<!DOCTYPE html> <html> <head> <meta http-eqiv="content-type" content="text/html;charset=utf-8"> <title>Go by Example: Rate Limiting</title> <link rel=stylesheet href="site.css"> </head> <script type="text/javascript"> if (window.location.host == "gobyexample.com") { var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-34996217-1']); _gaq.push(['_trackPageview']); (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s); })(); } </script> <body> <div class="example" id="rate-limiting"> <h2><a href="./">Go by Example</a>: Rate Limiting</h2> <table> <tr> <td class="docs"> <p><em><a href="http://en.wikipedia.org/wiki/Rate_limiting">Rate limiting</a></em> is an important mechanism for controlling resource utilization and maintaining quality of service. Go elegantly supports rate limiting with goroutines, channels, and <a href="tickers">tickers</a>.</p> </td> <td class="code empty leading"> </td> </tr> <tr> <td class="docs"> </td> <td class="code leading"> <a href="http://play.golang.org/p/e7yzIk97-p"><img title="Run code" src="play.png" class="run" /></a> <div class="highlight"><pre><span class="kn">package</span> <span class="nx">main</span> </pre></div> </td> </tr> <tr> <td class="docs"> </td> <td class="code leading"> <div class="highlight"><pre><span class="kn">import</span> <span class="s">"time"</span> <span class="kn">import</span> <span class="s">"fmt"</span> </pre></div> </td> </tr> <tr> <td class="docs"> </td> <td class="code leading"> <div class="highlight"><pre><span class="kd">func</span> <span class="nx">main</span><span class="p">()</span> <span class="p">{</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>First we’ll look at basic rate limiting. Suppose we want to limit our handling of incoming requests. We’ll serve these requests off a channel of the same name.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="nx">requests</span> <span class="o">:=</span> <span class="nb">make</span><span class="p">(</span><span class="kd">chan</span> <span class="kt">int</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span> <span class="k">for</span> <span class="nx">i</span> <span class="o">:=</span> <span class="mi">1</span><span class="p">;</span> <span class="nx">i</span> <span class="o"><=</span> <span class="mi">5</span><span class="p">;</span> <span class="nx">i</span><span class="o">++</span> <span class="p">{</span> <span class="nx">requests</span> <span class="o"><-</span> <span class="nx">i</span> <span class="p">}</span> <span class="nb">close</span><span class="p">(</span><span class="nx">requests</span><span class="p">)</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>This <code>limiter</code> channel will receive a value every 200 milliseconds. This is the regulator in our rate limiting scheme.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="nx">limiter</span> <span class="o">:=</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Tick</span><span class="p">(</span><span class="nx">time</span><span class="p">.</span><span class="nx">Millisecond</span> <span class="o">*</span> <span class="mi">200</span><span class="p">)</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>By blocking on a receive from the <code>limiter</code> channel before serving each request, we limit ourselves to 1 request every 200 milliseconds.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="k">for</span> <span class="nx">req</span> <span class="o">:=</span> <span class="k">range</span> <span class="nx">requests</span> <span class="p">{</span> <span class="o"><-</span><span class="nx">limiter</span> <span class="nx">fmt</span><span class="p">.</span><span class="nx">Println</span><span class="p">(</span><span class="s">"request"</span><span class="p">,</span> <span class="nx">req</span><span class="p">,</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Now</span><span class="p">())</span> <span class="p">}</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>We may want to allow short bursts of requests in our rate limiting scheme while preserving the overall rate limit. We can accomplish this by buffering our limiter channel. This <code>burstyLimiter</code> channel will allow bursts of up to 3 events.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="nx">burstyLimiter</span> <span class="o">:=</span> <span class="nb">make</span><span class="p">(</span><span class="kd">chan</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Time</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>Fill up the channel to represent allowed bursting.