Building a Complete Language in the Browser
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Differential Fuzzing the Webassembly
Master’s Programme in Security and Cloud Computing Differential Fuzzing the WebAssembly Master’s Thesis Gilang Mentari Hamidy MASTER’S THESIS Aalto University - EURECOM MASTER’STHESIS 2020 Differential Fuzzing the WebAssembly Fuzzing Différentiel le WebAssembly Gilang Mentari Hamidy This thesis is a public document and does not contain any confidential information. Cette thèse est un document public et ne contient aucun information confidentielle. Thesis submitted in partial fulfillment of the requirements for the degree of Master of Science in Technology. Antibes, 27 July 2020 Supervisor: Prof. Davide Balzarotti, EURECOM Co-Supervisor: Prof. Jan-Erik Ekberg, Aalto University Copyright © 2020 Gilang Mentari Hamidy Aalto University - School of Science EURECOM Master’s Programme in Security and Cloud Computing Abstract Author Gilang Mentari Hamidy Title Differential Fuzzing the WebAssembly School School of Science Degree programme Master of Science Major Security and Cloud Computing (SECCLO) Code SCI3084 Supervisor Prof. Davide Balzarotti, EURECOM Prof. Jan-Erik Ekberg, Aalto University Level Master’s thesis Date 27 July 2020 Pages 133 Language English Abstract WebAssembly, colloquially known as Wasm, is a specification for an intermediate representation that is suitable for the web environment, particularly in the client-side. It provides a machine abstraction and hardware-agnostic instruction sets, where a high-level programming language can target the compilation to the Wasm instead of specific hardware architecture. The JavaScript engine implements the Wasm specification and recompiles the Wasm instruction to the target machine instruction where the program is executed. Technically, Wasm is similar to a popular virtual machine bytecode, such as Java Virtual Machine (JVM) or Microsoft Intermediate Language (MSIL). -
Interaction Between Web Browsers and Script Engines
IT 12 058 Examensarbete 45 hp November 2012 Interaction between web browsers and script engines Xiaoyu Zhuang Institutionen för informationsteknologi Department of Information Technology Abstract Interaction between web browser and the script engine Xiaoyu Zhuang Teknisk- naturvetenskaplig fakultet UTH-enheten Web browser plays an important part of internet experience and JavaScript is the most popular programming language as a client side script to build an active and Besöksadress: advance end user experience. The script engine which executes JavaScript needs to Ångströmlaboratoriet Lägerhyddsvägen 1 interact with web browser to get access to its DOM elements and other host objects. Hus 4, Plan 0 Browser from host side needs to initialize the script engine and dispatch script source code to the engine side. Postadress: This thesis studies the interaction between the script engine and its host browser. Box 536 751 21 Uppsala The shell where the engine address to make calls towards outside is called hosting layer. This report mainly discussed what operations could appear in this layer and Telefon: designed testing cases to validate if the browser is robust and reliable regarding 018 – 471 30 03 hosting operations. Telefax: 018 – 471 30 00 Hemsida: http://www.teknat.uu.se/student Handledare: Elena Boris Ämnesgranskare: Justin Pearson Examinator: Lisa Kaati IT 12 058 Tryckt av: Reprocentralen ITC Contents 1. Introduction................................................................................................................................ -
Emscripten: an LLVM to Javascript Compiler
