Exploiting HTML5 Technologies for Distributed Parasitic Web Storge⋆
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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 . -
Reflex: Remote Flash at the Performance of Local Flash
ReFlex: Remote Flash at the Performance of Local Flash Ana Klimovic Heiner Litz Christos Kozyrakis Flash Memory Summit 2017 Santa Clara, CA Stanford MAST1 ! Flash in Datacenters § NVMe Flash • 1,000x higher throughput than disk (1MIOPS) • 100x lower latency than disk (50-70usec) § But Flash is often underutilized due to imbalanced resource requirements Example Datacenter Flash Use-Case Applica(on Tier Datastore Tier Datastore Service get(k) Key-Value Store So9ware put(k,val) App App Tier Tier App Clients Servers TCP/IP NIC CPU RAM Hardware Flash 3 Imbalanced Resource Utilization Sample utilization of Facebook servers hosting a Flash-based key-value store over 6 months 4 [EuroSys’16] Flash storage disaggregation. Ana Klimovic, Christos Kozyrakis, Eno Thereska, Binu John, Sanjeev Kumar. Imbalanced Resource Utilization Sample utilization of Facebook servers hosting a Flash-based key-value store over 6 months 5 [EuroSys’16] Flash storage disaggregation. Ana Klimovic, Christos Kozyrakis, Eno Thereska, Binu John, Sanjeev Kumar. Imbalanced Resource Utilization u"lizaon Sample utilization of Facebook servers hosting a Flash-based key-value store over 6 months 6 [EuroSys’16] Flash storage disaggregation. Ana Klimovic, Christos Kozyrakis, Eno Thereska, Binu John, Sanjeev Kumar. Imbalanced Resource Utilization u"lizaon Flash capacity and bandwidth are underutilized for long periods of time 7 [EuroSys’16] Flash storage disaggregation. Ana Klimovic, Christos Kozyrakis, Eno Thereska, Binu John, Sanjeev Kumar Solution: Remote Access to Storage § Improve resource utilization by sharing NVMe Flash between remote tenants § There are 3 main concerns: 1. Performance overhead for remote access 2. Interference on shared Flash 3. Flexibility of Flash usage 8 Issue 1: Performance Overhead 4kB random read 1000 Local Flash iSCSI (1 core) 800 libaio+libevent (1core) 600 4x throughput drop 400 200 p95 read latency(us) 2× latency increase 0 0 50 100 150 200 250 300 IOPS (Thousands) • Traditional network/storage protocols and Linux I/O libraries (e.g. -
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. -
An Introduction to AJAX
An Introduction to AJAX By : I. Moamin Abughazaleh Page 2 /25 How HTTP works? Classical HTTP Process 1. The visitor requests a page Page 3 /25 2. The server send the entire HTML, CSS and Javascript code at once to the client 3. So, the communication is synchronious Page 4 /25 What is Javascript programming actually? What is Javascript programming? It is programming the browsers. So, we are limited to the objects that the Page 5 /25 browser presents us An Alternative for Managing requests - AJAX AJAX stands for Asynchronous JavaScript And XML. AJAX is based on XMLHttpRequest object of Page 6 /25 Javascript - so the browser and XMLHttpRequest is a standard http://www.w3.org/TR/XMLHttpRequest/ It was introduced with IE-5.0 as an ActiveX object (1999) Later all the major browsers added XMLHttpRequest into their object bases. AJAX = Asynchronous JavaScript and XML It is a technique for creating better, faster, and more interactive web applications With XMLHttpRequest object JavaScript can trade data with a web server, without reloading Page 7 /25 the page AJAX uses “asynchronous data transfer” => allowing web pages to request small bits of information from the server instead of whole pages We can create desktop application like web applications using AJAX, this paradigm is also called “WEB 2.0” programming AJAX - Based on Web Standards AJAX is based on the following web standards: XHTML and CSS Presentation DOM Dynamic display of and interaction with data XML and XSLT Tranfering data back and forth Page 8 /25 XMLHttpRequest Asynchronous transfer of data Javascript Bring these technologies together AJAX applications are browser and platform independent The XMLHttpRequest object is supported in Internet Explorer 5.0+, Safari 1.2, Mozilla 1.0 / Firefox, Opera 8+, and Netscape 7. -
Multi-Resolution Storage and Search in Sensor Networks Deepak Ganesan University of Massachusetts Amherst
