/* * stats.c * * statistical tests for randomness (FIPS 140-2, Section 4.9) * * David A. McGrew * Cisco Systems, Inc. */ /* * * Copyright (c) 2001-2006, Cisco Systems, Inc. * All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above * copyright notice, this list of conditions and the following * disclaimer in the documentation and/or other materials provided * with the distribution. * * Neither the name of the Cisco Systems, Inc. nor the names of its * contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT HOLDERS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, * INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) * HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, * STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED * OF THE POSSIBILITY OF SUCH DAMAGE. * */ #ifdef HAVE_CONFIG_H #include #endif #include "stat.h" debug_module_t mod_stat = { 0, /* debugging is off by default */ (char *)"stat test" /* printable module name */ }; /* * each test assumes that 20,000 bits (2500 octets) of data is * provided as input */ #define STAT_TEST_DATA_LEN 2500 err_status_t stat_test_monobit(uint8_t *data) { uint8_t *data_end = data + STAT_TEST_DATA_LEN; uint16_t ones_count; ones_count = 0; while (data < data_end) { ones_count += octet_get_weight(*data); data++; } debug_print(mod_stat, "bit count: %d", ones_count); if ((ones_count < 9725) || (ones_count > 10275)) return err_status_algo_fail; return err_status_ok; } err_status_t stat_test_poker(uint8_t *data) { int i; uint8_t *data_end = data + STAT_TEST_DATA_LEN; double poker; uint16_t f[16] = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 }; while (data < data_end) { f[*data & 0x0f]++; /* increment freq. count for low nibble */ f[(*data) >> 4]++; /* increment freq. count for high nibble */ data++; } poker = 0.0; for (i=0; i < 16; i++) poker += (double) f[i] * f[i]; poker *= (16.0 / 5000.0); poker -= 5000.0; debug_print(mod_stat, "poker test: %f\n", poker); if ((poker < 2.16) || (poker > 46.17)) return err_status_algo_fail; return err_status_ok; } /* * runs[i] holds the number of runs of size (i-1) */ err_status_t stat_test_runs(uint8_t *data) { uint8_t *data_end = data + STAT_TEST_DATA_LEN; uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; int state = 0; uint16_t mask; int i; /* * the state variable holds the number of bits in the * current run (or gap, if negative) */ while (data < data_end) { /* loop over the bits of this byte */ for (mask = 1; mask < 256; mask <<= 1) { if (*data & mask) { /* next bit is a one */ if (state > 0) { /* prefix is a run, so increment the run-count */ state++; /* check for long runs */ if (state > 25) { debug_print(mod_stat, ">25 runs: %d", state); return err_status_algo_fail; } } else if (state < 0) { /* prefix is a gap */ if (state < -25) { debug_print(mod_stat, ">25 gaps: %d", state); return err_status_algo_fail; /* long-runs test failed */ } if (state < -6) { state = -6; /* group together gaps > 5 */ } gaps[-1-state]++; /* increment gap count */ state = 1; /* set state at one set bit */ } else { /* state is zero; this happens only at initialization */ state = 1; } } else { /* next bit is a zero */ if (state > 0) { /* prefix is a run */ if (state > 25) { debug_print(mod_stat, ">25 runs (2): %d", state); return err_status_algo_fail; /* long-runs test failed */ } if (state > 6) { state = 6; /* group together runs > 5 */ } runs[state-1]++; /* increment run count */ state = -1; /* set state at one zero bit */ } else if (state < 0) { /* prefix is a gap, so increment gap-count (decrement state) */ state--; /* check for long gaps */ if (state < -25) { debug_print(mod_stat, ">25 gaps (2): %d", state); return err_status_algo_fail; } } else { /* state is zero; this happens only at initialization */ state = -1; } } } /* move along to next octet */ data++; } if (mod_stat.on) { debug_print(mod_stat, "runs test", NULL); for (i=0; i < 6; i++) debug_print(mod_stat, " runs[]: %d", runs[i]); for (i=0; i < 6; i++) debug_print(mod_stat, " gaps[]: %d", gaps[i]); } /* check run and gap counts against the fixed limits */ for (i=0; i < 6; i++) if ( (runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) return err_status_algo_fail; return err_status_ok; } /* * the function stat_test_rand_source applys the FIPS-140-2 statistical * tests to the random source defined by rs * */ #define RAND_SRC_BUF_OCTETS 50 /* this value MUST divide 2500! */ err_status_t stat_test_rand_source(rand_source_func_t get_rand_bytes) { int i; double poker; uint8_t *data, *data_end; uint16_t f[16] = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 }; uint8_t buffer[RAND_SRC_BUF_OCTETS]; err_status_t status; int ones_count = 0; uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; int state = 0; uint16_t mask; /* counters for monobit, poker, and runs tests are initialized above */ /* main loop: fill buffer, update counters for stat tests */ for (i=0; i < 2500; i+=RAND_SRC_BUF_OCTETS) { /* fill data buffer */ status = get_rand_bytes(buffer, RAND_SRC_BUF_OCTETS); if (status) { debug_print(mod_stat, "couldn't get rand bytes: %d",status); return status; } #if 0 debug_print(mod_stat, "%s", octet_string_hex_string(buffer, RAND_SRC_BUF_OCTETS)); #endif data = buffer; data_end = data + RAND_SRC_BUF_OCTETS; while (data < data_end) { /* update monobit test counter */ ones_count += octet_get_weight(*data); /* update poker test counters */ f[*data & 0x0f]++; /* increment freq. count for low nibble */ f[(*data) >> 4]++; /* increment freq. count for high nibble */ /* update runs test counters */ /* loop over the bits of this byte */ for (mask = 1; mask < 256; mask <<= 1) { if (*data & mask) { /* next bit is a one */ if (state > 0) { /* prefix is a run, so increment the run-count */ state++; /* check for long runs */ if (state > 25) { debug_print(mod_stat, ">25 runs (3): %d", state); return err_status_algo_fail; } } else if (state < 0) { /* prefix is a gap */ if (state < -25) { debug_print(mod_stat, ">25 gaps (3): %d", state); return err_status_algo_fail; /* long-runs test failed */ } if (state < -6) { state = -6; /* group together gaps > 5 */ } gaps[-1-state]++; /* increment gap count */ state = 1; /* set state at one set bit */ } else { /* state is zero; this happens only at initialization */ state = 1; } } else { /* next bit is a zero */ if (state > 0) { /* prefix is a run */ if (state > 25) { debug_print(mod_stat, ">25 runs (4): %d", state); return err_status_algo_fail; /* long-runs test failed */ } if (state > 6) { state = 6; /* group together runs > 5 */ } runs[state-1]++; /* increment run count */ state = -1; /* set state at one zero bit */ } else if (state < 0) { /* prefix is a gap, so increment gap-count (decrement state) */ state--; /* check for long gaps */ if (state < -25) { debug_print(mod_stat, ">25 gaps (4): %d", state); return err_status_algo_fail; } } else { /* state is zero; this happens only at initialization */ state = -1; } } } /* advance data pointer */ data++; } } /* check to see if test data is within bounds */ /* check monobit test data */ debug_print(mod_stat, "stat: bit count: %d", ones_count); if ((ones_count < 9725) || (ones_count > 10275)) { debug_print(mod_stat, "stat: failed monobit test %d", ones_count); return err_status_algo_fail; } /* check poker test data */ poker = 0.0; for (i=0; i < 16; i++) poker += (double) f[i] * f[i]; poker *= (16.0 / 5000.0); poker -= 5000.0; debug_print(mod_stat, "stat: poker test: %f", poker); if ((poker < 2.16) || (poker > 46.17)) { debug_print(mod_stat, "stat: failed poker test", NULL); return err_status_algo_fail; } /* check run and gap counts against the fixed limits */ for (i=0; i < 6; i++) if ((runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) { debug_print(mod_stat, "stat: failed run/gap test", NULL); return err_status_algo_fail; } debug_print(mod_stat, "passed random stat test", NULL); return err_status_ok; } err_status_t stat_test_rand_source_with_repetition(rand_source_func_t source, unsigned num_trials) { unsigned int i; err_status_t err = err_status_algo_fail; for (i=0; i < num_trials; i++) { err = stat_test_rand_source(source); if (err == err_status_ok) { return err_status_ok; } debug_print(mod_stat, "failed stat test (try number %d)\n", i); } return err; }