[ a newby question about vectorized shuffling / permutation ]
Paul Sandoz
paul.sandoz at oracle.com
Thu Jul 1 23:16:56 UTC 2021
Hi Denis,
Thank you for sharing.
I ran the benchmark on the tip of jdk/jdk, adding the vector shuffling implementation in all cases:
# VM options: -XX:-TieredCompilation --add-modules=jdk.incubator.vector --enable-preview
Benchmark Mode Cnt Score Error Units
IntersectionOnTheBeginningBenchmark.hasIntersectionScalar thrpt 5 59.724 ± 1.021 ops/us
IntersectionOnTheBeginningBenchmark.hasIntersectionVector thrpt 5 76.048 ± 2.386 ops/us
IntersectionOnTheBeginningBenchmark.hasIntersectionVectorShuffling thrpt 5 86.275 ± 2.395 ops/us
IntersectionOnTheMiddleBenchmark.hasIntersectionScalar thrpt 5 3.476 ± 0.080 ops/us
IntersectionOnTheMiddleBenchmark.hasIntersectionVector thrpt 5 5.762 ± 0.076 ops/us
IntersectionOnTheMiddleBenchmark.hasIntersectionVectorShuffling thrpt 5 6.942 ± 0.089 ops/us
NoIntersectionBenchmark.hasNoIntersectionScalar thrpt 5 1.425 ± 0.079 ops/us
NoIntersectionBenchmark.hasNoIntersectionVector thrpt 5 2.435 ± 0.100 ops/us
NoIntersectionBenchmark.hasNoIntersectionVectorShuffling thrpt 5 3.326 ± 0.367 ops/us
Surprisingly, to me at least, your VectorShuffling implementation is better than the Vector implementation. We have made improvements since 16, but to understand more I would need to look at the generated code.
Paul.
> On Jun 26, 2021, at 6:46 AM, Denis Gabaydulin <gabaden at gmail.com> wrote:
>
> Hi, Paul!
>
> I made a repository with the code and benchmarks.
> Also, I attached full information about my hardware/os.
>
> https://urldefense.com/v3/__https://github.com/sherman/simd__;!!ACWV5N9M2RV99hQ!YgFtNLO--ZKWO_I96Dpw6WLYZxJuRnk1TxZcB8MNXFWA7BHA1SgXEmwmp4uq6KVhXA$
>
> On Wed, Jun 23, 2021 at 1:47 AM Paul Sandoz <paul.sandoz at oracle.com> wrote:
>>
>> Hi Denis,
>>
>> Thanks for sharing, perhaps you can share the complete JMH benchmark?
>>
>> In your current approach there may be no benefit to using a vector for the right side, since you unpack the lane elements, just use the array elements directly as input to the broadcast eq.
>>
>> I would be interested in seeing the shuffle version, if you have it. Some Shuffle/Mask stuff is still work in progress, but it could still be a good test case.
>>
>> Paul.
>>
>>
>>> On Jun 20, 2021, at 2:26 PM, Denis Gabaydulin <gabaden at gmail.com> wrote:
>>>
>>> If somebody is interested in the result, here's my solution (which is
>>> twice faster on SPECIES_128).
>>>
>>> https://urldefense.com/v3/__https://gist.github.com/sherman/6d8a4103ba5bb3d2911684b8c842647f__;!!ACWV5N9M2RV99hQ!YgFtNLO--ZKWO_I96Dpw6WLYZxJuRnk1TxZcB8MNXFWA7BHA1SgXEmwmp4uxFt6FDw$
>>>
>>> Benchmark with the intersection in the middle of arrays.
>>>
>>> Benchmark Mode Cnt Score Error Units
>>> IntersectionBenchmark.hasIntersectionScalar thrpt 10 3.785 ± 0.095 ops/us
>>> IntersectionBenchmark.hasIntersectionVector thrpt 10 7.008 ± 0.795 ops/us
>>>
>>> What I do:
>>> Changed the shuffling op by the broadcast op.
>>>
>>> Here's the most significant part in the asm:
>>>
>>> https://urldefense.com/v3/__https://gist.github.com/sherman/7788e37b667940f31531ce74cb53b4e5__;!!ACWV5N9M2RV99hQ!YgFtNLO--ZKWO_I96Dpw6WLYZxJuRnk1TxZcB8MNXFWA7BHA1SgXEmwmp4vxdttWFA$
>>>
>>> Would be very appreciated any suggestions and comments on how it can
>>> be improved in terms of throughput?
>>>
>>> On Wed, Jun 2, 2021 at 2:04 PM Denis Gabaydulin <gabaden at gmail.com> wrote:
>>>>
>>>> Hi, folks!
>>>>
>>>> Have a newbie question about the API.
>>>> I'm trying to explore a new and shiny vector API with simple but useful examples.
>>>>
>>>> One of that is to build a SIMD version to find any intersection of two sorted lists.
>>>>
>>>> E.g.
>>>> hasIntersection([1, 3, 4, 10], [2, 6, 6, 11]) => false
>>>> hasIntersection([1, 3, 4, 10], [2, 3, 6, 11]) => true
>>>>
>>>> A mental model of this algorithm which I have:
>>>>
>>>> 1). to get a part of an array one
>>>> 2). compare it n-times which corresponding part of an array two.
>>>> 3). each time we need to compare two parts of arrays we need to shuffle (permutate) a left part by a mask. E.g. 1, 3, 4, 10 -> 10, 1, 3, 4
>>>> 4). if one of a number is the same, return true, otherwise, move.
>>>> In SIMD instructions looks like I need two major things.
>>>>
>>>> 1). vectorized comparison instruction
>>>> 2). vectorized shuffle instruction.
>>>>
>>>> The first one, I can see in the printed asm.
>>>> compare in API -> vpcmpeqd
>>>>
>>>> The question, which function of the vector API should I use to getting something like _mm_shuffle_epi32 ?
>>>>
>>>>
>>>>
>>>>
>>>
>>> On Wed, Jun 2, 2021 at 2:04 PM Denis Gabaydulin <gabaden at gmail.com> wrote:
>>>>
>>>> Hi, folks!
>>>>
>>>> Have a newbie question about the API.
>>>> I'm trying to explore a new and shiny vector API with simple but useful examples.
>>>>
>>>> One of that is to build a SIMD version to find any intersection of two sorted lists.
>>>>
>>>> E.g.
>>>> hasIntersection([1, 3, 4, 10], [2, 6, 6, 11]) => false
>>>> hasIntersection([1, 3, 4, 10], [2, 3, 6, 11]) => true
>>>>
>>>> A mental model of this algorithm which I have:
>>>>
>>>> 1). to get a part of an array one
>>>> 2). compare it n-times which corresponding part of an array two.
>>>> 3). each time we need to compare two parts of arrays we need to shuffle (permutate) a left part by a mask. E.g. 1, 3, 4, 10 -> 10, 1, 3, 4
>>>> 4). if one of a number is the same, return true, otherwise, move.
>>>> In SIMD instructions looks like I need two major things.
>>>>
>>>> 1). vectorized comparison instruction
>>>> 2). vectorized shuffle instruction.
>>>>
>>>> The first one, I can see in the printed asm.
>>>> compare in API -> vpcmpeqd
>>>>
>>>> The question, which function of the vector API should I use to getting something like _mm_shuffle_epi32 ?
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