Cullen Jennings | 235513a | 2005-09-21 22:51:36 +0000 | [diff] [blame^] | 1 | /* |
| 2 | * stats.c |
| 3 | * |
| 4 | * statistical tests for randomness (FIPS 140-2, Section 4.9) |
| 5 | * |
| 6 | * David A. McGrew |
| 7 | * Cisco Systems, Inc. |
| 8 | */ |
| 9 | |
| 10 | #include "stat.h" |
| 11 | |
| 12 | debug_module_t mod_stat = { |
| 13 | 0, /* debugging is off by default */ |
| 14 | "stat test" /* printable module name */ |
| 15 | }; |
| 16 | |
| 17 | /* |
| 18 | * each test assumes that 20,000 bits (2500 octets) of data is |
| 19 | * provided as input |
| 20 | */ |
| 21 | |
| 22 | #define STAT_TEST_DATA_LEN 2500 |
| 23 | |
| 24 | err_status_t |
| 25 | stat_test_monobit(octet_t *data) { |
| 26 | octet_t *data_end = data + STAT_TEST_DATA_LEN; |
| 27 | uint16_t ones_count; |
| 28 | |
| 29 | ones_count = 0; |
| 30 | while (data < data_end) { |
| 31 | ones_count += octet_get_weight(*data); |
| 32 | data++; |
| 33 | } |
| 34 | |
| 35 | debug_print(mod_stat, "bit count: %d", ones_count); |
| 36 | |
| 37 | if ((ones_count < 9725) || (ones_count > 10275)) |
| 38 | return err_status_algo_fail; |
| 39 | |
| 40 | return err_status_ok; |
| 41 | } |
| 42 | |
| 43 | err_status_t |
| 44 | stat_test_poker(octet_t *data) { |
| 45 | int i; |
| 46 | octet_t *data_end = data + STAT_TEST_DATA_LEN; |
| 47 | double poker; |
| 48 | uint16_t f[16] = { |
| 49 | 0, 0, 0, 0, 0, 0, 0, 0, |
| 50 | 0, 0, 0, 0, 0, 0, 0, 0 |
| 51 | }; |
| 52 | |
| 53 | while (data < data_end) { |
| 54 | f[*data & 0x0f]++; /* increment freq. count for low nibble */ |
| 55 | f[(*data) >> 4]++; /* increment freq. count for high nibble */ |
| 56 | data++; |
| 57 | } |
| 58 | |
| 59 | poker = 0.0; |
| 60 | for (i=0; i < 16; i++) |
| 61 | poker += (double) f[i] * f[i]; |
| 62 | |
| 63 | poker *= (16.0 / 5000.0); |
| 64 | poker -= 5000.0; |
| 65 | |
| 66 | debug_print(mod_stat, "poker test: %f\n", poker); |
| 67 | |
| 68 | if ((poker < 2.16) || (poker > 46.17)) |
| 69 | return err_status_algo_fail; |
| 70 | |
| 71 | return err_status_ok; |
| 72 | } |
| 73 | |
| 74 | |
| 75 | /* |
| 76 | * runs[i] holds the number of runs of size (i-1) |
| 77 | */ |
| 78 | |
| 79 | err_status_t |
| 80 | stat_test_runs(octet_t *data) { |
| 81 | octet_t *data_end = data + STAT_TEST_DATA_LEN; |
| 82 | uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; |
| 83 | uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; |
| 84 | uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; |
| 85 | uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; |
| 86 | int16_t state = 0; |
| 87 | uint16_t mask; |
| 88 | int i; |
| 89 | |
| 90 | /* |
| 91 | * the state variable holds the number of bits in the |
| 92 | * current run (or gap, if negative) |
| 93 | */ |
| 94 | |
| 95 | while (data < data_end) { |
| 96 | |
| 97 | /* loop over the bits of this byte */ |
| 98 | for (mask = 1; mask < 256; mask <<= 1) { |
| 99 | if (*data & mask) { |
| 100 | |
| 101 | /* next bit is a one */ |
| 102 | if (state > 0) { |
| 103 | |
| 104 | /* prefix is a run, so increment the run-count */ |
| 105 | state++; |
| 106 | |
| 107 | /* check for long runs */ |
| 108 | if (state > 25) { |
| 109 | debug_print(mod_stat, ">25 runs: %d", state); |
| 110 | return err_status_algo_fail; |
| 111 | } |
| 112 | |
| 113 | } else if (state < 0) { |
| 114 | |
| 115 | /* prefix is a gap */ |
| 116 | if (state < -25) { |
| 117 | debug_print(mod_stat, ">25 gaps: %d", state); |
| 118 | return err_status_algo_fail; /* long-runs test failed */ |
| 119 | } |
| 120 | if (state < -6) { |
| 121 | state = -6; /* group together gaps > 5 */ |
| 122 | } |
| 123 | gaps[-1-state]++; /* increment gap count */ |
| 124 | state = 1; /* set state at one set bit */ |