Emscripten: An LLVM to JavaScript Compiler Alon Zakai Mozilla What? Why? Compiling to JavaScript ● The web is everywhere – PCs to iPads – No plugins, no installation required – Built on standards ● The web runs JavaScript Existing Compilers to JavaScript ● Google Web Toolkit: Java (Gmail, etc.) ● CoffeeScript ● Pyjamas: Python ● SCM2JS: Scheme ● JSIL: .NET bytecode ● (and many more) ● But C and C++ are missing! Emscripten ● Enables compiling C and C++ into JavaScript ● Written in JavaScript ● Open source http://emscripten.org https://github.com/kripken/emscripten Demos! ● Bullet ● SQLite ● Python, Ruby, Lua ● Real-world code – Large, complex codebases ● Manual ports exist – Typically partial and not up to date The Big Picture C or C++ LLVM Bitcode JavaScript Low Level Virtual Machine (LLVM) ● A compiler project (cf. GCC) ● Intermediate Representation: LLVM bitcode – Very well documented – Great tools ● Much easier to compile LLVM bitcode than compile C or C++ directly! How? Code Comparison #include <stdio.h> int main() { printf(“hello, world!\n”); return 0; } Code Comparison @.str = private unnamed_addr constant [15 x i8] c"hello, world!\0A\00", align 1 define i32 @main() { entry: %retval = alloca i32, align 4 call i32 (i8*, ...)* @printf(i8* getelementptr inbounds ([15 x i8]* @.str, i32 0, i32 0)) store i32 0, i32* %retval ret i32 %retval } Code Comparison define i32 @main() { function _main() { entry: %retval = alloca i32, var _retval; align 4 call i32 (i8*, ...)* _printf (..); @printf (..) store i32 0, i32* _retval = 0; %retval ret -
Machine Learning in the Browser
Machine Learning in the Browser The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters Citable link http://nrs.harvard.edu/urn-3:HUL.InstRepos:38811507 Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available under the terms and conditions applicable to Other Posted Material, as set forth at http:// nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of- use#LAA Machine Learning in the Browser a thesis presented by Tomas Reimers to The Department of Computer Science in partial fulfillment of the requirements for the degree of Bachelor of Arts in the subject of Computer Science Harvard University Cambridge, Massachusetts March 2017 Contents 1 Introduction 3 1.1 Background . .3 1.2 Motivation . .4 1.2.1 Privacy . .4 1.2.2 Unavailable Server . .4 1.2.3 Simple, Self-Contained Demos . .5 1.3 Challenges . .5 1.3.1 Performance . .5 1.3.2 Poor Generality . .7 1.3.3 Manual Implementation in JavaScript . .7 2 The TensorFlow Architecture 7 2.1 TensorFlow's API . .7 2.2 TensorFlow's Implementation . .9 2.3 Portability . .9 3 Compiling TensorFlow into JavaScript 10 3.1 Motivation to Compile . 10 3.2 Background on Emscripten . 10 3.2.1 Build Process . 12 3.2.2 Dependencies . 12 3.2.3 Bitness Assumptions . 13 3.2.4 Concurrency Model . 13 3.3 Experiences . 14 4 Results 15 4.1 Benchmarks . 15 4.2 Library Size . 16 4.3 WebAssembly . 17 5 Developer Experience 17 5.1 Universal Graph Runner . -
Javascript API Deprecation in the Wild: a First Assessment
JavaScript API Deprecation in the Wild: A First Assessment Romulo Nascimento, Aline Brito, Andre Hora, Eduardo Figueiredo Department of Computer Science Federal University of Minas Gerais, Brazil romulonascimento, alinebrito, andrehora,figueiredo @dcc.ufmg.br { } Abstract—Building an application using third-party libraries of our knowledge, there are no detailed studies regarding API is a common practice in software development. As any other deprecation in the JavaScript ecosystem. software system, code libraries and their APIs evolve over JavaScript has become extremely popular over the last years. time. In order to help version migration and ensure backward According to the Stack Overflow 2019 Developer Survey1, compatibility, a recommended practice during development is to deprecate API. Although studies have been conducted to JavaScript is the most popular programming language in this investigate deprecation in some programming languages, such as platform for the seventh consecutive year. GitHub also reports Java and C#, there are no detailed studies on API deprecation that JavaScript is the most popular language in terms of unique in the JavaScript ecosystem. This paper provides an initial contributors to both public and private repositories2. The npm assessment of API deprecation in JavaScript by analyzing 50 platform, the largest JavaScript package manager, states on popular software projects. Initial results suggest that the use of 3 deprecation mechanisms in JavaScript packages is low. However, their latest survey that 99% of JavaScript developers rely on wefindfive different ways that developers use to deprecate API npm to ease the management of their project dependencies. in the studied projects. Among these solutions, deprecation utility This survey also points out the massive growth in npm usage (i.e., any sort of function specially written to aid deprecation) and that started about 5 years ago. -
