xref: /linux/lib/random32.c (revision de6e0b198239857943db395377dc1d2ddd6c05df)
1 // SPDX-License-Identifier: GPL-2.0
2 /*
3  * This is a maximally equidistributed combined Tausworthe generator
4  * based on code from GNU Scientific Library 1.5 (30 Jun 2004)
5  *
6  * lfsr113 version:
7  *
8  * x_n = (s1_n ^ s2_n ^ s3_n ^ s4_n)
9  *
10  * s1_{n+1} = (((s1_n & 4294967294) << 18) ^ (((s1_n <<  6) ^ s1_n) >> 13))
11  * s2_{n+1} = (((s2_n & 4294967288) <<  2) ^ (((s2_n <<  2) ^ s2_n) >> 27))
12  * s3_{n+1} = (((s3_n & 4294967280) <<  7) ^ (((s3_n << 13) ^ s3_n) >> 21))
13  * s4_{n+1} = (((s4_n & 4294967168) << 13) ^ (((s4_n <<  3) ^ s4_n) >> 12))
14  *
15  * The period of this generator is about 2^113 (see erratum paper).
16  *
17  * From: P. L'Ecuyer, "Maximally Equidistributed Combined Tausworthe
18  * Generators", Mathematics of Computation, 65, 213 (1996), 203--213:
19  * http://www.iro.umontreal.ca/~lecuyer/myftp/papers/tausme.ps
20  * ftp://ftp.iro.umontreal.ca/pub/simulation/lecuyer/papers/tausme.ps
21  *
22  * There is an erratum in the paper "Tables of Maximally Equidistributed
23  * Combined LFSR Generators", Mathematics of Computation, 68, 225 (1999),
24  * 261--269: http://www.iro.umontreal.ca/~lecuyer/myftp/papers/tausme2.ps
25  *
26  *      ... the k_j most significant bits of z_j must be non-zero,
27  *      for each j. (Note: this restriction also applies to the
28  *      computer code given in [4], but was mistakenly not mentioned
29  *      in that paper.)
30  *
31  * This affects the seeding procedure by imposing the requirement
32  * s1 > 1, s2 > 7, s3 > 15, s4 > 127.
33  */
34 
35 #include <linux/types.h>
36 #include <linux/percpu.h>
37 #include <linux/export.h>
38 #include <linux/jiffies.h>
39 #include <linux/random.h>
40 #include <linux/sched.h>
41 #include <linux/bitops.h>
42 #include <asm/unaligned.h>
43 #include <trace/events/random.h>
44 
45 /**
46  *	prandom_u32_state - seeded pseudo-random number generator.
47  *	@state: pointer to state structure holding seeded state.
48  *
49  *	This is used for pseudo-randomness with no outside seeding.
50  *	For more random results, use prandom_u32().
51  */
52 u32 prandom_u32_state(struct rnd_state *state)
53 {
54 #define TAUSWORTHE(s, a, b, c, d) ((s & c) << d) ^ (((s << a) ^ s) >> b)
55 	state->s1 = TAUSWORTHE(state->s1,  6U, 13U, 4294967294U, 18U);
56 	state->s2 = TAUSWORTHE(state->s2,  2U, 27U, 4294967288U,  2U);
57 	state->s3 = TAUSWORTHE(state->s3, 13U, 21U, 4294967280U,  7U);
58 	state->s4 = TAUSWORTHE(state->s4,  3U, 12U, 4294967168U, 13U);
59 
60 	return (state->s1 ^ state->s2 ^ state->s3 ^ state->s4);
61 }
62 EXPORT_SYMBOL(prandom_u32_state);
63 
64 /**
65  *	prandom_bytes_state - get the requested number of pseudo-random bytes
66  *
67  *	@state: pointer to state structure holding seeded state.
68  *	@buf: where to copy the pseudo-random bytes to
69  *	@bytes: the requested number of bytes
70  *
71  *	This is used for pseudo-randomness with no outside seeding.
