Webgl, Webcl and Beyond!
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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 . -
Webcl for Hardware-Accelerated Web Applications
WebCL for Hardware-Accelerated Web Applications Won Jeon, Tasneem Brutch, and Simon Gibbs What is WebCL? • WebCL is a JavaScript binding to OpenCL. • WebCL enables significant acceleration of compute-intensive web applications. • WebCL currently being standardized by Khronos. 2 tizen.org Contents • Introduction – Motivation and goals – OpenCL • WebCL – Demos – Programming WebCL – Samsung’s Prototype: implementation & performance • Standardization – Khronos WebCL Working Group – WebCL robustness and security – Standardization status • Conclusion – Summary and Resources 3 tizen.org Motivation • New mobile apps with high compute demands: – augmented reality – video processing – computational photography – 3D games 4 tizen.org Motivation… • GPU offers improved FLOPS and FLOPS/watt as compared to CPU. FLOPS/ GPU watt CPU year 5 tizen.org Motivation… • Web-centric platforms 6 tizen.org OpenCL: Overview • Features – C-based cross-platform programming interface – Kernels: subset of ISO C99 with language extensions – Run-time or build-time compilation of kernels – Well-defined numerical accuracy (IEEE 754 rounding with specified maximum error) – Rich set of built-in functions: cross, dot, sin, cos, pow, log … 7 tizen.org OpenCL: Platform Model • A host is connected to one or more OpenCL devices • OpenCL device – A collection of one or more compute units (~ cores) – A compute unit is composed of one or more processing elements (~ threads) – Processing elements execute code as SIMD or SPMD 8 tizen.org OpenCL: Execution Model • Kernel – Basic unit -
Redalyc.NEW WEB TECHNOLOGIES for ASTRONOMY
Revista Mexicana de Astronomía y Astrofísica ISSN: 0185-1101 [email protected] Instituto de Astronomía México Sprimont, P-G.; Ricci, D.; Nicastro, L. NEW WEB TECHNOLOGIES FOR ASTRONOMY Revista Mexicana de Astronomía y Astrofísica, vol. 45, 2014, pp. 75-78 Instituto de Astronomía Distrito Federal, México Available in: http://www.redalyc.org/articulo.oa?id=57132995026 How to cite Complete issue Scientific Information System More information about this article Network of Scientific Journals from Latin America, the Caribbean, Spain and Portugal Journal's homepage in redalyc.org Non-profit academic project, developed under the open access initiative RevMexAA (Serie de Conferencias) , 45 , 75–78 (2014) NEW WEB TECHNOLOGIES FOR ASTRONOMY P-G. Sprimont, 1 D. Ricci, 2 and L. Nicastro 1 RESUMEN Gracias a las nuevas capacidades de HTML5, y las grandes mejoras del lenguaje JavaScript es posible disen˜ar interfaces web muy complejas e interactivas. Adem´as, los servidores que eran una vez monol´ıticos y orientados a servir archivos, est´an evolucionando a aplicaciones de servidor f´acilmente programables, capaces de lidiar con interacciones complejas gracias a la nueva generaci´onde navegadores. Nosotros creemos que la comunidad de astr´onomos profesionales y aficionados entera puede beneficiarse del potencial de estas nuevas tecnolog´ıas. Nuevas interfaces web pueden ser disen˜adas para proveer al usuario con herramientas mucho m´as intuitivas e interactivas. Acceder a archivos de datos astron´omicos, controlar y monitorear observatorios y en particu- lar telescopios rob´oticos, supervisar pipelines de reducci´on de datos, son todas capacidades que pueden ser imp lementadas en una aplicaci´on web JavaScript. -
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 ...................................................................................................... -
Webcl™ Kernel Validator Request for Quotations