Coffeescript Accelerated Javascript Development.Pdf
Download from Wow! eBook <www.wowebook.com> What readers are saying about CoffeeScript: Accelerated JavaScript Development It’s hard to imagine a new web application today that doesn’t make heavy use of JavaScript, but if you’re used to something like Ruby, it feels like a significant step down to deal with JavaScript, more of a chore than a joy. Enter CoffeeScript: a pre-compiler that removes all the unnecessary verbosity of JavaScript and simply makes it a pleasure to write and read. Go, go, Coffee! This book is a great introduction to the world of CoffeeScript. ➤ David Heinemeier Hansson Creator, Rails Just like CoffeeScript itself, Trevor gets straight to the point and shows you the benefits of CoffeeScript and how to write concise, clear CoffeeScript code. ➤ Scott Leberknight Chief Architect, Near Infinity Though CoffeeScript is a new language, you can already find it almost everywhere. This book will show you just how powerful and fun CoffeeScript can be. ➤ Stan Angeloff Managing Director, PSP WebTech Bulgaria Download from Wow! eBook <www.wowebook.com> This book helps readers become better JavaScripters in the process of learning CoffeeScript. What’s more, it’s a blast to read, especially if you are new to Coffee- Script and ready to learn. ➤ Brendan Eich Creator, JavaScript CoffeeScript may turn out to be one of the great innovations in web application development; since I first discovered it, I’ve never had to write a line of pure JavaScript. I hope the readers of this wonderful book will be able to say the same. ➤ Dr. Nic Williams CEO/Founder, Mocra CoffeeScript: Accelerated JavaScript Development is an excellent guide to Coffee- Script from one of the community’s most esteemed members. -
Chapter 1: Introduction to the Pencil Code Environment
Chapter 1: Introduction to the Pencil Code Environment In this manual we will show how to use Pencil Code to explore programming. Pencil Code is a free programming tool available at pencilcode.net. Pencil Code was developed by Google engineer David Bau together with his son Anthony Bau, with open-source contributions from many others. Two Ways of Looking at a Program There are two ways of viewing a program. A computer user sees a program by looking at its output. A programmer works with a program’s source code. In Pencil Code, the screen is split into two halves, with the source code on the left and the output on the right. You run programs by by pressing the “play” button in the middle. The Pencil Code interface splits the screen, showing source code on the left and output on the right. The play button in the center runs the code and produces output. Languages and Libraries in Pencil Code Pencil Code supports code in both blocks and text using mainstream web programming languages and useful libraries including: • HTML, the standard HyperText Markup Language for the web. • JavaScript, the standard programming language of web browsers. • CSS, the standard Cascading Style Sheet language for visual styles on the web. • jQuery, a popular library that simplifies programming interactive websites. • CoffeeScript, a language that lets you do more with less typing than JavaScript. • jQuery-turtle, which extends jQuery to simplify graphics and animation for novices. With Pencil Code, students can use these technologies to create web applications with global visibility and impact while exploring fundamental concepts in computational thinking. -
Coffeescript Accelerated Javascript Development, Second Edition
