Randomize metrics sample intervals

Sampling data at a fixed interval means we can potentially miss data
from events occurring between sampling intervals. For example, say we
sample data every 15 seconds but Unicorn workers get killed after 10
seconds. In this particular case it's possible to miss interesting data
as the sampler will never get to actually submitting data.

To work around this (at least for the most part) the sampling interval
is randomized as following:

1. Take the user specified sampling interval (15 seconds by default)
2. Divide it by 2 (referred to as "half" below)
3. Generate a range (using a step of 0.1) from -"half" to "half"
4. Every time the sampler goes to sleep we'll grab the user provided
   interval and add a randomly chosen "adjustment" to it while making
   sure we don't pick the same value twice in a row.

For a specified timeout of 15 this means the actual intervals can be
anywhere between 7.5 and 22.5, but never can the same interval be used
twice in a row.

The rationale behind this change is that on dev.gitlab.org I'm sometimes
seeing certain Gitlab::Git/Rugged objects being retained, but only for a
few minutes every 24 hours. Knowing the code of Gitlab and how much
memory it uses/leaks I suspect we're missing data due to workers getting
terminated before the sampler can write its data to InfluxDB.
This commit is contained in:
Yorick Peterse 2016-01-13 12:57:46 +01:00
parent 2367160015
commit 057eb824b5
2 changed files with 46 additions and 4 deletions

View file

@ -8,7 +8,12 @@ module Gitlab
class Sampler
# interval - The sampling interval in seconds.
def initialize(interval = Metrics.settings[:sample_interval])
interval_half = interval.to_f / 2
@interval = interval
@interval_steps = (-interval_half..interval_half).step(0.1).to_a
@last_step = nil
@metrics = []
@last_minor_gc = Delta.new(GC.stat[:minor_gc_count])
@ -26,7 +31,7 @@ module Gitlab
Thread.current.abort_on_exception = true
loop do
sleep(@interval)
sleep(sleep_interval)
sample
end
@ -102,6 +107,23 @@ module Gitlab
def sidekiq?
Sidekiq.server?
end
# Returns the sleep interval with a random adjustment.
#
# The random adjustment is put in place to ensure we:
#
# 1. Don't generate samples at the exact same interval every time (thus
# potentially missing anything that happens in between samples).
# 2. Don't sample data at the same interval two times in a row.
def sleep_interval
while step = @interval_steps.sample
if step != @last_step
@last_step = step
return @interval + @last_step
end
end
end
end
end
end

View file

@ -9,7 +9,7 @@ describe Gitlab::Metrics::Sampler do
describe '#start' do
it 'gathers a sample at a given interval' do
expect(sampler).to receive(:sleep).with(5)
expect(sampler).to receive(:sleep).with(a_kind_of(Numeric))
expect(sampler).to receive(:sample)
expect(sampler).to receive(:loop).and_yield
@ -116,4 +116,24 @@ describe Gitlab::Metrics::Sampler do
sampler.add_metric('cats', value: 10)
end
end
describe '#sleep_interval' do
it 'returns a Numeric' do
expect(sampler.sleep_interval).to be_a_kind_of(Numeric)
end
# Testing random behaviour is very hard, so treat this test as a basic smoke
# test instead of a very accurate behaviour/unit test.
it 'does not return the same interval twice in a row' do
last = nil
100.times do
interval = sampler.sleep_interval
expect(interval).to_not eq(last)
last = interval
end
end
end
end