[PATCH RFC] random: Account for entropy loss due to overwrites

From: H. Peter Anvin
Date: Mon Aug 13 2012 - 13:26:21 EST


From: "H. Peter Anvin" <hpa@xxxxxxxxxxxxxxx>

When we write entropy into a non-empty pool, we currently don't
account at all for the fact that we will probabilistically overwrite
some of the entropy in that pool. This means that unless the pool is
fully empty, we are currently *guaranteed* to overestimate the amount
of entropy in the pool!

Assuming Shannon entropy with zero correlations we end up with an
exponentally decaying value of new entropy added:

entropy <- entropy + (pool_size - entropy) *
(1 - exp(-add_entropy/pool_size))

However, calculations involving fractional exponentials are not
practical in the kernel, so apply a piecewise linearization:

For add_entropy <= pool_size then

(1 - exp(-add_entropy/pool_size)) >= (add_entropy/pool_size)*0.632...

... so we can approximate the exponential with
add_entropy/(pool_size*2) and still be on the
safe side by adding at most one pool_size at a time.

In order for the loop not to take arbitrary amounts of time if a bad
ioctl is received, terminate if we are within one bit of full. This
way the loop is guaranteed to terminate after no more than
log2(poolsize) iterations, no matter what the input value is. The
vast majority of the time the loop will be executed exactly once.

The piecewise linearization is very conservative, approaching 1/2 of
the usable input value for small inputs, however, our entropy
estimation is pretty weak at best, especially for small values; we
have no handle on correlation; and the Shannon entropy measure (RÃnyi
entropy of order 1) is not the correct one to use in the first place,
but rather the correct entropy measure is the min-entropy, the RÃnyi
entropy of infinite order.

As such, this conservatism seems more than justified. Note, however,
that attempting to add one bit of entropy will never succeed; nor will
two bits unless the pool is completely empty. These roundoff
artifacts could be improved by using fixed-point arithmetic and adding
some number of fractional entropy bits.

Signed-off-by: H. Peter Anvin <hpa@xxxxxxxxxxxxxxx>
Cc: DJ Johnston <dj.johnston@xxxxxxxxx>
Cc: <stable@xxxxxxxxxxxxxxx>
---
drivers/char/random.c | 104 ++++++++++++++++++++++++++++++++++----------------
1 file changed, 72 insertions(+), 32 deletions(-)

diff --git a/drivers/char/random.c b/drivers/char/random.c
index b86eae9..5d870ad 100644
--- a/drivers/char/random.c
+++ b/drivers/char/random.c
@@ -272,10 +272,12 @@
/*
* Configuration information
*/
-#define INPUT_POOL_WORDS 128
-#define OUTPUT_POOL_WORDS 32
-#define SEC_XFER_SIZE 512
-#define EXTRACT_SIZE 10
+#define INPUT_POOL_SHIFT 12
+#define INPUT_POOL_WORDS (1 << (INPUT_POOL_SHIFT-5))
+#define OUTPUT_POOL_SHIFT 10
+#define OUTPUT_POOL_WORDS (1 << (OUTPUT_POOL_SHIFT-5))
+#define SEC_XFER_SIZE 512
+#define EXTRACT_SIZE 10

#define LONGS(x) (((x) + sizeof(unsigned long) - 1)/sizeof(unsigned long))

@@ -309,40 +311,41 @@ static DEFINE_PER_CPU(int, trickle_count);
* scaled squared error sum) except for the last tap, which is 1 to
* get the twisting happening as fast as possible.
*/
-static struct poolinfo {
+static const struct poolinfo {
+ int poolshift; /* log2(POOLBITS) */
int poolwords;
int tap1, tap2, tap3, tap4, tap5;
} poolinfo_table[] = {
- /* x^128 + x^103 + x^76 + x^51 +x^25 + x + 1 -- 105 */
- { 128, 103, 76, 51, 25, 1 },
- /* x^32 + x^26 + x^20 + x^14 + x^7 + x + 1 -- 15 */
- { 32, 26, 20, 14, 7, 1 },
+ /* x^128 + x^103 + x^76 + x^51 +x^25 + x + 1 -- 105 */
+ { 12, 128, 103, 76, 51, 25, 1 },
+ /* x^32 + x^26 + x^20 + x^14 + x^7 + x + 1 -- 15 */
+ { 10, 32, 26, 20, 14, 7, 1 },
#if 0
- /* x^2048 + x^1638 + x^1231 + x^819 + x^411 + x + 1 -- 115 */
- { 2048, 1638, 1231, 819, 411, 1 },
+ /* x^2048 + x^1638 + x^1231 + x^819 + x^411 + x + 1 -- 115 */
+ { 16, 2048, 1638, 1231, 819, 411, 1 },

- /* x^1024 + x^817 + x^615 + x^412 + x^204 + x + 1 -- 290 */
- { 1024, 817, 615, 412, 204, 1 },
+ /* x^1024 + x^817 + x^615 + x^412 + x^204 + x + 1 -- 290 */
+ { 15, 1024, 817, 615, 412, 204, 1 },

