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Use Rob's cool vmstat/gnuplot tooling to plot hardware utilization #302

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mikemccand opened this issue Oct 2, 2024 · 9 comments
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@mikemccand
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@rmuir has some cool tooling that measures how effectively processes are using CPU/RAM/IO. Let's turn this on at least during indexing phases of nightly benchy, when we are trying to fully saturate the available hardware resources...

@rmuir
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rmuir commented Oct 2, 2024

@mikemccand to start with "text mode", just do this:

start of benchy:

$ nohup vmstat --active --wide --timestamp --unit M 1 > vmstat.log 2>/dev/null &

end of benchy:

$ pkill vmstat

it should produce human readable log looking like this:

router:~$  vmstat --active --wide --timestamp --unit M 1
--procs-- -----------------------memory---------------------- ---swap-- -----io---- -system-- ----------cpu---------- -----timestamp-----
   r    b         swpd         free        inact       active   si   so    bi    bo   in   cs  us  sy  id  wa  st  gu                 EDT
   1    0            0         3177           89          140    0    0     2     6  277    0   0   0 100   0   0   0 2024-10-02 08:12:00
   0    0            0         3177           89          140    0    0     0     0  323  161   0   0 100   0   0   0 2024-10-02 08:12:01
   1    0            0         3177           89          140    0    0     0   956  373  222   0   0 100   0   0   0 2024-10-02 08:12:02
   0    0            0         3177           89          140    0    0     0     0   93   84   0   0 100   0   0   0 2024-10-02 08:12:03
   0    0            0         3177           89          140    0    0     0     8  170  134   0   0 100   0   0   0 2024-10-02 08:12:04

We can then add fancy graph plot to "end of benchy", but the text mode itself is a good way to start?

@rmuir
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rmuir commented Oct 2, 2024

also if you don't want output in your local time, set TZ variable:

$ TZ=UTC vmstat ...

if you don't want inactive/active remove the --active flag. I prefer this way of breaking down the memory, but maybe for lucene, you'd prefer to just monitor OS cache instead:

$ TZ=UTC vmstat --wide --timestamp --unit M 1
--procs-- -----------------------memory---------------------- ---swap-- -----io---- -system-- ----------cpu---------- -----timestamp-----
   r    b         swpd         free         buff        cache   si   so    bi    bo   in   cs  us  sy  id  wa  st  gu                 UTC
   1    0            0        14480          178         1890    0    0    17    84  628    3   3   1  95   0   0   0 2024-10-02 12:49:15
   1    0            0        14485          178         1880    0    0     0     0  391  733   0   2  98   0   0   0 2024-10-02 12:49:16
   0    0            0        14494          178         1875    0    0     0     0  433  784   1   1  98   0   0   0 2024-10-02 12:49:17
   0    0            0        14506          178         1873    0    0     0     0  374 1083   3   1  96   0   0   0 2024-10-02 12:49:18

@mikemccand
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OK! I did the first step, which is to run vmstat during each indexing run and save away the resulting log. Yesterday's run produced these exciting vmstat logs:

beast3:tmp$ wc -l *vmstat*
    120 fastIndexBigDocs.vmstat.log
    148 fastIndexMediumDocs.vmstat.log
   3903 fastIndexMediumDocsWithVectorsQuantized.vmstat.log
   6416 fastIndexMediumDocsWithVectors.vmstat.log
  20995 fixedIndex.vmstat.log
    240 nrtIndexMediumDocs.vmstat.log
  31822 total

Only 120 lines (120 seconds) for fastIndexBigDocs.vmsat.log!

Next we need to somehow gnuplot these buggers?

@rmuir
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rmuir commented Oct 9, 2024

thanks @mikemccand! can you hook me up with these sample data files? it will be faster to make it look decent.

@mikemccand
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Does this work? vmstat-logs.zip

This is all the vmstat logs, each from building the different N indices that nightly benchy builds ...

@rmuir
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rmuir commented Oct 9, 2024

thank you @mikemccand, that works. crazy how idle your CPU is while doing this.

@rmuir
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rmuir commented Oct 10, 2024

@mikemccand see https://rmuir.org/vmstat-report/

You can grab the 3 files there to reproduce it:

  • vmstat.gpi: gnuplot file to make several .svg files
  • index.html.template: simple html file to lay them out
  • generate.sh: script that makes directory with these files for each log file

Seems the hardware is not fully utilized. There is a direct correlation to the CPU usage with the number of process (=threads here). I guess you have some insane number of cores?

Screen_Shot_2024-10-10_at_00 47 43

@mikemccand
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Whoa, thanks @rmuir! Nice charts! Yeah, this is beast3 with 128 cores, and one of those indexing runs (the fixedIndex one) uses only one core (mostly) so that it generates a precise deterministic index each night so the search results are "comparable". But for the other runs, I think I expect them to be saturating CPU (ish?) ... maybe I'm not using enough concurrency for them!

@rmuir
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rmuir commented Oct 10, 2024

This makes sense. These are just a start, we can tweak/beautify later once things are working.

I struggled a bit because SVG files were enormous out of box: the program is written by scientists, so SVG out of box were totally lossless and accurately representing all 20,000+ datapoints in your fixedIndex, which made for huge sizes.

I had not done interpolation before so had to figure it out, I tried to add comments so you can tweak any of this if you want.

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