University of Massachusetts Amherst ScholarWorks@UMass Amherst Computer Science Department Faculty Publication Computer Science Series 2003 Multi-resolution Storage and Search in Sensor Networks Deepak Ganesan University of Massachusetts Amherst Follow this and additional works at: https://scholarworks.umass.edu/cs_faculty_pubs Part of the Computer Sciences Commons Recommended Citation Ganesan, Deepak, "Multi-resolution Storage and Search in Sensor Networks" (2003). Computer Science Department Faculty Publication Series. 79. Retrieved from https://scholarworks.umass.edu/cs_faculty_pubs/79 This Article is brought to you for free and open access by the Computer Science at ScholarWorks@UMass Amherst. It has been accepted for inclusion in Computer Science Department Faculty Publication Series by an authorized administrator of ScholarWorks@UMass Amherst. For more information, please contact [email protected]. Multi-resolution Storage and Search in Sensor Networks Deepak Ganesan Department of Computer Science, University of Massachusetts, Amherst, MA 01003 Ben Greenstein, Deborah Estrin Department of Computer Science, University of California, Los Angeles, CA 90095, John Heidemann University of Southern California/Information Sciences Institute, Marina Del Rey, CA 90292 and Ramesh Govindan Department of Computer Science, University of Southern California, Los Angeles, CA 90089 Wireless sensor networks enable dense sensing of the environment, offering unprecedented op- portunities for observing the physical world. This paper addresses two key challenges in wireless sensor networks: in-network storage and distributed search. The need for these techniques arises from the inability to provide persistent, centralized storage and querying in many sensor networks. Centralized storage requires multi-hop transmission of sensor data to internet gateways which can quickly drain battery-operated nodes. -
HTML5 Websocket Protocol and Its Application to Distributed Computing
CRANFIELD UNIVERSITY Gabriel L. Muller HTML5 WebSocket protocol and its application to distributed computing SCHOOL OF ENGINEERING Computational Software Techniques in Engineering MSc arXiv:1409.3367v1 [cs.DC] 11 Sep 2014 Academic Year: 2013 - 2014 Supervisor: Mark Stillwell September 2014 CRANFIELD UNIVERSITY SCHOOL OF ENGINEERING Computational Software Techniques in Engineering MSc Academic Year: 2013 - 2014 Gabriel L. Muller HTML5 WebSocket protocol and its application to distributed computing Supervisor: Mark Stillwell September 2014 This thesis is submitted in partial fulfilment of the requirements for the degree of Master of Science © Cranfield University, 2014. All rights reserved. No part of this publication may be reproduced without the written permission of the copyright owner. Declaration of Authorship I, Gabriel L. Muller, declare that this thesis titled, HTML5 WebSocket protocol and its application to distributed computing and the work presented in it are my own. I confirm that: This work was done wholly or mainly while in candidature for a research degree at this University. Where any part of this thesis has previously been submitted for a degree or any other qualification at this University or any other institution, this has been clearly stated. Where I have consulted the published work of others, this is always clearly attributed. Where I have quoted from the work of others, the source is always given. With the exception of such quotations, this thesis is entirely my own work. I have acknowledged all main sources of help. Where the thesis is based on work done by myself jointly with others, I have made clear exactly what was done by others and what I have contributed myself. -
Progressive Imagery with Scalable Vector Graphics -..:: VCG Rostock
Progressive imagery with scalable vector graphics Georg Fuchsa, Heidrun Schumanna, and Ren´eRosenbaumb aUniversity of Rostock, Institute for Computer Science, 18051 Rostock, Germany; bUC Davis, Institute of Data Analysis & Visualization, Davis, CA 95616 U.S.A. ABSTRACT Vector graphics can be scaled without loss of quality, making them suitable for mobile image communication where a given graphics must be typically represented in high quality for a wide range of screen resolutions. One problem is that file size increases rapidly as content becomes more detailed, which can reduce response times and efficiency in mobile settings. Analog issues for large raster imagery have been overcome using progressive refinement schemes. Similar ideas have already been applied to vector graphics, but an implementation that is compliant to a major and widely adopted standard is still missing. In this publication we show how to provide progressive refinement schemes