- /* x^1024 + x^819 + x^616 + x^410 + x^207 + x^2 + 1 -- 115 */
- { 1024, 819, 616, 410, 207, 2 },
+ /* x^1024 + x^819 + x^616 + x^410 + x^207 + x^2 + 1 -- 115 */
+ { 15, 1024, 819, 616, 410, 207, 2 },

- /* x^512 + x^411 + x^308 + x^208 + x^104 + x + 1 -- 225 */
- { 512, 411, 308, 208, 104, 1 },
+ /* x^512 + x^411 + x^308 + x^208 + x^104 + x + 1 -- 225 */
+ { 14, 512, 411, 308, 208, 104, 1 },

- /* x^512 + x^409 + x^307 + x^206 + x^102 + x^2 + 1 -- 95 */
- { 512, 409, 307, 206, 102, 2 },
- /* x^512 + x^409 + x^309 + x^205 + x^103 + x^2 + 1 -- 95 */
- { 512, 409, 309, 205, 103, 2 },
+ /* x^512 + x^409 + x^307 + x^206 + x^102 + x^2 + 1 -- 95 */
+ { 14, 512, 409, 307, 206, 102, 2 },
+ /* x^512 + x^409 + x^309 + x^205 + x^103 + x^2 + 1 -- 95 */
+ { 14, 512, 409, 309, 205, 103, 2 },

- /* x^256 + x^205 + x^155 + x^101 + x^52 + x + 1 -- 125 */
- { 256, 205, 155, 101, 52, 1 },
+ /* x^256 + x^205 + x^155 + x^101 + x^52 + x + 1 -- 125 */
+ { 13, 256, 205, 155, 101, 52, 1 },

- /* x^128 + x^103 + x^78 + x^51 + x^27 + x^2 + 1 -- 70 */
- { 128, 103, 78, 51, 27, 2 },
+ /* x^128 + x^103 + x^78 + x^51 + x^27 + x^2 + 1 -- 70 */
+ { 12, 128, 103, 78, 51, 27, 2 },

- /* x^64 + x^52 + x^39 + x^26 + x^14 + x + 1 -- 15 */
- { 64, 52, 39, 26, 14, 1 },
+ /* x^64 + x^52 + x^39 + x^26 + x^14 + x + 1 -- 15 */
+ { 11, 64, 52, 39, 26, 14, 1 },
#endif
};

@@ -424,7 +427,7 @@ module_param(debug, bool, 0644);
struct entropy_store;
struct entropy_store {
/* read-only data: */
- struct poolinfo *poolinfo;
+ const struct poolinfo *poolinfo;
__u32 *pool;
const char *name;
struct entropy_store *pull;
@@ -585,11 +588,13 @@ static void fast_mix(struct fast_pool *f, const void *in, int nbytes)
}

/*
- * Credit (or debit) the entropy store with n bits of entropy
+ * Credit (or debit) the entropy store with n bits of entropy.
+ * The nbits value is given in units of 2^-16 bits, i.e. 0x10000 == 1 bit.
*/
static void credit_entropy_bits(struct entropy_store *r, int nbits)
{
int entropy_count, orig;
+ int pool_size = r->poolinfo->POOLBITS;

if (!nbits)
return;
@@ -597,13 +602,48 @@ static void credit_entropy_bits(struct entropy_store *r, int nbits)
DEBUG_ENT("added %d entropy credits to %s\n", nbits, r->name);
retry:
entropy_count = orig = ACCESS_ONCE(r->entropy_count);
- entropy_count += nbits;
+ if (nbits < 0) {
+ /* Debit. */
+ entropy_count += nbits;
+ } else {
+ /*
+ * Credit: we have to account for the possibility of
+ * overwriting already present entropy. Even in the
+ * ideal case of pure Shannon entropy, new contributions
+ * approach the full value asymptotically:
+ *
+ * entropy <- entropy + (pool_size - entropy) *
+ * (1 - exp(-add_entropy/pool_size))
+ *
+ * For add_entropy <= pool_size then
+ * (1 - exp(-add_entropy/pool_size)) >=
+ * (add_entropy/pool_size)*0.632...
+ * so we can approximate the exponential with
+ * add_entropy/(pool_size*2) and still be on the
+ * safe side by adding at most one pool_size at a time.
+ *
+ * The use of pool_size-1 in the while statement is to
+ * prevent rounding artifacts from making the loop
+ * arbitrarily long; this limits the loop to poolshift
+ * turns no matter how large nbits is.
+ */
+ int pnbits = nbits;
+ int s = r->poolinfo->poolshift + 1;
+
+ do {
+ int anbits = min(pnbits, pool_size);
+
+ entropy_count +=
+ ((pool_size - entropy_count)*anbits) >> s;
+ pnbits -= anbits;
+ } while (unlikely(entropy_count < pool_size-1 && pnbits));
+ }

if (entropy_count < 0) {
DEBUG_ENT("negative entropy/overflow\n");
entropy_count = 0;
- } else if (entropy_count > r->poolinfo->POOLBITS)
- entropy_count = r->poolinfo->POOLBITS;
+ } else if (entropy_count > pool_size)
+ entropy_count = pool_size;
if (cmpxchg(&r->entropy_count, orig, entropy_count) != orig)
goto retry;

--
1.7.11.2

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