/iso-bench

Small benchmark library focused on avoiding optimization/deoptimization pollution between tests by isolating them.

Primary LanguageTypeScript

iso-bench

iso-bench is a small benchmark library focused on avoiding optimization/deoptimization pollution between tests by isolating them.

  1. Motivation
  2. Pollution examples
  3. Installation
  4. Usage
  5. Documentation
    1. Processor

1. Motivation

I've always used benchmark.js for my benchmark tests, but I noticed that changing the tests order also changed the performance outcome. They were getting polluted between them somehow. V8 optimizations/deoptimizations maybe? I decided to take advantage of forking to do tests in completely separated processes with their own V8 instances, memory and so on, to avoid present and future optimization/deoptimization pollution.

All single threaded benchmark libraries, like benny or benchmark.js suffer this problem, so you may had this pollution on your tests and you didn't even notice, just thinking that one test was faster than the other. This happened to me, and when I noticed the problem it was too late and I had to refactor some PacoPack code ☹️

2. Pollution examples

Running this test on benchmark.js will return different outcomes. Note how method and method_again run the very same exact code:

const Benchmark = require("benchmark");
const functions = {
    method: function(buf:Buffer) {
        return buf.readUint8(0);
    },
    direct: function(buf:Buffer) {
        return buf[0];
    },
    method_again: function(buf:Buffer) {
        return buf.readUint8(0);
    }
};
const buffers = new Array(1000).fill(0).map(() => {
    const buf = Buffer.allocUnsafe(1);
    buf[0] = Math.floor(Math.random() * 0xFF);
    return buf;
});
const suite = new Benchmark.Suite();
for (const [type, fn] of Object.entries(functions)) {
    suite.add(`${type}`, () => {
        for (let i = 0; i < buffers.length; i++) {
            fn(buffers[i]);
        }
    });
}
suite.on("cycle", event => {
    console.log(String(event.target));
}).run({
    async: true
});

Which yields the next results:

method       x 314,830 ops/sec
direct       x 300,522 ops/sec
method_again x 187,985 ops/sec // SLOWER THAN "method"?? IS THE SAME CODE!!

And if I run the direct test first, it is even worse:

direct       x 1,601,246 ops/sec // 5 TIMES FASTER THAN BEFORE??
method       x 183,015 ops/sec // This test already got deoptimized
method_again x 183,956 ops/sec

On iso-bench this is not possible, as every test will run in a completely different process. No matter the order, the outcome will be equally stable. This is the very same test on iso-bench:

import { IsoBench } from "..";
const bench = new IsoBench();
const functions = {
  method: function(buf:Buffer) {
      return buf.readUint8(0);
  },
  direct: function(buf:Buffer) {
      return buf[0];
  },
  method_again: function(buf:Buffer) {
      return buf.readUint8(0);
  }
};
const buffers = new Array(1000).fill(0).map(() => {
  const buf = Buffer.allocUnsafe(1);
  buf[0] = Math.floor(Math.random() * 0xFF);
  return buf;
});
for (const [type, fn] of Object.entries(functions)) {
  bench.add(`${type}`, () => {
      for (let i = 0; i < buffers.length; i++) {
          fn(buffers[i]);
      }
  });
}
bench.consoleLog().run();

Which yields these results with zero pollution:

method       - 1.714.953 op/s.
direct       - 1.712.045 op/s.
method_again - 1.699.022 op/s.

3. Installation

npm install iso-bench

4. Usage

Example code:

import { IsoBench } from "iso-bench";

const bench = new IsoBench("My bench");
bench.add("indexOf", () => {
    "thisisastring".indexOf("a") > -1;
})
.add("RegExp", () => {
    /a/.test("thisisastring");
})
.consoleLog()
.run();

5. Documentation

new IsoBench(name?:string, options?:IsoBenchOptions);

Creates a new IsoBench instance to benchmark your code.