72  *	For more random results, use prandom_bytes().
73  */
74 void prandom_bytes_state(struct rnd_state *state, void *buf, size_t bytes)
75 {
76 	u8 *ptr = buf;
77 
78 	while (bytes >= sizeof(u32)) {
79 		put_unaligned(prandom_u32_state(state), (u32 *) ptr);
80 		ptr += sizeof(u32);
81 		bytes -= sizeof(u32);
82 	}
83 
84 	if (bytes > 0) {
85 		u32 rem = prandom_u32_state(state);
86 		do {
87 			*ptr++ = (u8) rem;
88 			bytes--;
89 			rem >>= BITS_PER_BYTE;
90 		} while (bytes > 0);
91 	}
92 }
93 EXPORT_SYMBOL(prandom_bytes_state);
94 
95 static void prandom_warmup(struct rnd_state *state)
96 {
97 	/* Calling RNG ten times to satisfy recurrence condition */
98 	prandom_u32_state(state);
99 	prandom_u32_state(state);
100 	prandom_u32_state(state);
101 	prandom_u32_state(state);
102 	prandom_u32_state(state);
103 	prandom_u32_state(state);
104 	prandom_u32_state(state);
105 	prandom_u32_state(state);
106 	prandom_u32_state(state);
107 	prandom_u32_state(state);
108 }
109 
110 void prandom_seed_full_state(struct rnd_state __percpu *pcpu_state)
111 {
112 	int i;
113 
114 	for_each_possible_cpu(i) {
115 		struct rnd_state *state = per_cpu_ptr(pcpu_state, i);
116 		u32 seeds[4];
117 
118 		get_random_bytes(&seeds, sizeof(seeds));
119 		state->s1 = __seed(seeds[0],   2U);
120 		state->s2 = __seed(seeds[1],   8U);
121 		state->s3 = __seed(seeds[2],  16U);
122 		state->s4 = __seed(seeds[3], 128U);
123 
124 		prandom_warmup(state);
125 	}
126 }
127 EXPORT_SYMBOL(prandom_seed_full_state);
128 
129 #ifdef CONFIG_RANDOM32_SELFTEST
130 static struct prandom_test1 {
131 	u32 seed;
132 	u32 result;
133 } test1[] = {
134 	{ 1U, 3484351685U },
135 	{ 2U, 2623130059U },
136 	{ 3U, 3125133893U },
137 	{ 4U,  984847254U },
138 };
139 
140 static struct prandom_test2 {
141 	u32 seed;
142 	u32 iteration;
143 	u32 result;
144 } test2[] = {
145 	/* Test cases against taus113 from GSL library. */
146 	{  931557656U, 959U, 2975593782U },
147 	{ 1339693295U, 876U, 3887776532U },
148 	{ 1545556285U, 961U, 1615538833U },
149 	{  601730776U, 723U, 1776162651U },
150 	{ 1027516047U, 687U,  511983079U },
151 	{  416526298U, 700U,  916156552U },
152 	{ 1395522032U, 652U, 2222063676U },
153 	{  366221443U, 617U, 2992857763U },
154 	{ 1539836965U, 714U, 3783265725U },
155 	{  556206671U, 994U,  799626459U },
156 	{  684907218U, 799U,  367789491U },
157 	{ 2121230701U, 931U, 2115467001U },
158 	{ 1668516451U, 644U, 3620590685U },
159 	{  768046066U, 883U, 2034077390U },
160 	{ 1989159136U, 833U, 1195767305U },
161 	{  536585145U, 996U, 3577259204U },
162 	{ 1008129373U, 642U, 1478080776U },
163 	{ 1740775604U, 939U, 1264980372U },
164 	{ 1967883163U, 508U,   10734624U },
165 	{ 1923019697U, 730U, 3821419629U },
166 	{  442079932U, 560U, 3440032343U },
167 	{ 1961302714U, 845U,  841962572U },
168 	{ 2030205964U, 962U, 1325144227U },
169 	{ 1160407529U, 507U,  240940858U },
170 	{  635482502U, 779U, 4200489746U },
