Webgl and Webcl Beijing, March 2012
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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. -
Webgl™ Optimizations for Mobile
WebGL™ Optimizations for Mobile Lorenzo Dal Col Senior Software Engineer, ARM 1 Agenda 1. Introduction to WebGL™ on mobile . Rendering Pipeline . Locate the bottleneck 2. Performance analysis and debugging tools for WebGL . Generic optimization tips 3. PlayCanvas experience . WebGL Inspector 4. Use case: PlayCanvas Swooop . ARM® DS-5 Streamline . ARM Mali™ Graphics Debugger 5. Q & A 2 Bring the Power of OpenGL® ES to Mobile Browsers What is WebGL™? Why WebGL? . A cross-platform, royalty free web . It brings plug-in free 3D to the web, standard implemented right into the browser. Low-level 3D graphics API . Major browser vendors are members of . Based on OpenGL® ES 2.0 the WebGL Working Group: . A shader based API using GLSL . Apple (Safari® browser) . Mozilla (Firefox® browser) (OpenGL Shading Language) . Google (Chrome™ browser) . Opera (Opera™ browser) . Some concessions made to JavaScript™ (memory management) 3 Introduction to WebGL™ . How does it fit in a web browser? . You use JavaScript™ to control it. Your JavaScript is embedded in HTML5 and uses its Canvas element to draw on. What do you need to start creating graphics? . Obtain WebGLrenderingContext object for a given HTMLCanvasElement. It creates a drawing buffer into which the API calls are rendered. For example: var canvas = document.getElementById('canvas1'); var gl = canvas.getContext('webgl'); canvas.width = newWidth; canvas.height = newHeight; gl.viewport(0, 0, canvas.width, canvas.height); 4 WebGL™ Stack What is happening when a WebGL page is loaded . User enters URL . HTTP stack requests the HTML page Browser . Additional requests will be necessary to get Space User JavaScript™ code and other resources WebKit JavaScript Engine . -
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 -
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. -
Framework for Developing Offline HTML5 Applications
MASARYK UNIVERSITY FACULTY}w¡¢£¤¥¦§¨ OF I !"#$%&'()+,-./012345<yA|NFORMATICS Framework for Developing Offline HTML5 Applications DIPLOMA THESIS Petr Kunc Brno, 2013 Declaration Hereby I declare, that this paper is my original authorial work, which I have worked out by my own. All sources, references and literature used or excerpted during elaboration of this work are properly cited and listed in complete reference to the due source. Advisor: doc. RNDr. Tomás Pitner, PhD. ii Acknowledgement Above all, I would like to thank my advisor doc. RNDr. Tomáš Pitner, PhD. for leading not only this diploma thesis but also for leading me during my studies. I would also like to thank my colleagues in Laboratory of Software Architectures and Information Systems, especially Mgr. Filip Nguyen and Mgr. Daniel Tovarˇnákfor priceless advice on implementation and for providing their knowledge. Nevertheless, I would like to thank my colleagues in Celebrio Software company. iii Abstract The aim of this thesis is to provide detailed information about developing offline web ap- plications. The thesis presents important technologies in the development and mostly deals with Application cache technology. It summarizes advantages and also disadvantages and problems of the technology. Then, it offers solutions to some of the problems and introduces framework for build- ing offline web applications more sophisticatedly. At last, demonstration application is pre- sented which shows the benefits of proposed technology. iv Keywords HTML5, offline, web applications, application -
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