based on the extendable Scalable Vector Graphics (SVG) standard. We propose two strategies: decomposition of the original SVG and incremental transmission using (1) several linked files and (2) element-wise streaming of a single file. The publication discusses how both strategies are employed in mobile image communication scenarios where the user can interactively define RoIs for prioritized image communication, and reports initial results we obtained from a prototypically implemented client/server setup. Keywords: Progression, Progressive refinement, Scalable Vector Graphics, SVG, Mobile image communication 1. INTRODUCTION Vector graphics use graphic primitives such as points, lines, curves, and polygons to represent image contents. As those primitives are defined by means of geometric coordinates that are independent of actual pixel resolutions, vector graphics can be scaled without loss of quality. -
Programming in HTML5 with Javascript and CSS3 Ebook
spine = 1.28” Programming in HTML5 with JavaScript and CSS3 and CSS3 JavaScript in HTML5 with Programming Designed to help enterprise administrators develop real-world, About You job-role-specific skills—this Training Guide focuses on deploying This Training Guide will be most useful and managing core infrastructure services in Windows Server 2012. to IT professionals who have at least Programming Build hands-on expertise through a series of lessons, exercises, three years of experience administering and suggested practices—and help maximize your performance previous versions of Windows Server in midsize to large environments. on the job. About the Author This Microsoft Training Guide: Mitch Tulloch is a widely recognized in HTML5 with • Provides in-depth, hands-on training you take at your own pace expert on Windows administration and has been awarded Microsoft® MVP • Focuses on job-role-specific expertise for deploying and status for his contributions supporting managing Windows Server 2012 core services those who deploy and use Microsoft • Creates a foundation of skills which, along with on-the-job platforms, products, and solutions. He experience, can be measured by Microsoft Certification exams is the author of Introducing Windows JavaScript and such as 70-410 Server 2012 and the upcoming Windows Server 2012 Virtualization Inside Out. Sharpen your skills. Increase your expertise. • Plan a migration to Windows Server 2012 About the Practices CSS3 • Deploy servers and domain controllers For most practices, we recommend using a Hyper-V virtualized • Administer Active Directory® and enable advanced features environment. Some practices will • Ensure DHCP availability and implement DNSSEC require physical servers. -
Standard Query Language (SQL) Hamid Zarrabi-Zadeh Web Programming – Fall 2013 2 Outline
Standard Query Language (SQL) Hamid Zarrabi-Zadeh Web Programming – Fall 2013 2 Outline • Introduction • Local Storage Options Cookies Web Storage • Standard Query Language (SQL) Database Commands Queries • Summary 3 Introduction • Any (web) application needs persistence storage • There are three general storage strategies: server-side storage client-side storage a hybrid strategy 4 Client-Side Storage • Client-side data is stored locally within the user's browser • A web page can only access data stored by itself • For a long time, cookies were the only option to store data locally • HTML5 introduced several new web storage options 5 Server-Side Storage • Server-side data is usually stored within a file or a database system • For large data, database systems are preferable over plain files • Database Management Systems (DBMSs) provide an efficient way to store and retrieve data Cookies 7 Cookies • A cookie is a piece of information stored on a user's browser • Each time the browser requests a page, it also sends the related cookies to the server • The most common use of cookies is to identify a particular user amongst a set of users 8 Cookies Structure • Each cookie has: • a name • a value (a 4000 character string) • expiration date (optional) • path and domain (optional) • if no expiration date is specified, the cookie is considered as a session cookie • Session cookies are deleted when the browser session ends (the browser is closed by the user) 9 Set/Get Cookies • In JavaScript, cookies can be accessed via the document.cookie -
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 ......................................................................................................