Hit frequencies

December 2nd, 2016
tech
When load testing server-side software there are two straight-forward options:
  1. Stress all endpoints evenly
  2. Stress one endpoint in isolation
For example, if you're testing a dynamic website with siege you could (1) give it a list of all the urls on your site and have it rotate among them, or you could (2) pick a representive url and just hit that one repeatedly. Like any synthetic test this isn't completely realistic, but in this case you're missing something pretty important: if you want to test something that uses caching, you need to approximate the distribution of a real workload.

Why? How well caching works depends on your hit rate, which depends on what the distribution of your requests looks like. Situation (1) is a caching worst-case, (2) is a caching best case, and your real situation is somewhere in the middle. For example, from my access logs over the past couple years, here's the distribution of requests I've seen:

1275358 /news.rss
562369 /
437312 /favicon.ico
406583 /index
168296 /robots.txt
162728 /p/
116353 /simple_piano_recordings/piano_chords.svg
94048 /icdiff
92680 /p/mercury-spill
63728 /wsgi/json-comments-cached/gp/i6WrmjSHXLg
[snip ~1k entries]
1179 /news/2011-11-02
1178 /wsgi/json-comments/gp/YTnbXQoRPRN
1178 /fiddle-clip-on/pictures/11-top.jpg
[snip ~10k entries]
113 /news/back_from_564.rss
113 /news/2012-07-24
113 /news/2012-07-09.html
[snip ~100k entries]
3 /nextbus/omnitrans/82/7387/
3 /nextbus/art/1135/759763/
3 /nextbus/mbta/39/6460/
[snip ~1M entries]
1 /ngx_pagespeed_beacon?ets=load:906&rload=1605...
1 /nextbus/jtafla/17/1433/next/
1 /news/all/trillion-dollar-platinum-coin

This is kind of a mess, but the main idea is that we have a few "hot" endpoints, and then a long tail of less popular entries. I can use this distribution in load testing, to get something between uniform sampling (option 1) and singleton sampling (option 2) that better represents what real load on the site would look like.

In case this is useful to other people, here's the frequency list (hits-frequency.txt.gz) and a short script to sample from it (generate_urls.py).

Comment via: google plus, facebook, substack

Recent posts on blogs I like:

Ozy and Vasili Review Lilo and Stitch

Sometimes my seven-year-old, Vasili, wants to see some godawful movie that makes me want to melt my eyeballs out of my head.

via Thing of Things June 27, 2025

Elixir's Last Dance

On May 18th, the contra dance band Elixir had their last gig ever. The dance was packed: there were three hundred people. It was the only dance BIDA has ever done where they sold tickets. People flew from across the country just to hear Elixir play one la…

via Lily Wise's Blog Posts June 5, 2025

Workshop House case study

Lauren Hoffman interviewed me about Workshop House and wrote this post about a community I’m working on building in DC.

via Home April 30, 2025

more     (via openring)