171 	{ 1252788931U, 699U,  867195434U },
172 	{ 1961817131U, 719U,  668237657U },
173 	{ 1071468216U, 983U,  917876630U },
174 	{ 1281848367U, 932U, 1003100039U },
175 	{  582537119U, 780U, 1127273778U },
176 	{ 1973672777U, 853U, 1071368872U },
177 	{ 1896756996U, 762U, 1127851055U },
178 	{  847917054U, 500U, 1717499075U },
179 	{ 1240520510U, 951U, 2849576657U },
180 	{ 1685071682U, 567U, 1961810396U },
181 	{ 1516232129U, 557U,    3173877U },
182 	{ 1208118903U, 612U, 1613145022U },
183 	{ 1817269927U, 693U, 4279122573U },
184 	{ 1510091701U, 717U,  638191229U },
185 	{  365916850U, 807U,  600424314U },
186 	{  399324359U, 702U, 1803598116U },
187 	{ 1318480274U, 779U, 2074237022U },
188 	{  697758115U, 840U, 1483639402U },
189 	{ 1696507773U, 840U,  577415447U },
190 	{ 2081979121U, 981U, 3041486449U },
191 	{  955646687U, 742U, 3846494357U },
192 	{ 1250683506U, 749U,  836419859U },
193 	{  595003102U, 534U,  366794109U },
194 	{   47485338U, 558U, 3521120834U },
195 	{  619433479U, 610U, 3991783875U },
196 	{  704096520U, 518U, 4139493852U },
197 	{ 1712224984U, 606U, 2393312003U },
198 	{ 1318233152U, 922U, 3880361134U },
199 	{  855572992U, 761U, 1472974787U },
200 	{   64721421U, 703U,  683860550U },
201 	{  678931758U, 840U,  380616043U },
202 	{  692711973U, 778U, 1382361947U },
203 	{  677703619U, 530U, 2826914161U },
204 	{   92393223U, 586U, 1522128471U },
205 	{ 1222592920U, 743U, 3466726667U },
206 	{  358288986U, 695U, 1091956998U },
207 	{ 1935056945U, 958U,  514864477U },
208 	{  735675993U, 990U, 1294239989U },
209 	{ 1560089402U, 897U, 2238551287U },
210 	{   70616361U, 829U,   22483098U },
211 	{  368234700U, 731U, 2913875084U },
212 	{   20221190U, 879U, 1564152970U },
213 	{  539444654U, 682U, 1835141259U },
214 	{ 1314987297U, 840U, 1801114136U },
215 	{ 2019295544U, 645U, 3286438930U },
216 	{  469023838U, 716U, 1637918202U },
217 	{ 1843754496U, 653U, 2562092152U },
218 	{  400672036U, 809U, 4264212785U },
219 	{  404722249U, 965U, 2704116999U },
220 	{  600702209U, 758U,  584979986U },
221 	{  519953954U, 667U, 2574436237U },
222 	{ 1658071126U, 694U, 2214569490U },
223 	{  420480037U, 749U, 3430010866U },
224 	{  690103647U, 969U, 3700758083U },
225 	{ 1029424799U, 937U, 3787746841U },
226 	{ 2012608669U, 506U, 3362628973U },
227 	{ 1535432887U, 998U,   42610943U },
228 	{ 1330635533U, 857U, 3040806504U },
229 	{ 1223800550U, 539U, 3954229517U },
230 	{ 1322411537U, 680U, 3223250324U },
231 	{ 1877847898U, 945U, 2915147143U },
232 	{ 1646356099U, 874U,  965988280U },
233 	{  805687536U, 744U, 4032277920U },
234 	{ 1948093210U, 633U, 1346597684U },
235 	{  392609744U, 783U, 1636083295U },
236 	{  690241304U, 770U, 1201031298U },
237 	{ 1360302965U, 696U, 1665394461U },
238 	{ 1220090946U, 780U, 1316922812U },
239 	{  447092251U, 500U, 3438743375U },
240 	{ 1613868791U, 592U,  828546883U },
241 	{  523430951U, 548U, 2552392304U },