Extracted from: CoffeeScript Accelerated JavaScript Development, Second Edition This PDF file contains pages extracted from CoffeeScript, published by the Prag- matic Bookshelf. For more information or to purchase a paperback or PDF copy, please visit http://www.pragprog.com. Note: This extract contains some colored text (particularly in code listing). This is available only in online versions of the books. The printed versions are black and white. Pagination might vary between the online and printed versions; the content is otherwise identical. Copyright © 2015 The Pragmatic Programmers, LLC. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form, or by any means, electronic, mechanical, photocopying, recording, or otherwise, without the prior consent of the publisher. The Pragmatic Bookshelf Dallas, Texas • Raleigh, North Carolina CoffeeScript Accelerated JavaScript Development, Second Edition Trevor Burnham The Pragmatic Bookshelf Dallas, Texas • Raleigh, North Carolina Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book, and The Pragmatic Programmers, LLC was aware of a trademark claim, the designations have been printed in initial capital letters or in all capitals. The Pragmatic Starter Kit, The Pragmatic Programmer, Pragmatic Programming, Pragmatic Bookshelf, PragProg and the linking g device are trade- marks of The Pragmatic Programmers, LLC. Every precaution was taken in the preparation of this book. However, the publisher assumes no responsibility for errors or omissions, or for damages that may result from the use of information (including program listings) contained herein. Our Pragmatic courses, workshops, and other products can help you and your team create better software and have more fun. -
Webassembly a New World of Native Exploits on the Web Agenda
WebAssembly A New World Of Native Exploits On The Web Agenda • Introduction • The WebAssembly Platform • Emscripten • Possible Exploit Scenarios • Conclusion Wasm: What is it good for? ● Archive.org web emulators ● Image/processing ● Video Games ● 3D Modeling ● Cryptography Libraries ● Desktop Application Ports Wasm: Crazy Incoming ● Browsix, jslinux ● Runtime.js (Node), Nebulet ● Cervus ● eWASM Java Applet Joke Slide ● Sandboxed ● Virtual Machine, runs its own instruction set ● Runs in your browser ● Write once, run anywhere ● In the future, will be embedded in other targets What Is WebAssembly? ● A relatively small set of low-level instructions ○ Instructions are executed by browsers ● Native code can be compiled into WebAssembly ○ Allows web developers to take their native C/C++ code to the browser ■ Or Rust, or Go, or anything else that can compile to Wasm ○ Improved Performance Over JavaScript ● Already widely supported in the latest versions of all major browsers ○ Not limited to running in browsers, Wasm could be anywhere Wasm: A Stack Machine Text Format Example Linear Memory Model Subtitle Function Pointers Wasm in the Browser ● Wasm doesn’t have access to memory, DOM, etc. ● Wasm functions can be exported to be callable from JS ● JS functions can be imported into Wasm ● Wasm’s linear memory is a JS resizable ArrayBuffer ● Memory can be shared across instances of Wasm ● Tables are accessible via JS, or can be shared to other instances of Wasm Demo: Wasm in a nutshell Emscripten ● Emscripten is an SDK that compiles C/C++ into .wasm binaries ● LLVM/Clang derivative ● Includes built-in C libraries, etc. ● Also produces JS and HTML code to allow easy integration into a site. -
Learning Javascript Design Patterns