WebCL™ Kernel Validator Request for Quotations Notice ALL KHRONOS SPECIFICATIONS AND OTHER DOCUMENTS (TOGETHER AND SEPARATELY, “MATERIALS”) ARE BEING PROVIDED “AS IS.” KHRONOS MAKES NO WARRANTIES, EXPRESSED, IMPLIED, STATUTORY OR OTHERWISE WITH RESPECT TO THE MATERIALS, AND EXPRESSLY DISCLAIMS ALL IMPLIED WARRANTIES OF NONINFRINGEMENT, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. Information furnished is believed to be accurate and reliable. However, Khronos assumes no responsibility for the consequences of use of such information or for any infringement of patents or other rights of third parties that may result from its use. No license is granted by implication or otherwise under any patent or patent rights of Khronos. Specifications mentioned in this publication are subject to change without notice. This publication supersedes and replaces all information previously supplied. Trademarks Khronos, WebCL and WebGL, and associated logos are trademarks or registered trademarks of Khronos Group Inc. OpenCL is a trademark of Apple Inc. and used under license by Khronos. All other product names, trademarks, and/or company names are used solely for identification and belong to their respective owners. Copyright © 2013 The Khronos Group All rights reserved. WebCL RFQ Page 1 of 9 1. Background The WebCL™ API is designed with security as a primary requirement. The Validator is a security tool to enforce compliance of WebCL™ kernels with the defined WebCL™ language restrictions, and prevent out of bounds memory accesses. The WebCL™ kernel Validator will enforce out of bounds memory protections and perform syntactic validation of WebCL™ kernels. 2. Requirements The project will deliver the design, implementation and documentation for a Validator for WebCL™ kernels. -
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. -
Brief Contents
brief contents PART 1 INTRODUCTION . ..........................................................1 1 ■ HTML5: from documents to applications 3 PART 2 BROWSER-BASED APPS ..................................................35 2 ■ Form creation: input widgets, data binding, and data validation 37 3 ■ File editing and management: rich formatting, file storage, drag and drop 71 4 ■ Messaging: communicating to and from scripts in HTML5 101 5 ■ Mobile applications: client storage and offline execution 131 PART 3 INTERACTIVE GRAPHICS, MEDIA, AND GAMING ............163 6 ■ 2D Canvas: low-level, 2D graphics rendering 165 7 ■ SVG: responsive in-browser graphics 199 8 ■ Video and audio: playing media in the browser 237 9 ■ WebGL: 3D application development 267 iii contents foreword xi preface xiii acknowledgments xv about this book xvii PART 1 INTRODUCTION. ...............................................1 HTML5: from documents to applications 3 1 1.1 Exploring the markup: a whirlwind tour of HTML5 4 Creating the basic structure of an HTML5 document 5 Using the new semantic elements 6 ■ Enhancing accessibility using ARIA roles 9 ■ Enabling support in Internet Explorer versions 6 to 8 10 ■ Introducing HTML5’s new form features 11 ■ Progress bars, meters, and collapsible content 13 1.2 Beyond the markup: additional web standards 15 Microdata 16 ■ CSS3 18 ■ JavaScript and the DOM 19 1.3 The HTML5 DOM APIs 20 Canvas 21 ■ Audio and video 21 ■ Drag and drop 22 Cross-document messaging, server-sent events, and WebSockets 23 v vi CONTENTS Document editing 25 -
Pingmei Xu World Wide Web
Web Programming Pingmei Xu World Wide Web • Wikipedia definition: a system of interlinked hypertext documents accessed via the Internet. image from http://www.syslog.cl.cam.ac.uk/ Web ≠ Internet World Wide Web: a collection Internet: a physical network of interlinked multimedia connecting millions of documents that are stored on computers using the same the Internet and accessed using protocols for sharing/ a common protocol (HTTP) transmitting information (TCP/IP) Web Programming user types in a url browser sends requests to server browser parses the returned server runs PHP, MySQL etc. response and displays then responds to browser with the output to the user HTML, CSS and JavaScript Web Programming Static • Web Document (HTML, CSS) Dynamic • Client-side programming (JavaScript …) can download program with Web page, execute on client machine • Server-side programming (PHP, CGI, Perl …) can store and execute program on Web server, link from Web page HTML What is HTML? HyperText Markup Language (HTML) is the core language of nearly all Web content. .html format HTML code webpage HTML: The Document Tree This hierarchical structure is called the DOM: the Document Object Model. head body HTML: Elements Elements: the basic building blocks which defne the semantic meaning of their content. "<p>" element indicates a paragraph the "<img>" element indicates an image HTML: Tags <h1>: opening tag <h1>: closing tag empty elements like <img> doesn’t need closing tag HTML: Attributes Atributes usually consist of 2 parts: An atribute name: e.g. width An atribute value: e.g. 200 HTML: <img> Tag The <img> tag defnes an image in an HTML page. -
