• Stars
    star
    4,187
  • Rank 10,341 (Top 0.3 %)
  • Language
    TypeScript
  • License
    MIT License
  • Created over 2 years ago
  • Updated 7 months ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

A framework for finding JavaScript memory leaks and analyzing heap snapshots

MemLab

Licensed under the MIT License PR's Welcome npm version

memlab is an end-to-end testing and analysis framework for identifying JavaScript memory leaks and optimization opportunities.

Online Resources: [Website and Demo] | [Documentation] | [Meta Engineering Blog Post]

Features:

  • Browser memory leak detection - Write test scenarios with the Puppeteer API, and memlab will automatically compare JavaScript heap snapshots, filter out memory leaks, and aggregate the results
  • Object-oriented heap traversing API - Supports the creation of self-defined memory leak detector, and enables programmatic analysis JS heap snapshots taken from Chromium-based browsers, Node.js, Electron.js, and Hermes
  • Memory CLI toolbox - Built-in toolbox and APIs for finding memory optimization opportunities (not necessarily just memory leaks)
  • Memory assertions in Node.js - Enables unit tests or running node.js programs to take a heap snapshot of their own state, perform self memory checking, or write advanced memory assertions

CLI Usage

Install the CLI

npm install -g memlab

Find Memory Leaks

To find memory leaks in Google Maps, you can create a scenario file defining how to interact with the Google Maps, let's name it test-google-maps.js:

// initial page load url: Google Maps
function url() {
  return 'https://www.google.com/maps/@37.386427,-122.0428214,11z';
}

// action where we want to detect memory leaks: click the Hotels button
async function action(page) {
  // puppeteer page API
  await page.click('button[aria-label="Hotels"]');
}

// action where we want to go back to the step before: click clear search
async function back(page) {
  // puppeteer page API
  await page.click('[aria-label="Clear search"]');
}

module.exports = {action, back, url};

Now run memlab with the scenario file, memlab will interact with the web page and detect memory leaks with built-in leak detectors:

memlab run --scenario test-google-maps.js

memlab will print memory leak results showing one representative retainer trace for each cluster of leaked objects.

Retainer traces: This is the result from an example website, the retainer trace is an object reference chain from the GC root to a leaked object. The trace shows why and how a leaked object is still kept alive in memory. Breaking the reference chain means the leaked object will no longer be reachable from the GC root, and therefore can be garbage collected. By following the leak trace one step at a time, you will be able to find a reference that should be set to null (but it wasn't due to a bug).

MemLab found 46 leak(s)
--Similar leaks in this run: 4--
--Retained size of leaked objects: 8.3MB--
[Window] (native) @35847 [8.3MB]
  --20 (element)--->  [InternalNode] (native) @130981728 [8.3MB]
  --8 (element)--->  [InternalNode] (native) @130980288 [8.3MB]
  --1 (element)--->  [EventListener] (native) @131009888 [8.3MB]
  --1 (element)--->  [V8EventListener] (native) @224808192 [8.3MB]
  --1 (element)--->  [eventHandler] (closure) @168079 [8.3MB]
  --context (internal)--->  [<function scope>] (object) @181905 [8.3MB]
  --bigArray (variable)--->  [Array] (object) @182925 [8.3MB]
  --elements (internal)--->  [(object elements)] (array) @182929 [8.3MB]
...

To get readable trace, the web site under test needs to serve non-minified code (or at least minified code with readable variables, function name, and property names on objects).

Alternatively, you can debug the leak by loading the heap snapshot taken by memlab (saved in $(memlab get-default-work-dir)/data/cur) in Chrome DevTool and search for the leaked object ID (@182929).

View Retainer Trace Interactively

View memory issues detected by memlab based on a single JavaScript heap snapshot taken from Chromium, Hermes, memlab, or any node.js or Electron.js program:

memlab view-heap --snapshot <PATH TO .heapsnapshot FILE>

You can optionally specify a specific heap object with the object's id: --node-id @28173 to pinpoint a specific object.

heap-view

Self-defined leak detector: If you want to use a self-defined leak detector, add a leakFilter callback (doc) in the scenario file. leakFilter will be called for every unreleased heap object (node) allocated by the target interaction.

function leakFilter(node, heap) {
  // ... your leak detector logic
  // return true to mark the node as a memory leak
};

heap is the graph representation of the final JavaScript heap snapshot. For more details, view the doc site.