Learning JavaScript Design Patterns Addy Osmani Beijing • Cambridge • Farnham • Köln • Sebastopol • Tokyo Learning JavaScript Design Patterns by Addy Osmani Copyright © 2012 Addy Osmani. All rights reserved. Revision History for the : 2012-05-01 Early release revision 1 See http://oreilly.com/catalog/errata.csp?isbn=9781449331818 for release details. ISBN: 978-1-449-33181-8 1335906805 Table of Contents Preface ..................................................................... ix 1. Introduction ........................................................... 1 2. What is a Pattern? ...................................................... 3 We already use patterns everyday 4 3. 'Pattern'-ity Testing, Proto-Patterns & The Rule Of Three ...................... 7 4. The Structure Of A Design Pattern ......................................... 9 5. Writing Design Patterns ................................................. 11 6. Anti-Patterns ......................................................... 13 7. Categories Of Design Pattern ............................................ 15 Creational Design Patterns 15 Structural Design Patterns 16 Behavioral Design Patterns 16 8. Design Pattern Categorization ........................................... 17 A brief note on classes 17 9. JavaScript Design Patterns .............................................. 21 The Creational Pattern 22 The Constructor Pattern 23 Basic Constructors 23 Constructors With Prototypes 24 The Singleton Pattern 24 The Module Pattern 27 iii Modules 27 Object Literals 27 The Module Pattern -
Javascript to Webassembly Cross Compiler Studienarbeit
JavaScript to WebAssembly Cross Compiler Studienarbeit Abteilung Informatik Hochschule für Technik Rapperswil Herbstsemester 2018 Autoren: Matteo Kamm, Mike Marti Betreuer: Prof. Dr. Luc Bläser Projektpartner: Institute for Networked Solutions Inhaltsverzeichnis 1 Abstract 3 2 Einführung 4 2.1 Ausgangslage . .4 2.2 Übersicht . .5 2.2.1 Beispiel . .6 2.3 Struktur des Berichts . .7 3 Language Set 8 3.1 Grundsatz des Subsets . .8 3.2 Typen . .9 3.3 Unterstützte Sprachkonstrukte . .9 4 Cross Compilation 11 4.1 Typinferenz . 11 4.2 Template-Based Code Generation . 11 4.2.1 Unäre Operatoren . 12 4.2.2 Binäre Operationen . 12 4.2.3 Expression Statements . 13 4.2.4 Arrayzugriffe . 13 4.3 Control Flow . 15 4.3.1 Block Statement . 15 4.3.2 Branching . 15 4.3.3 While-Loop . 17 4.3.4 For-Loop . 19 4.4 Variablen-Allokation . 19 4.5 Funktionsaufrufe . 20 5 Laufzeitunterstützung 21 5.1 Prüfen der Funktionssignatur . 21 5.2 Kopieren der Array Parameter . 21 5.3 Konvertieren des zurückgegebenen Resultats . 21 5.4 Out Parameter . 21 5.5 Speicher . 22 5.5.1 Import . 22 5.5.2 Export . 22 6 Auswertung 23 6.1 Testfälle . 23 6.2 Setup . 23 6.3 Resultate . 24 6.3.1 Speedup . 24 6.3.2 Varianz . 26 6.3.3 Vergleich zu C++ . 27 6.3.4 Webpack Development Modus . 28 6.4 Fazit . 28 7 Schlussfolgerung 29 7.1 Ausblick . 29 1 Anhang 30 A Erläuterung Language Set 30 A.1 Typen . 30 A.2 Numerische Erweiterung . 30 A.3 Abweichungen der binären Operatoren zu JavaScript . -
Hi, My Name Is Chad Ausen, Technical Director at IMVU, and Today We're Go
Hi, my name is Chad Aus0n, technical director at IMVU, and today we’re going to talk about a library we’ve developed for connec0ng C++ and JavaScript with Emscripten. 1 2 IMVU is an online social plaorm where you can sign up, dress up an avatar, and meet people from all around the world. We offer other ac0vi0es such as games as well. 3 The content in our world is created by our customers, and to our knowledge, we have the largest catalog of 3D virtual goods on the Internet. 4 We currently offer a downloadable applicaon for Windows and Mac. Windows and Mac are great plaorms, but in recent years, other plaorms have grown to prominence. We’d like our content available everywhere: mobile plaorms, desktop, server-side renderers, and even the web browser! For almost all plaorms, it’s obvious that C++ is a great choice for the core engine. However, our big ques0on was, what about the web browser? In 2011, I benchmarked an upcoming tool called Emscripten and was quite impressed. 5 Emscripten works very well in prac0ce, so the implicaon is that C++ is the portable, high-performance language EVERYWHERE. 6 Here is our Emscripten applicaon running in Firefox. UI is HTML and CSS. Chat over WebSockets, graphics in WebGL. 7 asm.js is the subset of JavaScript that can be stacally compiled into machine code. More informaon at h`p://asmjs.org/ 8 The C heap is stored in an ArrayBuffer in JavaScript. One con0guous blob of memory. This memory is indexed by eight different typed array views that alias each other.