Subject: Re: [boost] [random] new threefry random engine
From: Thijs van den Berg (thijs_at_[hidden])
Date: 2014-04-18 04:00:42
On 18 Apr 2014, at 06:54, Steven Watanabe <watanabesj_at_[hidden]> wrote:
> On 04/17/2014 04:19 PM, Thijs van den Berg wrote:
>> I've completed a nice new random engine that I would like to propose for addition to boost/random.
>> The engine is called "threefry" and it's based on the paper "Parallel random numbers: as easy as 1, 2, 3" by Salmon, John K. and Moraes, Mark A. and Dror, Ron O. and Shaw, David E.
>> I've been using it myself a lot for the last couple of years, and now I've rewritten it so that it will fit in the boost random framework and adhere to the concepts. It has some really nice properties, in particular for large scale parallel computing:
>> * High quality randomness (according to the BigCrush tests) with a cycle length of 2^258
>> * Fast (comparable to Mersenne Twister) & little memory usage (13x 64 bit integers)
>> * O(1) discard and guarantees for non-overlapping sequences when the (up to 256 bit) seeds are unequal
>> I've uploaded the code, description and tests to https://github.com/sitmo/threefry
>> The actual engine is at https://github.com/sitmo/threefry/blob/master/random/include/boost/random/threefry.hpp
>> I would really appreciate any feedback about the idea for inclusion and of course comments about the quality of the code,tests,docs
> I /really/ dislike the constraint that
> rounds shall be 13 or 20. It looks like
> encrypt_counter follows a regular pattern.
> I'd strongly prefer it to be implemented
> as a loop and allow rounds to be any
> non-negative integer. Not all possible
> values make sense, but that's normal.
> You have to know what you're doing when
> you define a specialization of any random
> number engine.
Very good. Ill have to change things a a bit. The algorithm has indeed reppetitive patterns of multiples of length 4 and 8. Ill make it an unconstrained integer and a loop.
> Do not use reinterpret_cast in operator().
> The behavior is undefined, and will certainly
> differ depending on endianness.
I did this for speed and I didnt worry about endianness because it never crossed my mind. Changing the order of bits/bytes should not affect the quality of the randomness, but its indeed not nice to have different behaviour on different machines. Ill fix this.
> I'm not sure that I like the fact that the
> textual representation interleaves the three
> arrays. Also output is a function of key and
> counter and does not need to be stored. (The
> same observation applies to the comparison
Yes, Ive already changed that.
> Is it really a good idea to expose set_key/set_counter?
Indeed, its not needed, Ive moved them to private.
> It would be better to have an explicit width parameter,
> like mersenne_twister instead of relying on the size of
Ok, this takes a bit of time but its not dramatic. Its something that combines nicely with the operator() point.
> I'd also prefer to see uint_least64_t in place
> of uint64_t.
> (Actually I'd like it even more if the
> arrays stored UIntType, but this doesn't look particularly
> feasible, given the way the algorithm works.)
This algorithm is what they call the 4x64 variant. The paper also talks about a 2x64 and 4x32 variants (but e.g. not 8x32, 2x32). However Im not sure if we need to implement all the variant theve studied (maybe yes, maybe no). They recommend 4x64 with 20 rounds as the best choice for CPUs and thats the main one I want to provide. AFAIK the state and the return_type need not be the same. Any 32 bit engine can be turned into a 64 engine by patching two returns together.
The 32 bit state type versions have different constants in the repetitive operators. The authors also studies variants with different cryptographic functions. E.g. one uses EAS (but that has a different name than threefry) which can be faster on CPU's supports EAS instructions. It however calls for assembler. There is also a 3rd variant that targets CUDA machines. In a wider setting all these variant use a counter and a cryptographic function (which probably all use a key?). I havent studies the other variants.
Perhaps we can later refactor -without changing the interface- the code when we decide to add more variants? E.g. can we stick to the 4x64 threefry algorithm function, have two versions that return either 32 or 64 bit integers specified by a width argument. The two other variant 2x64 and 4x32 could perhaps be added later, those are however not recommended by the paper. I would call the 4x64 part of the algorithm, not NxM with template arguments that can be tweaked by smart users.
> Don't put usings in namespace boost. The other engines
> have using declarations for backwards compatibility,
> which is not a concern for a new engine.
> Run inspect (http://www.boost.org/tools/inspect). There's
> at least one use of max that needs to be protected.
Excellent, I didnt know its existence, sound very handy.
Thanks for the useful feedback, its much appreciated.
> In Christ,
> Steven Watanabe
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