Heap Analysis and Investigation

View which object keeps growing in size during interaction in the previous run:

memlab analyze unbound-object

Analyze pre-fetched V8/hermes .heapsnapshot files:

memlab analyze unbound-object --snapshot-dir <DIR_OF_SNAPSHOT_FILES>

Use memlab analyze to view all built-in memory analyses. For extension, view the doc site.

View retainer trace of a particular object:

memlab trace --node-id <HEAP_OBJECT_ID>

Use memlab help to view all CLI commands.

APIs

Use the memlab npm package to start a E2E run in browser and detect memory leaks.

const memlab = require('memlab');

const scenario = {
    // initial page load url
    url: () => 'https://www.google.com/maps/@37.386427,-122.0428214,11z',

    // action where we want to detect memory leaks
    action: async (page) => await page.click('button[aria-label="Hotels"]'),

    // action where we want to go back to the step before
    back: async (page) => await page.click('[aria-label="Clear search"]'),
}
memlab.run({scenario});

Memory Assertions

memlab makes it possible to enable a unit test or running node.js program to take a heap snapshot of its own state, and write advanced memory assertions:

// save as example.test.ts
import type {IHeapSnapshot, Nullable} from '@memlab/core';
import {config, takeNodeMinimalHeap} from '@memlab/core';

class TestObject {
  public arr1 = [1, 2, 3];
  public arr2 = ['1', '2', '3'];
}

test('memory test with heap assertion', async () => {
  config.muteConsole = true; // no console output

  let obj: Nullable<TestObject> = new TestObject();
  // get a heap snapshot of the current program state
  let heap: IHeapSnapshot = await takeNodeMinimalHeap();

  // call some function that may add references to obj
  rabbitHole(obj)

  expect(heap.hasObjectWithClassName('TestObject')).toBe(true);
  obj = null;

  heap = await takeNodeMinimalHeap();
  // if rabbitHole does not have any side effect that
  // adds new references to obj, then obj can be GCed
  expect(heap.hasObjectWithClassName('TestObject')).toBe(false);

}, 30000);

For other APIs check out the API documentation.

Development

Use node version 16 or above. To build on Windows, please use Git Bash.

First build the project as follows:

npm install
npm run build

Then keep this helper script running to ensure that local changes are picked up and compiled automatically during development:

npm run dev

NOTE: To run the memlab cli locally, make sure to prefix the memlab command with npx from within the memlab repo e.g. npx memlab

Run tests:

npm run test

License

memlab is MIT licensed, as found in the LICENSE file.

Contributing

Check our contributing guide to learn about how to contribute to the project.

Code of Conduct

Check our Code Of Conduct to learn more about our contributor standards and expectations.

More Repositories

1

react

The library for web and native user interfaces.
JavaScript
227,971
star
2

react-native

A framework for building native applications using React
C++
118,682
star
3

create-react-app

Set up a modern web app by running one command.
JavaScript
101,913
star
4

docusaurus

Easy to maintain open source documentation websites.
TypeScript
56,059
star
5

jest

Delightful JavaScript Testing.
TypeScript
41,554
star
6

rocksdb

A library that provides an embeddable, persistent key-value store for fast storage.
C++
28,328
star
7

folly

An open-source C++ library developed and used at Facebook.
C++
27,122
star
8

zstd

Zstandard - Fast real-time compression algorithm
C
22,448
star
9

flow

Adds static typing to JavaScript to improve developer productivity and code quality.
OCaml
22,068
star
10

lexical

Lexical is an extensible text editor framework that provides excellent reliability, accessibility and performance.
TypeScript
19,616
star
11

relay

Relay is a JavaScript framework for building data-driven React applications.
Rust
18,191
star
12

hhvm

A virtual machine for executing programs written in Hack.
Hack
18,048
star
13

prophet

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
Python
17,943
star
14

fresco

An Android library for managing images and the memory they use.
Java
17,041
star
15

yoga

Yoga is an embeddable layout engine targeting web standards.
C++
16,928
star
16

infer

A static analyzer for Java, C, C++, and Objective-C
OCaml
14,715
star
17

flipper

A desktop debugging platform for mobile developers.
TypeScript
13,221
star
18

watchman

Watches files and records, or triggers actions, when they change.
C++
12,294
star
19

react-devtools

An extension that allows inspection of React component hierarchy in the Chrome and Firefox Developer Tools.
11,030
star
20

