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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). -
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 . -
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 -
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]. -
Document Object Model
Document Object Model CITS3403: Agile Web Development Semester 1, 2021 Introduction • We’ve seen JavaScript core – provides a general scripting language – but why is it so useful for the web? • Client-side JavaScript adds collection of objects, methods and properties that allow scripts to interact with HTML documents dynamic documents client-side programming • This is done by bindings to the Document Object Model (DOM) – “The Document Object Model is a platform- and language-neutral interface that will allow programs and scripts to dynamically access and update the content, structure and style of documents.” – “The document can be further processed and the results of that processing can be incorporated back into the presented page.” • DOM specifications describe an abstract model of a document – API between HTML document and program – Interfaces describe methods and properties – Different languages will bind the interfaces to specific implementations – Data are represented as properties and operations as methods • https://www.w3schools.com/js/js_htmldom.asp The DOM Tree • DOM API describes a tree structure – reflects the hierarchy in the XTML document – example... <html xmlns = "http://www.w3.org/1999/xhtml"> <head> <title> A simple document </title> </head> <body> <table> <tr> <th>Breakfast</th> <td>0</td> <td>1</td> </tr> <tr> <th>Lunch</th> <td>1</td> <td>0</td> </tr> </table> </body> </html> Execution Environment • The DOM tree also includes nodes for the execution environment in a browser • Window object represents the window displaying a document – All properties are visible to all scripts – Global variables are properties of the Window object • Document object represents the HTML document displayed – Accessed through document property of Window – Property arrays for forms, links, images, anchors, … • The Browser Object Model is sometimes used to refer to bindings to the browser, not specific to the current page (document) being rendered. -
Amazon Silk Developer Guide Amazon Silk Developer Guide
Amazon Silk Developer Guide Amazon Silk Developer Guide Amazon Silk: Developer Guide Copyright © 2015 Amazon Web Services, Inc. and/or its affiliates. All rights reserved. The following are trademarks of Amazon Web Services, Inc.: Amazon, Amazon Web Services Design, AWS, Amazon CloudFront, AWS CloudTrail, AWS CodeDeploy, Amazon Cognito, Amazon DevPay, DynamoDB, ElastiCache, Amazon EC2, Amazon Elastic Compute Cloud, Amazon Glacier, Amazon Kinesis, Kindle, Kindle Fire, AWS Marketplace Design, Mechanical Turk, Amazon Redshift, Amazon Route 53, Amazon S3, Amazon VPC, and Amazon WorkDocs. In addition, Amazon.com graphics, logos, page headers, button icons, scripts, and service names are trademarks, or trade dress of Amazon in the U.S. and/or other countries. Amazon©s trademarks and trade dress may not be used in connection with any product or service that is not Amazon©s, in any manner that is likely to cause confusion among customers, or in any manner that disparages or discredits Amazon. All other trademarks not owned by Amazon are the property of their respective owners, who may or may not be affiliated with, connected to, or sponsored by Amazon. AWS documentation posted on the Alpha server is for internal testing and review purposes only. It is not intended for external customers. Amazon Silk Developer Guide Table of Contents What Is Amazon Silk? .................................................................................................................... 1 Split Browser Architecture ...................................................................................................... -
Webgl, Webcl and Beyond!
