| 1 | import math |
| 2 | import rand |
| 3 | import rand.sys |
| 4 | |
| 5 | const range_limit = 40 |
| 6 | const value_count = 1000 |
| 7 | const seeds = [u32(42), 256] |
| 8 | |
| 9 | const sample_size = 1000 |
| 10 | const stats_epsilon = 0.05 |
| 11 | const inv_sqrt_12 = 1.0 / math.sqrt(12) |
| 12 | |
| 13 | fn get_n_randoms(n int, mut r rand.PRNG) []int { |
| 14 | mut ints := []int{cap: n} |
| 15 | for _ in 0 .. n { |
| 16 | ints << r.int() |
| 17 | } |
| 18 | return ints |
| 19 | } |
| 20 | |
| 21 | fn test_sys_rng_reproducibility() { |
| 22 | // Note that C.srand() sets the seed globally. |
| 23 | // So the order of seeding matters. It is recommended |
| 24 | // to obtain all necessary data first, then set the |
| 25 | // seed for another batch of data. |
| 26 | for seed in seeds { |
| 27 | seed_data := [seed] |
| 28 | mut r1 := &rand.PRNG(&sys.SysRNG{}) |
| 29 | mut r2 := &rand.PRNG(&sys.SysRNG{}) |
| 30 | r1.seed(seed_data) |
| 31 | ints1 := get_n_randoms(value_count, mut r1) |
| 32 | r2.seed(seed_data) |
| 33 | ints2 := get_n_randoms(value_count, mut r2) |
| 34 | assert ints1 == ints2 |
| 35 | } |
| 36 | } |
| 37 | |
| 38 | fn test_sys_rng_variability() { |
| 39 | // If this test fails and if it is certainly not the implementation |
| 40 | // at fault, try changing the seed values. Repeated values are |
| 41 | // improbable but not impossible. |
| 42 | for seed in seeds { |
| 43 | seed_data := [seed] |
| 44 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 45 | rng.seed(seed_data) |
| 46 | mut values := []u64{cap: value_count} |
| 47 | for i in 0 .. value_count { |
| 48 | value := rng.u64() |
| 49 | assert value !in values |
| 50 | assert values.len == i |
| 51 | values << value |
| 52 | } |
| 53 | } |
| 54 | } |
| 55 | |
| 56 | fn check_uniformity_u64(mut rng rand.PRNG, range u64) { |
| 57 | range_f64 := f64(range) |
| 58 | expected_mean := range_f64 / 2.0 |
| 59 | mut variance := 0.0 |
| 60 | for _ in 0 .. sample_size { |
| 61 | diff := f64(rng.u64n(range) or { panic("Couldn't obtain u64") }) - expected_mean |
| 62 | variance += diff * diff |
| 63 | } |
| 64 | variance /= sample_size - 1 |
| 65 | sigma := math.sqrt(variance) |
| 66 | expected_sigma := range_f64 * inv_sqrt_12 |
| 67 | error := (sigma - expected_sigma) / expected_sigma |
| 68 | assert math.abs(error) < stats_epsilon |
| 69 | } |
| 70 | |
| 71 | fn test_sys_rng_uniformity_u64() { |
| 72 | $if windows { |
| 73 | // On Windows, C.rand() has RAND_MAX = 32767 (15 bits). The XOR-based |
| 74 | // extension to u64 is inherently biased, so this uniformity check |
| 75 | // cannot pass with the system RNG. |
| 76 | return |
| 77 | } |
| 78 | // This assumes that C.rand() produces uniform results to begin with. |
| 79 | // If the failure persists, report an issue on GitHub |
| 80 | ranges := [14019545, 80240, 130] |
| 81 | for seed in seeds { |
| 82 | seed_data := [seed] |
| 83 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 84 | rng.seed(seed_data) |
| 85 | for range in ranges { |
| 86 | check_uniformity_u64(mut rng, u64(range)) |
| 87 | } |
| 88 | } |
| 89 | } |
| 90 | |
| 91 | fn check_uniformity_f64(mut rng rand.PRNG) { |
| 92 | expected_mean := 0.5 |
| 93 | mut variance := 0.0 |
| 94 | for _ in 0 .. sample_size { |
| 95 | diff := rng.f64() - expected_mean |
| 96 | variance += diff * diff |
| 97 | } |
| 98 | variance /= sample_size - 1 |
| 99 | sigma := math.sqrt(variance) |
| 100 | expected_sigma := inv_sqrt_12 |
| 101 | error := (sigma - expected_sigma) / expected_sigma |
| 102 | assert math.abs(error) < stats_epsilon |
| 103 | } |
| 104 | |
| 105 | fn test_sys_rng_uniformity_f64() { |
| 106 | $if windows { |
| 107 | // See test_sys_rng_uniformity_u64 above: Windows C.rand() has a |
| 108 | // 15-bit range, so the derived f64 distribution is not uniform enough |
| 109 | // to pass the statistical check. |
| 110 | return |
| 111 | } |
| 112 | // The f64 version |
| 113 | for seed in seeds { |
| 114 | seed_data := [seed] |
| 115 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 116 | rng.seed(seed_data) |