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="k">for</span> <span class="nx">i</span> <span class="o">:=</span> <span class="mi">0</span><span class="p">;</span> <span class="nx">i</span> <span class="p"><</span> <span class="mi">3</span><span class="p">;</span> <span class="nx">i</span><span class="o">++</span> <span class="p">{</span> <span class="nx">burstyLimiter</span> <span class="o"><-</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Now</span><span class="p">()</span> <span class="p">}</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>Every 200 milliseconds we’ll try to add a new value to <code>burstyLimiter</code>, up to its limit of 3.</p> </td> <td class="code leading"> <div class="highlight"><pre> <span class="k">go</span> <span class="kd">func</span><span class="p">()</span> <span class="p">{</span> <span class="k">for</span> <span class="nx">t</span> <span class="o">:=</span> <span class="k">range</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Tick</span><span class="p">(</span><span class="nx">time</span><span class="p">.</span><span class="nx">Millisecond</span> <span class="o">*</span> <span class="mi">200</span><span class="p">)</span> <span class="p">{</span> <span class="nx">burstyLimiter</span> <span class="o"><-</span> <span class="nx">t</span> <span class="p">}</span> <span class="p">}()</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>Now simulate 5 more incoming requests. The first 3 of these will benefit from the burst capability of <code>burstyLimiter</code>.</p> </td> <td class="code"> <div class="highlight"><pre> <span class="nx">burstyRequests</span> <span class="o">:=</span> <span class="nb">make</span><span class="p">(</span><span class="kd">chan</span> <span class="kt">int</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span> <span class="k">for</span> <span class="nx">i</span> <span class="o">:=</span> <span class="mi">1</span><span class="p">;</span> <span class="nx">i</span> <span class="o"><=</span> <span class="mi">5</span><span class="p">;</span> <span class="nx">i</span><span class="o">++</span> <span class="p">{</span> <span class="nx">burstyRequests</span> <span class="o"><-</span> <span class="nx">i</span> <span class="p">}</span> <span class="nb">close</span><span class="p">(</span><span class="nx">burstyRequests</span><span class="p">)</span> <span class="k">for</span> <span class="nx">req</span> <span class="o">:=</span> <span class="k">range</span> <span class="nx">burstyRequests</span> <span class="p">{</span> <span class="o"><-</span><span class="nx">burstyLimiter</span> <span class="nx">fmt</span><span class="p">.</span><span class="nx">Println</span><span class="p">(</span><span class="s">"request"</span><span class="p">,</span> <span class="nx">req</span><span class="p">,</span> <span class="nx">time</span><span class="p">.</span><span class="nx">Now</span><span class="p">())</span> <span class="p">}</span> <span class="p">}</span> </pre></div> </td> </tr> </table> <table> <tr> <td class="docs"> <p>Running our program we see the first batch of requests handled once every ~200 milliseconds as desired.</p> </td> <td class="code leading"> <div class="highlight"><pre><span class="gp">$</span> go run rate-limiting.go <span class="go">request 1 2012-10-19 00:38:18.687438 +0000 UTC</span> <span class="go">request 2 2012-10-19 00:38:18.887471 +0000 UTC</span> <span class="go">request 3 2012-10-19 00:38:19.087238 +0000 UTC</span> <span class="go">request 4 2012-10-19 00:38:19.287338 +0000 UTC</span> <span class="go">request 5 2012-10-19 00:38:19.487331 +0000 UTC</span> </pre></div> </td> </tr> <tr> <td class="docs"> <p>For the second batch of requests we serve the first 3 immediately because of the burstable rate limiting, then serve the remaining 2 with ~200ms delays each.</p> </td> <td class="code"> <div class="highlight"><pre><span class="go">request 1 2012-10-19 00:38:20.487578 +0000 UTC</span> <span class="go">request 2 2012-10-19 00:38:20.487645 +0000 UTC</span> <span class="go">request 3 2012-10-19 00:38:20.487676 +0000 UTC</span> <span class="go">request 4 2012-10-19 00:38:20.687483 +0000 UTC</span> <span class="go">request 5 2012-10-19 00:38:20.887542 +0000 UTC</span> </pre></div> </td> </tr> </table> <p class="next"> Next example: <a href="atomic-counters">Atomic Counters</a>. </p> <p class="footer"> by <a href="https://twitter.com/mmcgrana">@mmcgrana</a> | <a href="mailto:mmcgrana@gmail.com">feedback</a> | <a href="https://github.com/mmcgrana/gobyexample/blob/master/examples/rate-limiting">source</a> | <a href="https://github.com/mmcgrana/gobyexample#license">license</a> </p> </div> </body> </html>