242 	{  726692899U, 810U, 1656872867U },
243 	{ 1364340021U, 836U, 3710513486U },
244 	{ 1986257729U, 931U,  935013962U },
245 	{  407983964U, 921U,  728767059U },
246 };
247 
248 static u32 __extract_hwseed(void)
249 {
250 	unsigned int val = 0;
251 
252 	(void)(arch_get_random_seed_int(&val) ||
253 	       arch_get_random_int(&val));
254 
255 	return val;
256 }
257 
258 static void prandom_seed_early(struct rnd_state *state, u32 seed,
259 			       bool mix_with_hwseed)
260 {
261 #define LCG(x)	 ((x) * 69069U)	/* super-duper LCG */
262 #define HWSEED() (mix_with_hwseed ? __extract_hwseed() : 0)
263 	state->s1 = __seed(HWSEED() ^ LCG(seed),        2U);
264 	state->s2 = __seed(HWSEED() ^ LCG(state->s1),   8U);
265 	state->s3 = __seed(HWSEED() ^ LCG(state->s2),  16U);
266 	state->s4 = __seed(HWSEED() ^ LCG(state->s3), 128U);
267 }
268 
269 static int __init prandom_state_selftest(void)
270 {
271 	int i, j, errors = 0, runs = 0;
272 	bool error = false;
273 
274 	for (i = 0; i < ARRAY_SIZE(test1); i++) {
275 		struct rnd_state state;
276 
277 		prandom_seed_early(&state, test1[i].seed, false);
278 		prandom_warmup(&state);
279 
280 		if (test1[i].result != prandom_u32_state(&state))
281 			error = true;
282 	}
283 
284 	if (error)
285 		pr_warn("prandom: seed boundary self test failed\n");
286 	else
287 		pr_info("prandom: seed boundary self test passed\n");
288 
289 	for (i = 0; i < ARRAY_SIZE(test2); i++) {
290 		struct rnd_state state;
291 
292 		prandom_seed_early(&state, test2[i].seed, false);
293 		prandom_warmup(&state);
294 
295 		for (j = 0; j < test2[i].iteration - 1; j++)
296 			prandom_u32_state(&state);
297 
298 		if (test2[i].result != prandom_u32_state(&state))
299 			errors++;
300 
301 		runs++;
302 		cond_resched();
303 	}
304 
305 	if (errors)
306 		pr_warn("prandom: %d/%d self tests failed\n", errors, runs);
307 	else
308 		pr_info("prandom: %d self tests passed\n", runs);
309 	return 0;
310 }
311 core_initcall(prandom_state_selftest);
312 #endif
313 
314 /*
315  * The prandom_u32() implementation is now completely separate from the
316  * prandom_state() functions, which are retained (for now) for compatibility.
317  *
318  * Because of (ab)use in the networking code for choosing random TCP/UDP port
319  * numbers, which open DoS possibilities if guessable, we want something
320  * stronger than a standard PRNG.  But the performance requirements of
321  * the network code do not allow robust crypto for this application.
322  *
323  * So this is a homebrew Junior Spaceman implementation, based on the
324  * lowest-latency trustworthy crypto primitive available, SipHash.
325  * (The authors of SipHash have not been consulted about this abuse of
326  * their work.)
327  *
328  * Standard SipHash-2-4 uses 2n+4 rounds to hash n words of input to
329  * one word of output.  This abbreviated version uses 2 rounds per word
330  * of output.