WebGL, WebCL and Beyond! Neil Trevett VP Mobile Content, NVIDIA President, Khronos Group © Copyright Khronos Group, 2011 - Page 1 Two WebGL-focused Sessions Today • Industry ecosystem and standards for 3D and compute - What is 3D anyway – jungle survival primer - Khronos and open standard acceleration APIs for native apps - The evolution of pervasive 3D on mobile platforms - WebGL and WebCL as part of HTML5 - Web apps and use cases beyond games – augmented reality • Hands-On with WebGL - Steve Baker - Intific WebGL Reference Cards at end of session! © Copyright Khronos Group, 2011 - Page 2 What is Real-time 3D Graphics? © Copyright Khronos Group, 2011 - Page 3 3D Pipeline Basics • The art of “faking” realistic looking scenes or objects using heuristic techniques learned over the years • The objects making up a scene are held in a database • Surfaces of objects are broken down into a grid of polygons • The vertices of the polygons are located in 3D coordinate space - x,y,z • Each vertex has a “material” – color and reflective properties • Vertices are positioned in 3D space – matrix math zooms and rotates y x2,y2,z2 x1,y1,z1 z x3,y3,z3 x © Copyright Khronos Group, 2011 - Page 4 3D Pipeline Basics – Pixel Shading • Project each polygon onto the screen Interpolate colors - Determine which pixels are affected between vertices • Smooth Shading Lighting - Run lighting equation at each vertex equation each - Compute vertex color depending vertex on how lights interact with surface angles and properties - Interpolate colors between the vertices -
View the Index
INDEX Symbol public, 248, 258 !! (JavaScript), 47, 53 runtime, 248, 255, 257 super, 263 A AssemblyScript loader, 247, 248, accumulator machine, 221 251–256, 260–266 accumulator register, 220 __allocString, 255 ActionScript Virtual Machine 2 demangle, 264 (AVM2), 9 __getString, 255 Advanced RISC Machine (ARM), 9 __newString, 255 alert (JavaScript), 232, 245 async (JavaScript), 24 allocates memory, 189 ATmega328, 117 __allocString (AssemblyScript AVM2 (ActionScript Virtual loader), 255 Machine 2), 9 AND mask, 80, 106 anyfunc (WAT), 59–60 B ArrayBuffer (JavaScript), 116 base address, 126 asc, 248, 255, 257, 261, 262, 263, 267 base index, 130 --exportRuntime, 255 benchmark (benchmark.js), 216 -h, 248 mean, 217 --importMemory, 252 run, 217 -o, 257, 258 sort, 217 -O, 248 suite, 217 -Oz, 249 suite.add, 217 --sourceMap, 248 suite.on, 217 ASCII, 88, 103, 106, 108, 112, 251 biased exponent, 75 Assembly language, 6 big-endian, 84, 93 AssemblyScript, 3, 6, 197, 198, 247–268 BigInt, 25, 73 class, 262, 263, 266 binary, 70, 101, 110, 147, 148, 151, 152, declare, 250 154, 155 export, 249 Binaryen, 197, 213 f64, 257 Binaryen optimizer, 208 function, 249 bit flipping, 73, 83 garbage collection, 248 bit manipulation, 71, 79 i32, 249 bit masking, 80 installing, 248 bit rotation, 80 private, 247, 248, 258, 259, 261, bit shifting, 79 262, 267 bitwise AND, 80, 212 protected, 248, 258 bitwise OR, 82 block (HTML), 145 r0, 221 block (WAT), 37, 38, 39, 50 StackCheck, 221 body (HTML), 145, 146, 149, 150 Star, 221 Bottom-Up (Chrome profiler), 192 TestLessThan, 221 -
Latest Consensus Test Suite Releases • Implementing Feature Requests from the Community (Truffle, Remix, Others), E.G
EthereumJS Documentation Release 0.1 EthereumJS Team Nov 05, 2020 Contents: 1 Introduction 3 1.1 Overview.................................................3 1.2 Focus and related Projects........................................3 1.3 Team and Contact............................................4 1.4 Ongoing Work Tasks...........................................4 2 Contributing 7 2.1 Where to Contribute...........................................7 2.2 How to Start...............................................8 3 Technical Reference 9 3.1 Development...............................................9 3.2 Distribution................................................ 10 3.3 Git Workflow............................................... 11 3.4 Code Quality............................................... 13 3.5 Security.................................................. 14 3.6 Shared Library Resources........................................ 14 4 Roadmap 17 4.1 Active Projects.............................................. 17 4.2 Considered Projects........................................... 18 4.3 Finished Projects............................................. 19 4.4 Stalled Projects.............................................. 20 4.5 Canceled Projects............................................ 20 5 Code of Conduct 21 6 Indices and tables 23 i ii EthereumJS Documentation, Release 0.1 This guide aims to be a both comprehensive and lightweight guide to the EthereumJS ecosystem. It is meant to serve as an internal reference, give guidance for new contributors -
