Bringing the Web up to Speed with Webassembly
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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................................................................................................................................ -
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. -
HTML5 and the Open Web Platform
HTML5 and the Open Web Platform Stuttgart 28 May 2013 Dave Raggett <[email protected]> The Open Web Platform What is the W3C? ● International community where Members, a full-time staff and the public collaborate to develop Web standards ● Led by Web inventor Tim Berners-Lee and CEO Jeff Jaffe ● Hosted by MIT, ERCIM, Keio and Beihang ● Community Groups open to all at no fee ● Business Groups get more staff support ● Technical Working Groups ● Develop specs into W3C Recommendations ● Participants from W3C Members and invited experts ● W3C Patent process for royalty free specifications 3 Who's involved ● W3C has 377 Members as of 11 May 2013 ● To name just a few ● ACCESS, Adobe, Akamai, Apple, Baidu, BBC, Blackberry (RIM), BT, Canon, Deutsche Telekom, eBay, Facebook, France Telecom, Fujitsu, Google, Hitachi, HP, Huawei, IBM, Intel, LG, Microsoft, Mozilla, NASA, NEC, NTT DoCoMo, Nuance, Opera Software, Oracle, Panasonic, Samsung, Siemens, Sony, Telefonica, Tencent, Vodafone, Yandex, … ● Full list at ● http://www.w3.org/Consortium/Member/List 4 The Open Web Platform 5 Open Web Platform ● Communicate with HTTP, Web Sockets, XML and JSON ● Markup with HTML5 ● Style sheets with CSS ● Rich graphics ● JPEG, PNG, GIF ● Canvas and SVG ● Audio and Video ● Scripting with JavaScript ● Expanding range of APIs ● Designed for the World's languages ● Accessibility with support for assistive technology 6 Hosted and Packaged Apps ● Hosted Web apps can be directly loaded from a website ● Packaged Web apps can be locally installed on a device and run without the need for access to a web server ● Zipped file containing all the necessary resources ● Manifest file with app meta-data – Old work on XML based manifests (Web Widgets) – New work on JSON based manifests ● http://w3c.github.io/manifest/ ● Pointer to app's cache manifest ● List of required features and permissions needed to run correctly ● Runtime and security model for web apps ● Privileged apps must be signed by installation origin's private key 7 HTML5 Markup ● Extensive range of features ● Structural, e.g. -
Platform Independent Web Application Modeling and Development with Netsilon Pierre-Alain Muller, Philippe Studer, Frédéric Fondement, Jean Bézivin
Platform independent Web application modeling and development with Netsilon Pierre-Alain Muller, Philippe Studer, Frédéric Fondement, Jean Bézivin To cite this version: Pierre-Alain Muller, Philippe Studer, Frédéric Fondement, Jean Bézivin. Platform independent Web application modeling and development with Netsilon. Software and Systems Modeling, Springer Ver- lag, 2005, 4 (4), pp.424-442. 10.1007/s10270-005-0091-4. inria-00120216 HAL Id: inria-00120216 https://hal.inria.fr/inria-00120216 Submitted on 21 Feb 2007 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. Platform Independent Web Application Modeling and Development with Netsilon PIERRE-ALAIN MULLER INRIA Rennes Campus de Beaulieu, Avenue du Général Leclerc, 35042 Rennes, France pa.muller@ uha.fr PHILIPPE STUDER ESSAIM/MIPS, Université de Haute-Alsace, 12 rue des Frères Lumière, 68093 Mulhouse, France ph.studer@ uha.fr FREDERIC FONDEMENT EPFL / IC / UP-LGL, INJ œ Station 14, CH-1015 Lausanne EPFL, Switzerland frederic.fondement@ epfl.ch JEAN BEZIVIN ATLAS Group, INRIA & LINA, Université de Nantes, 2, rue de la Houssinière, BP 92208, 44322 Nantes, France jean.bezivin@ lina.univ-nantes.fr Abstract. This paper discusses platform independent Web application modeling and development in the context of model-driven engineering. -
Netscape 6.2.3 Software for Solaris Operating Environment