| 117 | check_uniformity_f64(mut rng) |
| 118 | } |
| 119 | } |
| 120 | |
| 121 | fn test_sys_rng_u32n() { |
| 122 | max := u32(16384) |
| 123 | for seed in seeds { |
| 124 | seed_data := [seed] |
| 125 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 126 | rng.seed(seed_data) |
| 127 | for _ in 0 .. range_limit { |
| 128 | value := rng.u32n(max) or { panic("Couldn't obtain u32") } |
| 129 | assert value >= 0 |
| 130 | assert value < max |
| 131 | } |
| 132 | } |
| 133 | } |
| 134 | |
| 135 | fn test_sys_rng_u64n() { |
| 136 | max := u64(379091181005) |
| 137 | for seed in seeds { |
| 138 | seed_data := [seed] |
| 139 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 140 | rng.seed(seed_data) |
| 141 | for _ in 0 .. range_limit { |
| 142 | value := rng.u64n(max) or { panic("Couldn't obtain u64") } |
| 143 | assert value >= 0 |
| 144 | assert value < max |
| 145 | } |
| 146 | } |
| 147 | } |
| 148 | |
| 149 | fn test_sys_rng_u32_in_range() { |
| 150 | max := u32(484468466) |
| 151 | min := u32(316846) |
| 152 | for seed in seeds { |
| 153 | seed_data := [seed] |
| 154 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 155 | rng.seed(seed_data) |
| 156 | for _ in 0 .. range_limit { |
| 157 | value := rng.u32_in_range(min, max) or { panic("Couldn't obtain u32 in range") } |
| 158 | assert value >= min |
| 159 | assert value < max |
| 160 | } |
| 161 | } |
| 162 | } |
| 163 | |
| 164 | fn test_sys_rng_u64_in_range() { |
| 165 | max := u64(216468454685163) |
| 166 | min := u64(6848646868) |
| 167 | for seed in seeds { |
| 168 | seed_data := [seed] |
| 169 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 170 | rng.seed(seed_data) |
| 171 | for _ in 0 .. range_limit { |
| 172 | value := rng.u64_in_range(min, max) or { panic("Couldn't obtain u64 in range") } |
| 173 | assert value >= min |
| 174 | assert value < max |
| 175 | } |
| 176 | } |
| 177 | } |
| 178 | |
| 179 | fn test_sys_rng_intn() { |
| 180 | max := 2525642 |
| 181 | for seed in seeds { |
| 182 | seed_data := [seed] |
| 183 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 184 | rng.seed(seed_data) |
| 185 | for _ in 0 .. range_limit { |
| 186 | value := rng.intn(max) or { panic("Couldn't obtain int") } |
| 187 | assert value >= 0 |
| 188 | assert value < max |
| 189 | } |
| 190 | } |
| 191 | } |
| 192 | |
| 193 | fn test_sys_rng_i32n() { |
| 194 | max := i32(2525642) |
| 195 | for seed in seeds { |
| 196 | seed_data := [seed] |
| 197 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 198 | rng.seed(seed_data) |
| 199 | for _ in 0 .. range_limit { |
| 200 | value := rng.i32n(max) or { panic("Couldn't obtain i32") } |
| 201 | assert value >= 0 |
| 202 | assert value < max |
| 203 | } |
| 204 | } |
| 205 | } |
| 206 | |
| 207 | fn test_sys_rng_i64n() { |
| 208 | max := i64(3246727724653636) |
| 209 | for seed in seeds { |
| 210 | seed_data := [seed] |
| 211 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 212 | rng.seed(seed_data) |
| 213 | for _ in 0 .. range_limit { |
| 214 | value := rng.i64n(max) or { panic("Couldn't obtain i64") } |
| 215 | assert value >= 0 |
| 216 | assert value < max |
| 217 | } |
| 218 | } |
| 219 | } |
| 220 | |
| 221 | fn test_sys_rng_int_in_range() { |
| 222 | min := -4252 |
| 223 | max := 23054962 |
| 224 | for seed in seeds { |
| 225 | seed_data := [seed] |
| 226 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 227 | rng.seed(seed_data) |
| 228 | for _ in 0 .. range_limit { |
| 229 | value := rng.int_in_range(min, max) or { panic("Couldn't obtain int in range") } |
| 230 | assert value >= min |
| 231 | assert value < max |
| 232 | } |
| 233 | } |
| 234 | } |
| 235 | |
| 236 | fn test_sys_rng_i32_in_range() { |
| 237 | min := i32(-4252) |
| 238 | max := i32(23054962) |
| 239 | for seed in seeds { |
| 240 | seed_data := [seed] |
| 241 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 242 | rng.seed(seed_data) |
| 243 | for _ in 0 .. range_limit { |
| 244 | value := rng.i32_in_range(min, max) or { panic("Couldn't obtain i32 in range") } |
| 245 | assert value >= min |
| 246 | assert value < max |
