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Mulberry32 PRNG
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/* Written in 2017 by Tommy Ettinger ([email protected]) | |
To the extent possible under law, the author has dedicated all copyright | |
and related and neighboring rights to this software to the public domain | |
worldwide. This software is distributed without any warranty. | |
See <http://creativecommons.org/publicdomain/zero/1.0/>. */ | |
#include <stdint.h> | |
/* This is a 32-bit variant on the 63-bit Thrust PRNG, adapted for possible | |
usage in embedded hardware with 32-bit registers because TonyB on the prng | |
mailing list seemed like he could use this. Thrust is still in development, | |
mainly at another Gist ( https://gist.github.com/tommyettinger/e6d3e8816da79b45bfe582384c2fe14a ). | |
Mulberry uses a few multiplications compounded on the last result, much like | |
how a mulberry is a compound fruit, to help improve quality beyond what the | |
tiny state normally allows. It should have a period of 2 to the 32, exactly, | |
since the state changes to be each 32-bit unsigned integer before cycling. | |
The speed of this generator hasn't even been tested, and is probably less | |
than desirable on a 64-bit desktop processor, but it's meant for 32-bit | |
hardware. It passes gjrand's 13 tests with no failures and a total P-value | |
of 0.984 (where 1 is perfect and 0.1 or less is a failure) on 4GB of | |
generated data. That's a quarter of the full period. On the same amount, the | |
comparable SplitMix32 generator has a total P-value of 0, and had multiple | |
failures of extreme significance; these were two rank 1 minor failures but | |
also two more at rank 20 and rank 21, each an irredeemable failure on its | |
own. Testing on the full period (2 to the 32 numbers with 4 bytes each, for | |
a total of 16GB of data), Mulberry32 still does very well (for a generator | |
with 32 bits of state) with total P = 0.753 and all 13 tests passed. Since | |
SplitMix32 had failed beyond any hope of improvement at a small size, to | |
compare I tried SplitMix64, with 64 bits of state and generating 64 bits at | |
a time. On 4GB of data, SplitMix64's total P-value is 0.494, and it has two | |
rank 1 failures. On 16GB of data, SplitMix64's total P-value is 0.396, and | |
it has 1 rank 1 failure. To compare what is possible at that state size, a | |
variant on Thrust with 64 bits of state and 64 bit output passes 13 of 13 | |
tests and gets a P-value of 0.91 when testing on 4GB of data, and a P-value | |
of 0.857 while still passing all tests on 16GB of data. Both SplitMix64 and | |
the 64-bit Thrust variant use fewer operations than Mulberry32 to obtain each | |
result (and that result is twice the size); if you can use a PRNG that works | |
with 64-bit math, you generally will benefit. | |
*/ | |
uint32_t x; /* The state can be seeded with any value. */ | |
/* Call next() to get 32 pseudo-random bits, call it again to get more bits. */ | |
// It may help to make this inline, but you should see if it benefits your code. | |
uint32_t next(void) { | |
uint32_t z = (x += 0x6D2B79F5UL); | |
z = (z ^ (z >> 15)) * (z | 1UL); | |
z ^= z + (z ^ (z >> 7)) * (z | 61UL); | |
return z ^ (z >> 14); | |
} | |
/* The one large constant, 0x6D2B79F5UL, is tightly linked to the shift amounts | |
used later in the code. It is probably a bad idea to change the constant without | |
verifying that the quality is still OK in a robust testing suite like gjrand or | |
maybe TestU01's BigCrush (this may be unable to pass BigCrush simply because its | |
state size is too small). This constant was found by repeatedly editing the | |
constant used by Thrust in a 64-bit version (which in turn was found by shifting | |
the constant used for Thrust in its 63-bit version, and changing the lowest and | |
highest few bits), adjusting the shift amounts to match specific patterns that | |
could occur (or be edited into) the constant. That on its own didn't prove | |
enough, so a bitwise or with 61 was tried (along with other, smaller numbers; 29 | |
was used in an earlier version), and in conjunction with the add-to-product-then- | |
xor step, that seems to do the trick and yield high quality for the state size. | |
The constant was changed between the first and second versions, but only a few | |
bits actually changed and the shifts were all fine where they were. One of the | |
bitwise OR values did change, which proved key to bringing the 16GB test to a | |
point where it has no failures. | |
*/ |
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