331  */
332 
333 struct siprand_state {
334 	unsigned long v0;
335 	unsigned long v1;
336 	unsigned long v2;
337 	unsigned long v3;
338 };
339 
340 static DEFINE_PER_CPU(struct siprand_state, net_rand_state) __latent_entropy;
341 DEFINE_PER_CPU(unsigned long, net_rand_noise);
342 EXPORT_PER_CPU_SYMBOL(net_rand_noise);
343 
344 /*
345  * This is the core CPRNG function.  As "pseudorandom", this is not used
346  * for truly valuable things, just intended to be a PITA to guess.
347  * For maximum speed, we do just two SipHash rounds per word.  This is
348  * the same rate as 4 rounds per 64 bits that SipHash normally uses,
349  * so hopefully it's reasonably secure.
350  *
351  * There are two changes from the official SipHash finalization:
352  * - We omit some constants XORed with v2 in the SipHash spec as irrelevant;
353  *   they are there only to make the output rounds distinct from the input
354  *   rounds, and this application has no input rounds.
355  * - Rather than returning v0^v1^v2^v3, return v1+v3.
356  *   If you look at the SipHash round, the last operation on v3 is
357  *   "v3 ^= v0", so "v0 ^ v3" just undoes that, a waste of time.
358  *   Likewise "v1 ^= v2".  (The rotate of v2 makes a difference, but
359  *   it still cancels out half of the bits in v2 for no benefit.)
360  *   Second, since the last combining operation was xor, continue the
361  *   pattern of alternating xor/add for a tiny bit of extra non-linearity.
362  */
363 static inline u32 siprand_u32(struct siprand_state *s)
364 {
365 	unsigned long v0 = s->v0, v1 = s->v1, v2 = s->v2, v3 = s->v3;
366 	unsigned long n = raw_cpu_read(net_rand_noise);
367 
368 	v3 ^= n;
369 	PRND_SIPROUND(v0, v1, v2, v3);
370 	PRND_SIPROUND(v0, v1, v2, v3);
371 	v0 ^= n;
372 	s->v0 = v0;  s->v1 = v1;  s->v2 = v2;  s->v3 = v3;
373 	return v1 + v3;
374 }
375 
376 
377 /**
378  *	prandom_u32 - pseudo random number generator
379  *
380  *	A 32 bit pseudo-random number is generated using a fast
381  *	algorithm suitable for simulation. This algorithm is NOT
382  *	considered safe for cryptographic use.
383  */
384 u32 prandom_u32(void)
385 {
386 	struct siprand_state *state = get_cpu_ptr(&net_rand_state);
387 	u32 res = siprand_u32(state);
388 
389 	trace_prandom_u32(res);
390 	put_cpu_ptr(&net_rand_state);
391 	return res;
392 }
393 EXPORT_SYMBOL(prandom_u32);
394 
395 /**
396  *	prandom_bytes - get the requested number of pseudo-random bytes
397  *	@buf: where to copy the pseudo-random bytes to
398  *	@bytes: the requested number of bytes
399  */
400 void prandom_bytes(void *buf, size_t bytes)
401 {
402 	struct siprand_state *state = get_cpu_ptr(&net_rand_state);
403 	u8 *ptr = buf;
404 
405 	while (bytes >= sizeof(u32)) {
406 		put_unaligned(siprand_u32(state), (u32 *)ptr);
407 		ptr += sizeof(u32);
408 		bytes -= sizeof(u32);
409 	}
410 
411 	if (bytes > 0) {
412 		u32 rem = siprand_u32(state);
413 
414 		do {
415 			*ptr++ = (u8)rem;
416 			rem >>= BITS_PER_BYTE;
417 		} while (--bytes > 0);
418 	}
419 	put_cpu_ptr(&net_rand_state);
420 }
421 EXPORT_SYMBOL(prandom_bytes);
422 
423 /**
424  *	prandom_seed - add entropy to pseudo random number generator
425  *	@entropy: entropy value
426  *
427  *	Add some additional seed material to the prandom pool.
428  *	The "entropy" is actually our IP address (the only caller is
429  *	the network code), not for unpredictability, but to ensure that
430  *	different machines are initialized differently.