| 125 | } else { |
| 126 | |
| 127 | /* state is zero; this happens only at initialization */ |
| 128 | state = 1; |
| 129 | } |
| 130 | } else { |
| 131 | |
| 132 | /* next bit is a zero */ |
| 133 | if (state > 0) { |
| 134 | |
| 135 | /* prefix is a run */ |
| 136 | if (state > 25) { |
| 137 | debug_print(mod_stat, ">25 runs (2): %d", state); |
| 138 | return err_status_algo_fail; /* long-runs test failed */ |
| 139 | } |
| 140 | if (state > 6) { |
| 141 | state = 6; /* group together runs > 5 */ |
| 142 | } |
| 143 | runs[state-1]++; /* increment run count */ |
| 144 | state = -1; /* set state at one zero bit */ |
| 145 | } else if (state < 0) { |
| 146 | |
| 147 | /* prefix is a gap, so increment gap-count (decrement state) */ |
| 148 | state--; |
| 149 | |
| 150 | /* check for long gaps */ |
| 151 | if (state < -25) { |
| 152 | debug_print(mod_stat, ">25 gaps (2): %d", state); |
| 153 | return err_status_algo_fail; |
| 154 | } |
| 155 | |
| 156 | } else { |
| 157 | |
| 158 | /* state is zero; this happens only at initialization */ |
| 159 | state = -1; |
| 160 | } |
| 161 | } |
| 162 | } |
| 163 | |
| 164 | /* move along to next octet */ |
| 165 | data++; |
| 166 | } |
| 167 | |
| 168 | if (mod_stat.on) { |
| 169 | debug_print(mod_stat, "runs test", NULL); |
| 170 | for (i=0; i < 6; i++) |
| 171 | debug_print(mod_stat, " runs[]: %d", runs[i]); |
| 172 | for (i=0; i < 6; i++) |
| 173 | debug_print(mod_stat, " gaps[]: %d", gaps[i]); |
| 174 | } |
| 175 | |
| 176 | /* check run and gap counts against the fixed limits */ |
| 177 | for (i=0; i < 6; i++) |
| 178 | if ( (runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) |
| 179 | || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) |
| 180 | return err_status_algo_fail; |
| 181 | |
| 182 | |
| 183 | return err_status_ok; |
| 184 | } |
| 185 | |
| 186 | |
| 187 | /* |
| 188 | * the function stat_test_rand_source applys the FIPS-140-2 statistical |
| 189 | * tests to the random source defined by rs |
| 190 | * |
| 191 | */ |
| 192 | |
| 193 | #define RAND_SRC_BUF_OCTETS 50 /* this value MUST divide 2500! */ |
| 194 | |
| 195 | err_status_t |
| 196 | stat_test_rand_source(rand_source_func_t get_rand_bytes) { |
| 197 | int i; |
| 198 | double poker; |
| 199 | octet_t *data, *data_end; |
| 200 | uint16_t f[16] = { |
| 201 | 0, 0, 0, 0, 0, 0, 0, 0, |
| 202 | 0, 0, 0, 0, 0, 0, 0, 0 |
| 203 | }; |
| 204 | octet_t buffer[RAND_SRC_BUF_OCTETS]; |
| 205 | err_status_t status; |
| 206 | int ones_count = 0; |
| 207 | uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; |
| 208 | uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; |
| 209 | uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; |
| 210 | uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; |
| 211 | int16_t state = 0; |
| 212 | uint16_t mask; |
| 213 | |
| 214 | /* counters for monobit, poker, and runs tests are initialized above */ |
| 215 | |
| 216 | /* main loop: fill buffer, update counters for stat tests */ |
| 217 | for (i=0; i < 2500; i+=RAND_SRC_BUF_OCTETS) { |
| 218 | |
| 219 | /* fill data buffer */ |
| 220 | status = get_rand_bytes(buffer, RAND_SRC_BUF_OCTETS); |
| 221 | if (status) { |
| 222 | debug_print(mod_stat, "couldn't get rand bytes: %d",status); |
| 223 | return status; |
| 224 | } |
| 225 | |
| 226 | #if 0 |
| 227 | debug_print(mod_stat, "%s", |
| 228 | octet_string_hex_string(buffer, RAND_SRC_BUF_OCTETS)); |
| 229 | #endif |
| 230 | |
| 231 | data = buffer; |
| 232 | data_end = data + RAND_SRC_BUF_OCTETS; |
| 233 | while (data < data_end) { |
| 234 | |
| 235 | /* update monobit test counter */ |
| 236 | ones_count += octet_get_weight(*data); |
| 237 | |
| 238 | /* update poker test counters */ |