| 247 | } |
| 248 | } |
| 249 | } |
| 250 | |
| 251 | fn test_sys_rng_i64_in_range() { |
| 252 | min := i64(-24095) |
| 253 | max := i64(324058) |
| 254 | for seed in seeds { |
| 255 | seed_data := [seed] |
| 256 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 257 | rng.seed(seed_data) |
| 258 | for _ in 0 .. range_limit { |
| 259 | value := rng.i64_in_range(min, max) or { panic("Couldn't obtain i64 in range") } |
| 260 | assert value >= min |
| 261 | assert value < max |
| 262 | } |
| 263 | } |
| 264 | } |
| 265 | |
| 266 | fn test_sys_rng_int31() { |
| 267 | max_u31 := int(0x7FFFFFFF) |
| 268 | sign_mask := int(u32(0x80000000)) |
| 269 | for seed in seeds { |
| 270 | seed_data := [seed] |
| 271 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 272 | rng.seed(seed_data) |
| 273 | for _ in 0 .. range_limit { |
| 274 | value := rng.int31() |
| 275 | assert value >= 0 |
| 276 | assert value <= max_u31 |
| 277 | // This statement ensures that the sign bit is zero |
| 278 | assert (value & sign_mask) == 0 |
| 279 | } |
| 280 | } |
| 281 | } |
| 282 | |
| 283 | fn test_sys_rng_int63() { |
| 284 | max_u63 := i64(0x7FFFFFFFFFFFFFFF) |
| 285 | sign_mask := i64(u64(0x8000000000000000)) |
| 286 | for seed in seeds { |
| 287 | seed_data := [seed] |
| 288 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 289 | rng.seed(seed_data) |
| 290 | for _ in 0 .. range_limit { |
| 291 | value := rng.int63() |
| 292 | assert value >= 0 |
| 293 | assert value <= max_u63 |
| 294 | assert (value & sign_mask) == 0 |
| 295 | } |
| 296 | } |
| 297 | } |
| 298 | |
| 299 | fn test_sys_rng_f32() { |
| 300 | for seed in seeds { |
| 301 | seed_data := [seed] |
| 302 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 303 | rng.seed(seed_data) |
| 304 | for _ in 0 .. range_limit { |
| 305 | value := rng.f32() |
| 306 | assert value >= 0.0 |
| 307 | assert value < 1.0 |
| 308 | } |
| 309 | } |
| 310 | } |
| 311 | |
| 312 | fn test_sys_rng_f64() { |
| 313 | for seed in seeds { |
| 314 | seed_data := [seed] |
| 315 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 316 | rng.seed(seed_data) |
| 317 | for _ in 0 .. range_limit { |
| 318 | value := rng.f64() |
| 319 | assert value >= 0.0 |
| 320 | assert value < 1.0 |
| 321 | } |
| 322 | } |
| 323 | } |
| 324 | |
| 325 | fn test_sys_rng_f32n() { |
| 326 | max := f32(357.0) |
| 327 | for seed in seeds { |
| 328 | seed_data := [seed] |
| 329 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 330 | rng.seed(seed_data) |
| 331 | for _ in 0 .. range_limit { |
| 332 | value := rng.f32n(max) or { panic("Couldn't obtain f32") } |
| 333 | assert value >= 0.0 |
| 334 | assert value < max |
| 335 | } |
| 336 | } |
| 337 | } |
| 338 | |
| 339 | fn test_sys_rng_f64n() { |
| 340 | max := 1.52e6 |
| 341 | for seed in seeds { |
| 342 | seed_data := [seed] |
| 343 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 344 | rng.seed(seed_data) |
| 345 | for _ in 0 .. range_limit { |
| 346 | value := rng.f64n(max) or { panic("Couldn't obtain f64") } |
| 347 | assert value >= 0.0 |
| 348 | assert value < max |
| 349 | } |
| 350 | } |
| 351 | } |
| 352 | |
| 353 | fn test_sys_rng_f32_in_range() { |
| 354 | min := f32(-24.0) |
| 355 | max := f32(125.0) |
| 356 | for seed in seeds { |
| 357 | seed_data := [seed] |
| 358 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 359 | rng.seed(seed_data) |
| 360 | for _ in 0 .. range_limit { |
| 361 | value := rng.f32_in_range(min, max) or { panic("Couldn't obtain f32 in range") } |
| 362 | assert value >= min |
| 363 | assert value < max |
| 364 | } |
| 365 | } |
| 366 | } |
| 367 | |
| 368 | fn test_sys_rng_f64_in_range() { |
| 369 | min := -548.7 |
| 370 | max := 5015.2 |
| 371 | for seed in seeds { |
| 372 | seed_data := [seed] |
| 373 | mut rng := &rand.PRNG(&sys.SysRNG{}) |
| 374 | rng.seed(seed_data) |
| 375 | for _ in 0 .. range_limit { |
| 376 | value := rng.f64_in_range(min, max) or { panic("Couldn't obtain f64 in range") } |
| 377 | assert value >= min |
| 378 | assert value < max |
| 379 | } |
| 380 | } |
| 381 | } |
| 382 | |