431  */
432 void prandom_seed(u32 entropy)
433 {
434 	int i;
435 
436 	add_device_randomness(&entropy, sizeof(entropy));
437 
438 	for_each_possible_cpu(i) {
439 		struct siprand_state *state = per_cpu_ptr(&net_rand_state, i);
440 		unsigned long v0 = state->v0, v1 = state->v1;
441 		unsigned long v2 = state->v2, v3 = state->v3;
442 
443 		do {
444 			v3 ^= entropy;
445 			PRND_SIPROUND(v0, v1, v2, v3);
446 			PRND_SIPROUND(v0, v1, v2, v3);
447 			v0 ^= entropy;
448 		} while (unlikely(!v0 || !v1 || !v2 || !v3));
449 
450 		WRITE_ONCE(state->v0, v0);
451 		WRITE_ONCE(state->v1, v1);
452 		WRITE_ONCE(state->v2, v2);
453 		WRITE_ONCE(state->v3, v3);
454 	}
455 }
456 EXPORT_SYMBOL(prandom_seed);
457 
458 /*
459  *	Generate some initially weak seeding values to allow
460  *	the prandom_u32() engine to be started.
461  */
462 static int __init prandom_init_early(void)
463 {
464 	int i;
465 	unsigned long v0, v1, v2, v3;
466 
467 	if (!arch_get_random_long(&v0))
468 		v0 = jiffies;
469 	if (!arch_get_random_long(&v1))
470 		v1 = random_get_entropy();
471 	v2 = v0 ^ PRND_K0;
472 	v3 = v1 ^ PRND_K1;
473 
474 	for_each_possible_cpu(i) {
475 		struct siprand_state *state;
476 
477 		v3 ^= i;
478 		PRND_SIPROUND(v0, v1, v2, v3);
479 		PRND_SIPROUND(v0, v1, v2, v3);
480 		v0 ^= i;
481 
482 		state = per_cpu_ptr(&net_rand_state, i);
483 		state->v0 = v0;  state->v1 = v1;
484 		state->v2 = v2;  state->v3 = v3;
485 	}
486 
487 	return 0;
488 }
489 core_initcall(prandom_init_early);
490 
491 
492 /* Stronger reseeding when available, and periodically thereafter. */
493 static void prandom_reseed(struct timer_list *unused);
494 
495 static DEFINE_TIMER(seed_timer, prandom_reseed);
496 
497 static void prandom_reseed(struct timer_list *unused)
498 {
499 	unsigned long expires;
500 	int i;
501 
502 	/*
503 	 * Reinitialize each CPU's PRNG with 128 bits of key.
504 	 * No locking on the CPUs, but then somewhat random results are,
505 	 * well, expected.
506 	 */
507 	for_each_possible_cpu(i) {
508 		struct siprand_state *state;
509 		unsigned long v0 = get_random_long(), v2 = v0 ^ PRND_K0;
510 		unsigned long v1 = get_random_long(), v3 = v1 ^ PRND_K1;
511 #if BITS_PER_LONG == 32
512 		int j;
513 
514 		/*
515 		 * On 32-bit machines, hash in two extra words to
516 		 * approximate 128-bit key length.  Not that the hash
517 		 * has that much security, but this prevents a trivial
518 		 * 64-bit brute force.
519 		 */
520 		for (j = 0; j < 2; j++) {
521 			unsigned long m = get_random_long();
522 
523 			v3 ^= m;
524 			PRND_SIPROUND(v0, v1, v2, v3);
525 			PRND_SIPROUND(v0, v1, v2, v3);
526 			v0 ^= m;
527 		}
528 #endif
529 		/*
530 		 * Probably impossible in practice, but there is a
531 		 * theoretical risk that a race between this reseeding
532 		 * and the target CPU writing its state back could
533 		 * create the all-zero SipHash fixed point.
534 		 *
535 		 * To ensure that never happens, ensure the state
536 		 * we write contains no zero words.
