Re: Popcount optimization using AVX512
Matthias van de Meent <boekewurm+postgres@gmail.com>
From: Matthias van de Meent <boekewurm+postgres@gmail.com>
To: "Amonson, Paul D" <paul.d.amonson@intel.com>
Cc: "pgsql-hackers@lists.postgresql.org" <pgsql-hackers@lists.postgresql.org>, "Shankaran, Akash" <akash.shankaran@intel.com>
Date: 2023-11-03T11:16:05Z
Lists: pgsql-hackers
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API reference →
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Fix __attribute__((target(...))) usage.
- 41b98ddb77bf 18.0 landed
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Use __attribute__((target(...))) for AVX-512 support.
- f78667bd910e 18.0 landed
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Fix code for probing availability of AVX-512.
- 598e0114a3b1 17.0 landed
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Optimize visibilitymap_count() with AVX-512 instructions.
- 41c51f0c68b2 17.0 landed
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Optimize pg_popcount() with AVX-512 instructions.
- 792752af4eb5 17.0 landed
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Inline pg_popcount() for small buffers.
- deb1486c7d36 17.0 landed
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Avoid function call overhead of pg_popcount() in syslogger.c.
- 4133c1f45c54 17.0 landed
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Refactor code for setting pg_popcount* function pointers.
- 6687430c98f3 17.0 landed
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Inline pg_popcount{32,64} into pg_popcount().
- cc4826dd5e52 17.0 landed
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Remove MSVC scripts
- 1301c80b2167 17.0 cited
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Use ARMv8 CRC instructions where available.
- f044d71e331d 11.0 cited
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Use Intel SSE 4.2 CRC instructions where available.
- 3dc2d62d0486 9.5.0 cited
On Thu, 2 Nov 2023 at 15:22, Amonson, Paul D <paul.d.amonson@intel.com> wrote: > > This proposal showcases the speed-up provided to popcount feature when using AVX512 registers. The intent is to share the preliminary results with the community and get feedback for adding avx512 support for popcount. > > Revisiting the previous discussion/improvements around this feature, I have created a micro-benchmark based on the pg_popcount() in PostgreSQL's current implementations for x86_64 using the newer AVX512 intrinsics. Playing with this implementation has improved performance up to 46% on Intel's Sapphire Rapids platform on AWS. Such gains will benefit scenarios relying on popcount. How does this compare to older CPUs, and more mixed workloads? IIRC, the use of AVX512 (which I believe this instruction to be included in) has significant implications for core clock frequency when those instructions are being executed, reducing overall performance if they're not a large part of the workload. > My setup: > > Machine: AWS EC2 m7i - 16vcpu, 64gb RAM > OS : Ubuntu 22.04 > GCC: 11.4 and 12.3 with flags "-mavx -mavx512vpopcntdq -mavx512vl -march=native -O2". > > 1. I copied the pg_popcount() implementation into a new C/C++ project using cmake/make. > a. Software only and > b. SSE 64 bit version > 2. I created an implementation using the following AVX512 intrinsics: > a. _mm512_popcnt_epi64() > b. _mm512_reduce_add_epi64() > 3. I tested random bit streams from 64 MiB to 1024 MiB in length (5 sizes; repeatable with RNG seed [std::mt19937_64]) Apart from the two type functions bytea_bit_count and bit_bit_count (which are not accessed in postgres' own systems, but which could want to cover bytestreams of >BLCKSZ) the only popcount usages I could find were on objects that fit on a page, i.e. <8KiB in size. How does performance compare for bitstreams of such sizes, especially after any CPU clock implications are taken into account? Kind regards, Matthias van de Meent Neon (https://neon.tech)