hermes

A JavaScript engine optimized for running React Native.
C++
9,388
star
21

jscodeshift

A JavaScript codemod toolkit.
JavaScript
9,270
star
22

chisel

Chisel is a collection of LLDB commands to assist debugging iOS apps.
Python
9,090
star
23

buck

A fast build system that encourages the creation of small, reusable modules over a variety of platforms and languages.
Java
8,568
star
24

stylex

StyleX is the styling system for ambitious user interfaces.
JavaScript
8,333
star
25

proxygen

A collection of C++ HTTP libraries including an easy to use HTTP server.
C++
8,026
star
26

facebook-ios-sdk

Used to integrate the Facebook Platform with your iOS & tvOS apps.
Swift
7,720
star
27

litho

A declarative framework for building efficient UIs on Android.
Java
7,646
star
28

pyre-check

Performant type-checking for python.
OCaml
6,696
star
29

facebook-android-sdk

Used to integrate Android apps with Facebook Platform.
Kotlin
6,066
star
30

redex

A bytecode optimizer for Android apps
C++
5,991
star
31

sapling

A Scalable, User-Friendly Source Control System.
Rust
5,815
star
32

componentkit

A React-inspired view framework for iOS.
Objective-C++
5,746
star
33

fishhook

A library that enables dynamically rebinding symbols in Mach-O binaries running on iOS.
C
5,117
star
34

PathPicker

PathPicker accepts a wide range of input -- output from git commands, grep results, searches -- pretty much anything. After parsing the input, PathPicker presents you with a nice UI to select which files you're interested in. After that you can open them in your favorite editor or execute arbitrary commands.
Python
5,075
star
35

metro

🚇 The JavaScript bundler for React Native
JavaScript
5,061
star
36

prop-types

Runtime type checking for React props and similar objects
JavaScript
4,446
star
37

idb

idb is a flexible command line interface for automating iOS simulators and devices
Objective-C
4,431
star
38

Haxl

A Haskell library that simplifies access to remote data, such as databases or web-based services.
Haskell
4,227
star
39

FBRetainCycleDetector

iOS library to help detecting retain cycles in runtime.
Objective-C++
4,190
star
40

duckling

Language, engine, and tooling for expressing, testing, and evaluating composable language rules on input strings.
Haskell
4,021
star
41

fbt

A JavaScript Internationalization Framework
JavaScript
3,849
star
42

regenerator

Source transformer enabling ECMAScript 6 generator functions in JavaScript-of-today.
JavaScript
3,817
star
43

buck2

Build system, successor to Buck
Rust
3,307
star
44

mcrouter

Mcrouter is a memcached protocol router for scaling memcached deployments.
C++
3,222
star
45

wangle

Wangle is a framework providing a set of common client/server abstractions for building services in a consistent, modular, and composable way.
C++
3,030
star
46

react-strict-dom

React Strict DOM (RSD) is a subset of React DOM, imperative DOM, and CSS that supports web and native targets
JavaScript
2,922
star
47

wdt

Warp speed Data Transfer (WDT) is an embeddedable library (and command line tool) aiming to transfer data between 2 systems as fast as possible over multiple TCP paths.
C++
2,836
star
48

igl

Intermediate Graphics Library (IGL) is a cross-platform library that commands the GPU. It provides a single low-level cross-platform interface on top of various graphics APIs (e.g. OpenGL, Metal and Vulkan).
C++
2,719
star
49

fbthrift

Facebook's branch of Apache Thrift, including a new C++ server.
C++
2,535
star
50

mysql-5.6

Facebook's branch of the Oracle MySQL database. This includes MyRocks.
C++
2,446
star
51

Ax

Adaptive Experimentation Platform
Python
2,272
star
52

fbjs

A collection of utility libraries used by other Meta JS projects.
JavaScript
1,953
star
53

jsx

The JSX specification is a XML-like syntax extension to ECMAScript.
HTML
1,945
star
54

react-native-website

The React Native website and docs
JavaScript
1,899
star
55

screenshot-tests-for-android

Generate fast deterministic screenshots during Android instrumentation tests
Java
1,733
star
56

idx

Library for accessing arbitrarily nested, possibly nullable properties on a JavaScript object.
JavaScript
1,686
star
57