What’s New in Netscape 6.2 Netscape 6.2 builds on the successful release of Netscape 6.1 and allows you to do more online with power, efficiency and safety. New is this release are: Support for the latest operating systems ¨ BETTER INTEGRATION WITH WINDOWS XP q Netscape 6.2 is now only one click away within the Windows XP Start menu if you choose Netscape as your default browser and mail applications. Also, you can view the number of incoming email messages you have from your Windows XP login screen. ¨ FULL SUPPORT FOR MACINTOSH OS X Other enhancements Netscape 6.2 offers a more seamless experience between Netscape Mail and other applications on the Windows platform. For example, you can now easily send documents from within Microsoft Word, Excel or Power Point without leaving that application. Simply choose File, “Send To” to invoke the Netscape Mail client to send the document. What follows is a more comprehensive list of the enhancements delivered in Netscape 6.1 CONFIDENTIAL UNTIL AUGUST 8, 2001 Netscape 6.1 Highlights PR Contact: Catherine Corre – (650) 937-4046 CONFIDENTIAL UNTIL AUGUST 8, 2001 Netscape Communications Corporation ("Netscape") and its licensors retain all ownership rights to this document (the "Document"). Use of the Document is governed by applicable copyright law. Netscape may revise this Document from time to time without notice. THIS DOCUMENT IS PROVIDED "AS IS" WITHOUT WARRANTY OF ANY KIND. IN NO EVENT SHALL NETSCAPE BE LIABLE FOR INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES OF ANY KIND ARISING FROM ANY ERROR IN THIS DOCUMENT, INCLUDING WITHOUT LIMITATION ANY LOSS OR INTERRUPTION OF BUSINESS, PROFITS, USE OR DATA. -
Seamless Offloading of Web App Computations from Mobile Device to Edge Clouds Via HTML5 Web Worker Migration
Seamless Offloading of Web App Computations From Mobile Device to Edge Clouds via HTML5 Web Worker Migration Hyuk Jin Jeong Seoul National University SoCC 2019 Virtual Machine & Optimization Laboratory Department of Electrical and Computer Engineering Seoul National University Computation Offloading Mobile clients have limited hardware resources Require computation offloading to servers E.g., cloud gaming or cloud ML services for mobile Traditional cloud servers are located far from clients Suffer from high latency 60~70 ms (RTT from our lab to the closest Google Cloud DC) Latency<50 ms is preferred for time-critical games Cloud data center End device [Kjetil Raaen, NIK 2014] 2 Virtual Machine & Optimization Laboratory Edge Cloud Edge servers are located at the edge of the network Provide ultra low (~a few ms) latency Central Clouds Mobile WiFi APs Small cells Edge Device Cloud Clouds What if a user moves? 3 Virtual Machine & Optimization Laboratory A Major Issue: User Mobility How to seamlessly provide a service when a user moves to a different server? Resume the service at the new server What if execution state (e.g., game data) remains on the previous server? This is a challenging problem Edge computing community has struggled to solve it • VM Handoff [Ha et al. SEC’ 17], Container Migration [Lele Ma et al. SEC’ 17], Serverless Edge Computing [Claudio Cicconetti et al. PerCom’ 19] We propose a new approach for web apps based on app migration techniques 4 Virtual Machine & Optimization Laboratory Outline Motivation Proposed system WebAssembly -
Automated Testing Clinic Follow-Up: Capybara-Webkit Vs. Poltergeist/Phantomjs | Engineering in Focus
Automated Testing Clinic follow-up: capybara-webkit vs. polter... https://behindthefandoor.wordpress.com/2014/03/02/automated-... Engineering in Focus the Fandor engineering blog Automated Testing Clinic follow-up: capybara-webkit vs. poltergeist/PhantomJS with 2 comments In my presentation at the February Automated Testing SF meetup I (Dave Schweisguth) noted some problems with Fandor’s testing setup and that we were working to fix them. Here’s an update on our progress. The root cause of several of our problems was that some of the almost 100 @javascript scenarios in our Cucumber test suite weren’t running reliably. They failed occasionally regardless of environment, they failed more on slower CPUs (e.g. MacBook Pros only a couple of years old), when they failed they sometimes hung forever, and when we killed them they left behind webkit-server processes (we were using the capybara-webkit driver) which, if not cleaned up, would poison subsequent runs. Although we’ve gotten pretty good at fixing flaky Cucumber scenarios, we’d been stumped on this little handful. We gave up, tagged them @non_ci and excluded them