Basics of HTML Canvas
13/02/2017 Basics of HTML Canvas Material taken from http://www.w3schools.com CSCU9B2 CSCU9B2 1 We are going to cover • What HTML canvas is, and what it can do • Most commonly used canvas methods • Example of a simple animated application CSCU9B2 2 1 13/02/2017 What is Canvas? Canvas is a medium for oil painting, typically stretched across a wooden frame. What is HTML Canvas? • HTML canvas is about drawing graphics • There is a set of JavaScript methods (APIs) for drawing graphics (lines, boxes, circles, shapes). • HTML canvas is a rectangular area on a web page, specified with the <canvas> element. • The HTML <canvas> element (introduced in HTML5) is a container for HTML graphics. CSCU9B2 4 2 13/02/2017 What can HTML canvas do? • Draw colorful text • Draw graphical shapes • Can be animated. Everything is possible: from simple bouncing balls to complex animations • Can be interactive and respond to events • Offer lots of possibilities for HTML gaming applications CSCU9B2 5 Examples http://www.effectgames.com/demos/canvascycle/ http://hakim.se/experiments/html5/blob/03/ http://bomomo.com/ http://hakim.se/experiments/html5/magnetic/02/ http://worldsbiggestpacman.com/ CSCU9B2 6 3 13/02/2017 Canvas element Looks like this: <canvas id="myCanvas" width="200" height="100"></canvas> • Must have an id attribute so it can be referred to by JavaScript; • The width and height attribute is necessary to define the size of the canvas. CSCU9B2 7 Drawing on the Canvas All drawing on the HTML canvas must be done with JavaScript in three steps: 1. Find the canvas element 2. -
Webgl: the Standard, the Practice and the Opportunity Web3d Conference August 2012
WebGL: The Standard, the Practice and the Opportunity Web3D Conference August 2012 © Copyright Khronos Group 2012 | Page 1 Agenda and Speakers • 3D on the Web and the Khronos Ecosystem - Neil Trevett, NVIDIA and Khronos Group President • Hands On With WebGL - Ken Russell, Google and WebGL Working Group Chair © Copyright Khronos Group 2012 | Page 2 Khronos Connects Software to Silicon • Khronos APIs define processor acceleration capabilities - Graphics, video, audio, compute, vision and sensor processing APIs developed today define the functionality of platforms and devices tomorrow © Copyright Khronos Group 2012 | Page 3 APIs BY the Industry FOR the Industry • Khronos standards have strong industry momentum - 100s of man years invested by industry leading experts - Shipping on billions of devices and multiple operating systems • Khronos is OPEN for any company to join and participate - Standards are truly open – one company, one vote - Solid legal and Intellectual Property framework for industry cooperation - Khronos membership fees to cover expenses • Khronos APIs define core device acceleration functionality - Low-level “Foundation” functionality needed on every platform - Rigorous conformance tests for cross-vendor consistency • They are FREE - Members agree to not request royalties Silicon Software © Copyright Khronos Group 2012 | Page 4 Apple Over 100 members – any company worldwide is welcome to join Board of Promoters © Copyright Khronos Group 2012 | Page 5 API Standards Evolution WEB INTEROP, VISION MOBILE AND SENSORS DESKTOP OpenVL New API technology first evolves on high- Mobile is the new platform for Apps embrace mobility’s end platforms apps innovation. Mobile unique strengths and need Diverse platforms – mobile, TV, APIs unlock hardware and complex, interoperating APIs embedded – mean HTML5 will conserve battery life with rich sensory inputs become increasingly important e.g.