TextLayoutBuilder

An Android library that allows you to build text layouts more easily.
Java
1,470
star
58

mvfst

An implementation of the QUIC transport protocol.
C++
1,433
star
59

SoLoader

Native code loader for Android
Java
1,300
star
60

facebook-python-business-sdk

Python SDK for Meta Marketing APIs
Python
1,240
star
61

ThreatExchange

Trust & Safety tools for working together to fight digital harms.
C++
1,170
star
62

CacheLib

Pluggable in-process caching engine to build and scale high performance services
C++
1,097
star
63

mariana-trench

A security focused static analysis tool for Android and Java applications.
C++
1,041
star
64

fatal

Fatal is a library for fast prototyping software in modern C++. It provides facilities to enhance the expressive power of C++. The library is heavily based on template meta-programming, while keeping the complexity under-the-hood.
C++
1,000
star
65

transform360

Transform360 is an equirectangular to cubemap transform for 360 video.
C
996
star
66

openr

Distributed platform for building autonomic network functions.
C++
883
star
67

fboss

Facebook Open Switching System Software for controlling network switches.
C++
851
star
68

ktfmt

A program that reformats Kotlin source code to comply with the common community standard for Kotlin code conventions.
Kotlin
818
star
69

facebook-php-business-sdk

PHP SDK for Meta Marketing API
PHP
810
star
70

winterfell

A STARK prover and verifier for arbitrary computations
Rust
728
star
71

pyre2

Python wrapper for RE2
C++
631
star
72

starlark-rust

A Rust implementation of the Starlark language
Rust
623
star
73

openbmc

OpenBMC is an open software framework to build a complete Linux image for a Board Management Controller (BMC).
C
615
star
74

SPARTA

SPARTA is a library of software components specially designed for building high-performance static analyzers based on the theory of Abstract Interpretation.
C++
609
star
75

time

Meta's Time libraries
Go
570
star
76

chef-cookbooks

Open source chef cookbooks.
Ruby
565
star
77

IT-CPE

Meta's Client Platform Engineering tools. Some of the tools we have written to help manage our fleet of client systems.
Ruby
554
star
78

dotslash

Simplified executable deployment
Rust
523
star
79

Rapid

The OpenStreetMap editor driven by open data, AI, and supercharged features
JavaScript
515
star
80

lexical-ios

Lexical iOS is an extensible text editor framework that integrates the APIs and philosophies from Lexical Web with a Swift API built on top of TextKit.
Swift
477
star
81

facebook-sdk-for-unity

The facebook sdk for unity.
C#
474
star
82

facebook-nodejs-business-sdk

Node.js SDK for Meta Marketing APIs
JavaScript
469
star
83

FAI-PEP

Facebook AI Performance Evaluation Platform
Python
384
star
84

facebook-java-business-sdk

Java SDK for Meta Marketing APIs
Java
379
star
85

chef-utils

Utilities related to Chef
Ruby
290
star
86

opaque-ke

An implementation of the OPAQUE password-authenticated key exchange protocol
Rust
275
star
87

dns

Collection of Meta's DNS Libraries
Go
257
star
88

facebook360_dep

Facebook360 Depth Estimation Pipeline - https://facebook.github.io/facebook360_dep
HTML
241
star
89

akd

An implementation of an auditable key directory
Rust
219
star
90

tac_plus

A Tacacs+ Daemon tested on Linux (CentOS) to run AAA via TACACS+ Protocol via IPv4 and IPv6.
C
207
star
91

facebook-ruby-business-sdk

Ruby SDK for Meta Marketing API
Ruby
204
star
92

usort

Safe, minimal import sorting for Python projects.
Python
171
star
93

grocery-delivery

The Grocery Delivery utility for managing cookbook uploads to distributed Chef backends.
Ruby
153
star
94

taste-tester

Software to manage a chef-zero instance and use it to test changes on production servers.
Ruby
146
star
95

TestSlide

A Python test framework
Python
143
star
96

sapp

Post Processor for Facebook Static Analysis Tools.
Python
127
star
97

homebrew-fb

OS X Homebrew formulas to install Meta open source software
Ruby
124
star
98

threat-research

Welcome to the Meta Threat Research Indicator Repository, a dedicated resource for the sharing of Indicators of Compromise (IOCs) and other threat indicators with the external research community
Python
124
star
99

ocamlrep

Sets of libraries and tools to write applications and libraries mixing OCaml and Rust. These libraries will help keeping your types and data structures synchronized, and enable seamless exchange between OCaml and Rust
Rust
121
star
100

squangle

SQuangLe is a C++ API for accessing MySQL servers
C++
121
star