from our build. But they were important scenarios, so we had to run them manually before deploying. (We weren’t going to just not run them: some of those scenarios tested our subscription process, and we would be fools to deploy a build that for all we knew wouldn’t allow new users to subscribe to Fandor!) That made our release process slower and more error-prone. It occurred to me that I could patch the patch and change our deployment process to require that the @non_ci scenarios had been run (by adding a git tag when those scenarios were run and checking for it when deploying), but before I could put that in to play a new problem appeared. -
Casperjs Documentation Release 1.1.0-DEV Nicolas Perriault
CasperJs Documentation Release 1.1.0-DEV Nicolas Perriault February 04, 2016 Contents 1 Installation 3 1.1 Prerequisites...............................................3 1.2 Installing from Homebrew (OSX)....................................3 1.3 Installing from npm...........................................4 1.4 Installing from git............................................4 1.5 Installing from an archive........................................4 1.6 CasperJS on Windows..........................................5 1.7 Known Bugs & Limitations.......................................5 2 Quickstart 7 2.1 A minimal scraping script........................................7 2.2 Now let’s scrape Google!........................................8 2.3 CoffeeScript version...........................................9 2.4 A minimal testing script......................................... 10 3 Using the command line 11 3.1 casperjs native options.......................................... 12 3.2 Raw parameter values.......................................... 13 4 Selectors 15 4.1 CSS3................................................... 15 4.2 XPath................................................... 16 5 Testing 17 5.1 Unit testing................................................ 17 5.2 Browser tests............................................... 18 5.3 Setting Casper options in the test environment............................. 19 5.4 Advanced techniques........................................... 20 5.5 Test command args and options.................................... -
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. -
Superoptimization of Webassembly Bytecode
Superoptimization of WebAssembly Bytecode Javier Cabrera Arteaga Shrinish Donde Jian Gu Orestis Floros [email protected] [email protected] [email protected] [email protected] Lucas Satabin Benoit Baudry Martin Monperrus [email protected] [email protected] [email protected] ABSTRACT 2 BACKGROUND Motivated by the fast adoption of WebAssembly, we propose the 2.1 WebAssembly first functional pipeline to support the superoptimization of Web- WebAssembly is a binary instruction format for a stack-based vir- Assembly bytecode. Our pipeline works over LLVM and Souper. tual machine [17]. As described in the WebAssembly Core Specifica- We evaluate our superoptimization pipeline with 12 programs from tion [7], WebAssembly is a portable, low-level code format designed the Rosetta code project. Our pipeline improves the code section for efficient execution and compact representation. WebAssembly size of 8 out of 12 programs. We discuss the challenges faced in has been first announced publicly in 2015. Since 2017, it has been superoptimization of WebAssembly with two case studies. implemented by four major web browsers (Chrome, Edge, Firefox, and Safari). A paper by Haas et al. [11] formalizes the language and 1 INTRODUCTION its type system, and explains the design rationale. The main goal of WebAssembly is to enable high performance After HTML, CSS, and JavaScript, WebAssembly (WASM) has be- applications on the web. WebAssembly can run as a standalone VM come the fourth standard language for web development [7]. This or in other environments such as Arduino [10]. It is independent new language has been designed to be fast, platform-independent, of any specific hardware or languages and can be compiled for and experiments have shown that WebAssembly can have an over- modern architectures or devices, from a wide variety of high-level head as low as 10% compared to native code [11].