537 		 */
538 		state = per_cpu_ptr(&net_rand_state, i);
539 		WRITE_ONCE(state->v0, v0 ? v0 : -1ul);
540 		WRITE_ONCE(state->v1, v1 ? v1 : -1ul);
541 		WRITE_ONCE(state->v2, v2 ? v2 : -1ul);
542 		WRITE_ONCE(state->v3, v3 ? v3 : -1ul);
543 	}
544 
545 	/* reseed every ~60 seconds, in [40 .. 80) interval with slack */
546 	expires = round_jiffies(jiffies + 40 * HZ + prandom_u32_max(40 * HZ));
547 	mod_timer(&seed_timer, expires);
548 }
549 
550 /*
551  * The random ready callback can be called from almost any interrupt.
552  * To avoid worrying about whether it's safe to delay that interrupt
553  * long enough to seed all CPUs, just schedule an immediate timer event.
554  */
555 static void prandom_timer_start(struct random_ready_callback *unused)
556 {
557 	mod_timer(&seed_timer, jiffies);
558 }
559 
560 #ifdef CONFIG_RANDOM32_SELFTEST
561 /* Principle: True 32-bit random numbers will all have 16 differing bits on
562  * average. For each 32-bit number, there are 601M numbers differing by 16
563  * bits, and 89% of the numbers differ by at least 12 bits. Note that more
564  * than 16 differing bits also implies a correlation with inverted bits. Thus
565  * we take 1024 random numbers and compare each of them to the other ones,
566  * counting the deviation of correlated bits to 16. Constants report 32,
567  * counters 32-log2(TEST_SIZE), and pure randoms, around 6 or lower. With the
568  * u32 total, TEST_SIZE may be as large as 4096 samples.
569  */
570 #define TEST_SIZE 1024
571 static int __init prandom32_state_selftest(void)
572 {
573 	unsigned int x, y, bits, samples;
574 	u32 xor, flip;
575 	u32 total;
576 	u32 *data;
577 
578 	data = kmalloc(sizeof(*data) * TEST_SIZE, GFP_KERNEL);
579 	if (!data)
580 		return 0;
581 
582 	for (samples = 0; samples < TEST_SIZE; samples++)
583 		data[samples] = prandom_u32();
584 
585 	flip = total = 0;
586 	for (x = 0; x < samples; x++) {
587 		for (y = 0; y < samples; y++) {
588 			if (x == y)
589 				continue;
590 			xor = data[x] ^ data[y];
591 			flip |= xor;
592 			bits = hweight32(xor);
593 			total += (bits - 16) * (bits - 16);
594 		}
595 	}
596 
597 	/* We'll return the average deviation as 2*sqrt(corr/samples), which
598 	 * is also sqrt(4*corr/samples) which provides a better resolution.
599 	 */
600 	bits = int_sqrt(total / (samples * (samples - 1)) * 4);
601 	if (bits > 6)
602 		pr_warn("prandom32: self test failed (at least %u bits"
603 			" correlated, fixed_mask=%#x fixed_value=%#x\n",
604 			bits, ~flip, data[0] & ~flip);
605 	else
606 		pr_info("prandom32: self test passed (less than %u bits"
607 			" correlated)\n",
608 			bits+1);
609 	kfree(data);
610 	return 0;
611 }
612 core_initcall(prandom32_state_selftest);
613 #endif /*  CONFIG_RANDOM32_SELFTEST */
614 
615 /*
616  * Start periodic full reseeding as soon as strong
617  * random numbers are available.
618  */
619 static int __init prandom_init_late(void)
620 {
621 	static struct random_ready_callback random_ready = {
622 		.func = prandom_timer_start
623 	};
624 	int ret = add_random_ready_callback(&random_ready);
625 
626 	if (ret == -EALREADY) {
627 		prandom_timer_start(&random_ready);
628 		ret = 0;
629 	}
630 	return ret;
631 }
632 late_initcall(prandom_init_late);
633