| 239 | f[*data & 0x0f]++; /* increment freq. count for low nibble */ |
| 240 | f[(*data) >> 4]++; /* increment freq. count for high nibble */ |
| 241 | |
| 242 | /* update runs test counters */ |
| 243 | /* loop over the bits of this byte */ |
| 244 | for (mask = 1; mask < 256; mask <<= 1) { |
| 245 | if (*data & mask) { |
| 246 | |
| 247 | /* next bit is a one */ |
| 248 | if (state > 0) { |
| 249 | |
| 250 | /* prefix is a run, so increment the run-count */ |
| 251 | state++; |
| 252 | |
| 253 | /* check for long runs */ |
| 254 | if (state > 25) { |
| 255 | debug_print(mod_stat, ">25 runs (3): %d", state); |
| 256 | return err_status_algo_fail; |
| 257 | } |
| 258 | |
| 259 | } else if (state < 0) { |
| 260 | |
| 261 | /* prefix is a gap */ |
| 262 | if (state < -25) { |
| 263 | debug_print(mod_stat, ">25 gaps (3): %d", state); |
| 264 | return err_status_algo_fail; /* long-runs test failed */ |
| 265 | } |
| 266 | if (state < -6) { |
| 267 | state = -6; /* group together gaps > 5 */ |
| 268 | } |
| 269 | gaps[-1-state]++; /* increment gap count */ |
| 270 | state = 1; /* set state at one set bit */ |
| 271 | } else { |
| 272 | |
| 273 | /* state is zero; this happens only at initialization */ |
| 274 | state = 1; |
| 275 | } |
| 276 | } else { |
| 277 | |
| 278 | /* next bit is a zero */ |
| 279 | if (state > 0) { |
| 280 | |
| 281 | /* prefix is a run */ |
| 282 | if (state > 25) { |
| 283 | debug_print(mod_stat, ">25 runs (4): %d", state); |
| 284 | return err_status_algo_fail; /* long-runs test failed */ |
| 285 | } |
| 286 | if (state > 6) { |
| 287 | state = 6; /* group together runs > 5 */ |
| 288 | } |
| 289 | runs[state-1]++; /* increment run count */ |
| 290 | state = -1; /* set state at one zero bit */ |
| 291 | } else if (state < 0) { |
| 292 | |
| 293 | /* prefix is a gap, so increment gap-count (decrement state) */ |
| 294 | state--; |
| 295 | |
| 296 | /* check for long gaps */ |
| 297 | if (state < -25) { |
| 298 | debug_print(mod_stat, ">25 gaps (4): %d", state); |
| 299 | return err_status_algo_fail; |
| 300 | } |
| 301 | |
| 302 | } else { |
| 303 | |
| 304 | /* state is zero; this happens only at initialization */ |
| 305 | state = -1; |
| 306 | } |
| 307 | } |
| 308 | } |
| 309 | |
| 310 | /* advance data pointer */ |
| 311 | data++; |
| 312 | } |
| 313 | } |
| 314 | |
| 315 | /* check to see if test data is within bounds */ |
| 316 | |
| 317 | /* check monobit test data */ |
| 318 | |
| 319 | debug_print(mod_stat, "stat: bit count: %d", ones_count); |
| 320 | |
| 321 | if ((ones_count < 9725) || (ones_count > 10275)) { |
| 322 | debug_print(mod_stat, "stat: failed monobit test %d", ones_count); |
| 323 | return err_status_algo_fail; |
| 324 | } |
| 325 | |
| 326 | /* check poker test data */ |
| 327 | poker = 0.0; |
| 328 | for (i=0; i < 16; i++) |
| 329 | poker += (double) f[i] * f[i]; |
| 330 | |
| 331 | poker *= (16.0 / 5000.0); |
| 332 | poker -= 5000.0; |
| 333 | |
| 334 | debug_print(mod_stat, "stat: poker test: %f", poker); |
| 335 | |
| 336 | if ((poker < 2.16) || (poker > 46.17)) { |
| 337 | debug_print(mod_stat, "stat: failed poker test", NULL); |
| 338 | return err_status_algo_fail; |
| 339 | } |
| 340 | |
| 341 | /* check run and gap counts against the fixed limits */ |
| 342 | for (i=0; i < 6; i++) |
| 343 | if ((runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) |
| 344 | || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) { |
| 345 | debug_print(mod_stat, "stat: failed run/gap test", NULL); |
| 346 | return err_status_algo_fail; |
| 347 | } |
| 348 | |
| 349 | debug_print(mod_stat, "passed random stat test", NULL); |
| 350 | return err_status_ok; |
| 351 | } |