32); } /* Runs test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random32_runs) { UNUSED(state); random_test(runs, ISC_RANDOM32); } /* Block frequency test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random32_blockfrequency) { UNUSED(state); random_test(blockfrequency, ISC_RANDOM32); } /* Binary matrix rank test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random32_binarymatrixrank) { UNUSED(state); random_test(binarymatrixrank, ISC_RANDOM32); } /*** *** Tests for isc_random_bytes() function ***/ /* Monobit test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_bytes_monobit) { UNUSED(state); random_test(monobit, ISC_RANDOM_BYTES); } /* Runs test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_bytes_runs) { UNUSED(state); random_test(runs, ISC_RANDOM_BYTES); } /* Block frequency test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_bytes_blockfrequency) { UNUSED(state); random_test(blockfrequency, ISC_RANDOM_BYTES); } /* Binary matrix rank test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_bytes_binarymatrixrank) { UNUSED(state); random_test(binarymatrixrank, ISC_RANDOM_BYTES); } /*** *** Tests for isc_random_uniform() function: ***/ /* Monobit test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_uniform_monobit) { UNUSED(state); random_test(monobit, ISC_RANDOM_UNIFORM); } /* Runs test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_uniform_runs) { UNUSED(state); random_test(runs, ISC_RANDOM_UNIFORM); } /* Block frequency test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_uniform_blockfrequency) { UNUSED(state); random_test(blockfrequency, ISC_RANDOM_UNIFORM); } /* Binary matrix rank test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_random_uniform_binarymatrixrank) { UNUSED(state); random_test(binarymatrixrank, ISC_RANDOM_UNIFORM); } /* Tests for isc_nonce_bytes() function */ /* Monobit test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_nonce_bytes_monobit) { UNUSED(state); random_test(monobit, ISC_NONCE_BYTES); } /* Runs test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_nonce_bytes_runs) { UNUSED(state); random_test(runs, ISC_NONCE_BYTES); } /* Block frequency test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_nonce_bytes_blockfrequency) { UNUSED(state); random_test(blockfrequency, ISC_NONCE_BYTES); } /* Binary matrix rank test for the RANDOM */ ISC_RUN_TEST_IMPL(isc_nonce_bytes_binarymatrixrank) { UNUSED(state); random_test(binarymatrixrank, ISC_NONCE_BYTES); } ISC_TEST_LIST_START ISC_TEST_ENTRY(isc_random32_monobit) ISC_TEST_ENTRY(isc_random32_runs) ISC_TEST_ENTRY(isc_random32_blockfrequency) ISC_TEST_ENTRY(isc_random32_binarymatrixrank) ISC_TEST_ENTRY(isc_random_bytes_monobit) ISC_TEST_ENTRY(isc_random_bytes_runs) ISC_TEST_ENTRY(isc_random_bytes_blockfrequency) ISC_TEST_ENTRY(isc_random_bytes_binarymatrixrank) ISC_TEST_ENTRY(isc_random_uniform_monobit) ISC_TEST_ENTRY(isc_random_uniform_runs) ISC_TEST_ENTRY(isc_random_uniform_blockfrequency) ISC_TEST_ENTRY(isc_random_uniform_binarymatrixrank) ISC_TEST_ENTRY(isc_nonce_bytes_monobit) ISC_TEST_ENTRY(isc_nonce_bytes_runs) ISC_TEST_ENTRY(isc_nonce_bytes_blockfrequency) ISC_TEST_ENTRY(isc_nonce_bytes_binarymatrixrank) ISC_TEST_LIST_END ISC_TEST_MAIN