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authorGregory Maxwell <greg@xiph.org>2017-06-11 23:39:04 +0000
committerGregory Maxwell <greg@xiph.org>2017-06-12 22:44:55 +0000
commitdd869c60ca069fa3eea3dd1aab977b8a10e05f2f (patch)
tree1c87af2fb7b99a1a0177d2fdbd583ebed5c0a257
parent2c2d98806253db8c83055800a6bb14814a2f12b1 (diff)
Add an explanation of quickly hashing onto a non-power of two range.
In Olaoluwa Osuntokun's recent protocol proposal they were using a mod in an inner loop. I wanted to suggest a normative protocol change to use the trick we use here, but to find an explanation of it I had to dig up the PR on github. After I posted about it several other developers commented that it was very interesting and they were unaware of it. I think ideally the code should be self documenting and help educate other contributors about non-obvious techniques that we use. So I've written a description of the technique with citations for future reference.
-rw-r--r--src/cuckoocache.h31
1 files changed, 31 insertions, 0 deletions
diff --git a/src/cuckoocache.h b/src/cuckoocache.h
index 5837549455..692eb58338 100644
--- a/src/cuckoocache.h
+++ b/src/cuckoocache.h
@@ -206,6 +206,37 @@ private:
/** compute_hashes is convenience for not having to write out this
* expression everywhere we use the hash values of an Element.
*
+ * We need to map the 32-bit input hash onto a hash bucket in a range [0, size) in a
+ * manner which preserves as much of the hash's uniformity as possible. Ideally
+ * this would be done by bitmasking but the size is usually not a power of two.
+ *
+ * The naive approach would be to use a mod -- which isn't perfectly uniform but so
+ * long as the hash is much larger than size it is not that bad. Unfortunately,
+ * mod/division is fairly slow on ordinary microprocessors (e.g. 90-ish cycles on
+ * haswell, ARM doesn't even have an instruction for it.); when the divisor is a
+ * constant the compiler will do clever tricks to turn it into a multiply+add+shift,
+ * but size is a run-time value so the compiler can't do that here.
+ *
+ * One option would be to implement the same trick the compiler uses and compute the
+ * constants for exact division based on the size, as described in "{N}-bit Unsigned
+ * Division via {N}-bit Multiply-Add" by Arch D. Robison in 2005. But that code is
+ * somewhat complicated and the result is still slower than other options:
+ *
+ * Instead we treat the 32-bit random number as a Q32 fixed-point number in the range
+ * [0,1) and simply multiply it by the size. Then we just shift the result down by
+ * 32-bits to get our bucket number. The results has non-uniformity the same as a
+ * mod, but it is much faster to compute. More about this technique can be found at
+ * http://lemire.me/blog/2016/06/27/a-fast-alternative-to-the-modulo-reduction/
+ *
+ * The resulting non-uniformity is also more equally distributed which would be
+ * advantageous for something like linear probing, though it shouldn't matter
+ * one way or the other for a cuckoo table.
+ *
+ * The primary disadvantage of this approach is increased intermediate precision is
+ * required but for a 32-bit random number we only need the high 32 bits of a
+ * 32*32->64 multiply, which means the operation is reasonably fast even on a
+ * typical 32-bit processor.
+ *
* @param e the element whose hashes will be returned
* @returns std::array<uint32_t, 8> of deterministic hashes derived from e
*/