Thursday, September 7, 2017

IO-bound table scan performance for MyRocks, InnoDB and TokuDB

I used sysbench to compare IO-bound table scan performance for MyRocks, InnoDB and TokuDB. Tests were run on a large server with fast SSD, Intel NUCs with SSD and an Intel NUC with disk. I call this IO-bound because for all tests the table was larger than RAM.

tl;dr
  • MyRocks can be more than 2X slower than for InnoDB. 
  • InnoDB in 5.7 does better than in 5.6
  • TokuDB without compression is comparable to InnoDB without compression and does much better than InnoDB when prefetching is enabled.
  • Compression usually has a small impact on scan performance for MyRocks with zstd and a much larger impact for TokuDB with zlib. I wonder how much of this is a measure of zstd vs zlib.
  • Scans were usually slower for all engines after fragmentation but the impact was larger for MyRocks and TokuDB than for InnoDB.

Configuration

I used my sysbench helper scripts with my sysbench branch. For tests with X tables there was 1 connection per table doing a full scan and when X > 1 the scans were concurrent. The scan time was measured twice -- first immediately after the load and index step and then after many updates have been applied. The second measurement was done to show the impact of fragmentation on scan performance.

I repeated tests on different hardware:
  • 48core.ssd - server has 48 HW threads, fast SSD and 50gb of RAM. Tests were done with 8 tables and 100M rows/table and then 1 table with 800M rows.
  • i3.ssd - a core i3 Intel NUC with Samsung 850 SSD, 8gb of RAM and 4 HW threads. The test used 2 tables and 80M rows/table.
  • i3.disk - a core i3 Intel NUC with 1 disk, 8gb of RAM and 4 HW threads. The test used 1 table and 160M rows/table.
I repeated tests for MyRocks, InnoDB and TokuDB:
  • I compiled MyRocks on August 15 with git hash 0d76ae. The MyRocks tests were done without compression and with zstd compression (myrocks.none, myrocks.zstd). I did one test for MyRocks with a binary that did not use special instructions to make crc32 faster (myrocks.none.slowcrc) and learned that fast crc doesn't make a difference on this test. It would be a bigger deal for an IO-bound test doing point queries.
  • I used TokuDB from Percona Server 5.7.17. The TokuDB tests were done without compression and with zlib compression. I tried tokudb_disable_prefetching ON and OFF (toku5717.none, toku5717.none.prefetch), but I have been setting this to ON for my OLTP benchmarks because enabling it ruined some OLTP results.
  • I used InnoDB from upstream 5.6.35 and 5.7.17. The performance_schema was enabled. The InnoDB tests did not use compression. 

Results

The results below list the number of seconds to scan the table(s) and the time relative to InnoDB from MySQL 5.6.35. For the relative time a value greater than 1 means the engine is slower than InnoDB. These values are reported for pre and post where pre is the measurement taken immediately after loading the table and creating the secondary index and post is the measurement taken after applying random updates to the table(s).

See tl;dr above for what I learned from these results.

Large server


These are results from 8 tables with 100M rows/table and then 1 table and 800M rows/table on the large server.

48core.ssd - 8t x 100m
pre     pre     post    post    engine
secs    ratio   secs    ratio
221     2.302   246     2.256   myrocks.none
201     2.093   211     1.935   myrocks.zstd
 96     1.000   109     1.000   inno5635
 75     0.781    86     0.788   inno5717
 67     0.697    94     0.862   touk5717.none
 39     0.406    69     0.633   toku5717.none.prefetch
190     1.979   224     2.055   toku5717.zlib

48core.ssd - 1t x 800m
pre     pre     post    post    engine
secs    ratio   secs    ratio
 638    1.065   1032    1.627   myrocks.none
 916    1.529   1063    1.676   myrocks.zstd
 599    1.000    634    1.000   inno5635
 434    0.724    449    0.708   inno5717
 513    0.856    735    1.159   toku5717.none
 249    0.415    502    0.791   toku5717.none.prefetch
1525    2.545   1776    2.801   toku5717.zlib

Intel NUC

These are results from the Intel NUC using SSD and then a disk.

i3.ssd - 2t x 80m
pre     pre     post    post    engine
secs    ratio   secs    ratio
181     1.448   192     1.560   myrocks.none
182     1.456   189     1.536   myrocks.none.slowcrc
219     1.752   238     1.934   myrocks.zstd
125     1.000   123     1.000   inno5635
114     0.912   107     0.869   inno5717

i3.disk - 1t x 160m
pre     pre     post    post    engine
secs    ratio   secs    ratio
330     1.304   348     1.343   myrocks.none
432     1.707   451     1.741   myrocks.zstd
253     1.000   259     1.000   inno5635
257     1.015   261     1.007   inno5717

Charts

Below are charts from the large server tests for 8 tables & 100M rows/table and then 1 table with 800M rows.

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