  • name: The name of this IsoBench instance. Defaults to IsoBench.
  • options: Object:
    • parallel: The amount of parallel tests to run. Defaults to 1.
    • time: The minimum time (in milliseconds) to invest on each test. The library will automatically increase the amount of cycles to reach a minimum of ms between tests to take samples. Defaults to 100.
    • samples: Amount of samples to get. Will launch a new process each 10% samples. Defaults to 50 so will launch a new process each 5 samples.

bench.add(name:string, test:()=>void):this;

Adds new test.

  • name: The name of this test.
  • test: The test function to run. Returns the IsoBench instance, to concatenate new tests easily.

bench.add<T>(name:string, test:(setupReturn:T)=>void, setup:()=>T):this;

Adds new test with an isolated setup callback.

  • name: The name of this test.
  • test: The test function to run.
  • setup: The setup function to run before the test. If you are very concerned about the pollution between tests when preparing data that only one test needs, you can use the setup callback to return the data that will be provided to the test callback as the first argument. The other tests will not run this setup callback in their isolated processes.

Example:

bench.add("object.result", (obj) => {
  // Test callback receiving the obj from the setup callback
  object.result = object.result + 1;
}, () => {
  // Setup callback
  let objResult = 0;
  return Object.defineProperties({}, {
      result: {
        get: () => objResult,
        set: (res) => objResult = res
      }
  });
})

bench.endGroup(name:string):this;

Groups the tests added up to this point. The result comparator will be done only between tests in the same group. Example:

import { IsoBench } from "iso-bench";

const bench = new IsoBench("My bench");
bench.add("indexOf", () => {
    "thisisastring".indexOf("a") > -1;
})
.add("RegExp", () => {
    /a/.test("thisisastring");
})
.endGroup("small string") // First group
.add("indexOf", () => {
    "thisisastring thisisastring".indexOf("a") > -1;
})
.add("RegExp", () => {
    /a/.test("thisisastring thisisastring");
})
.endGroup("big string") // Second group
.consoleLog()
.run();

bench.consoleLog():this;

Adds a built-in Processor that outputs the result in the console. Returns the IsoBench instance.


bench.streamLog(streamCallback:() => Stream.Writable):this;

Adds a built-in Processor that outputs the result in a writable stream, like a file or a socket. The writable stream should be returned inside the callback function so it will be only called in the main process. Returns the IsoBench instance.


bench.addProcessor(processorCallback:() => Processor):this;

Adds a custom Processor that must implement the Processor interface. The callback should return a Processor instance so it will be only called in the main process. Returns the IsoBench instance.


bench.run():Promise<void>;

Start running the tests. Returns a Promise that will resolve when all the tests are completed.

i. Processor

Processors will receive the benchmark events to process them. They must implement the Processor interface:

export interface Processor {
    initialize?(bench:IsoBench, tests:Test[]):void;
    start?(test:Test):void;
    sample?(test:Test, sample:Sample):void;
    end?(test:Test):void;
    completed?(tests:Tests[]):void;
}

Processor methods:

initialize(bench:IsoBench, tests:Test[]):void;

Will be called when the benchmark starts. Receives the IsoBench instance and a test array of the tests that are going to be run, for initialization purposes. Optional.


start(test:Test):void;

Will be called when a Test starts to run. Optional.


sample(test:Test, sample:Sample):void;

Will be called when a new Sample is added to a Test. Optional.


end(test:Test):void;

Will be called when a Test has collected enough samples and can calculate the final result, or when a test fails (check for the test.error property). Optional.


completed(tests:Tests[]):void;

Will be called when the benchmark is completed. Receives an array with all the tests (including the errored ones). Optional.


Custom Processor example:

import { Processor, Test } from "iso-bench";
class MyProcessor implements Processor {
    end(test:Test) {
        console.log(test);
    }
    completed(tests:Tests[]) {
        console.log(tests);
    }
}