Mitigating Javascript's Overhead with Webassembly
Samuli Ylenius Mitigating JavaScript’s overhead with WebAssembly Faculty of Information Technology and Communication Sciences M. Sc. thesis March 2020 ABSTRACT Samuli Ylenius: Mitigating JavaScript’s overhead with WebAssembly M. Sc. thesis Tampere University Master’s Degree Programme in Software Development March 2020 The web and web development have evolved considerably during its short history. As a result, complex applications aren’t limited to desktop applications anymore, but many of them have found themselves in the web. While JavaScript can meet the requirements of most web applications, its performance has been deemed to be inconsistent in applications that require top performance. There have been multiple attempts to bring native speed to the web, and the most recent promising one has been the open standard, WebAssembly. In this thesis, the target was to examine WebAssembly, its design, features, background, relationship with JavaScript, and evaluate the current status of Web- Assembly, and its future. Furthermore, to evaluate the overhead differences between JavaScript and WebAssembly, a Game of Life sample application was implemented in three splits, fully in JavaScript, mix of JavaScript and WebAssembly, and fully in WebAssembly. This allowed to not only compare the performance differences between JavaScript and WebAssembly but also evaluate the performance differences between different implementation splits. Based on the results, WebAssembly came ahead of JavaScript especially in terms of pure execution times, although, similar benefits were gained from asm.js, a predecessor to WebAssembly. However, WebAssembly outperformed asm.js in size and load times. In addition, there was minimal additional benefit from doing a WebAssembly-only implementation, as just porting bottleneck functions from JavaScript to WebAssembly had similar performance benefits. -
Neil Trevett Vice President Mobile Ecosystem, NVIDIA President, Khronos Group
Neil Trevett Vice President Mobile Ecosystem, NVIDIA President, Khronos Group © Copyright Khronos Group 2014 - Page 1 Khronos Connects Software to Silicon Open Consortium creating ROYALTY-FREE, OPEN STANDARD APIs for hardware acceleration Defining the roadmap for low-level silicon interfaces needed on every platform Graphics, compute, rich media, vision, sensor and camera processing Rigorous specifications AND conformance tests for cross- vendor portability Acceleration APIs BY the Industry FOR the Industry Well over a BILLION people use Khronos APIs Every Day… © Copyright Khronos Group 2014 - Page 2 Khronos Standards 3D Asset Handling - 3D authoring asset interchange - 3D asset transmission format with compression Visual Computing - 3D Graphics - Heterogeneous Parallel Computing Over 100 companies defining royalty-free APIs to connect software to silicon Acceleration in HTML5 - 3D in browser – no Plug-in - Heterogeneous computing for JavaScript Sensor Processing - Vision Acceleration - Camera Control - Sensor Fusion © Copyright Khronos Group 2014 - Page 3 3D Needs a Transmission Format! • Compression and streaming of 3D assets becoming essential - Mobile and connected devices need access to increasingly large asset databases • 3D is the last media type to define a compressed format - 3D is more complex – diverse asset types and use cases • Needs to be royalty-free - Avoid an ‘internet video codec war’ scenario • Eventually enable hardware implementations of successful codecs - High-performance and low power – but pragmatic adoption strategy