GPU to the Web Neil Trevett Vice President NVIDIA President Khronos
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GLSL 4.50 Spec
The OpenGL® Shading Language Language Version: 4.50 Document Revision: 7 09-May-2017 Editor: John Kessenich, Google Version 1.1 Authors: John Kessenich, Dave Baldwin, Randi Rost Copyright (c) 2008-2017 The Khronos Group Inc. All Rights Reserved. This specification is protected by copyright laws and contains material proprietary to the Khronos Group, Inc. It or any components may not be reproduced, republished, distributed, transmitted, displayed, broadcast, or otherwise exploited in any manner without the express prior written permission of Khronos Group. You may use this specification for implementing the functionality therein, without altering or removing any trademark, copyright or other notice from the specification, but the receipt or possession of this specification does not convey any rights to reproduce, disclose, or distribute its contents, or to manufacture, use, or sell anything that it may describe, in whole or in part. Khronos Group grants express permission to any current Promoter, Contributor or Adopter member of Khronos to copy and redistribute UNMODIFIED versions of this specification in any fashion, provided that NO CHARGE is made for the specification and the latest available update of the specification for any version of the API is used whenever possible. Such distributed specification may be reformatted AS LONG AS the contents of the specification are not changed in any way. The specification may be incorporated into a product that is sold as long as such product includes significant independent work developed by the seller. A link to the current version of this specification on the Khronos Group website should be included whenever possible with specification distributions. -
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 . -
Applying World Wide Web Standards to Embedded Systems
NASA / TMm2002-211199 AIAA-2001-5107 Embedded Web Technology: Applying World Wide Web Standards to Embedded Systems Joseph G. Ponyik and David W. York Glenn Research Center, Cleveland, Ohio March 2002 The NASA STI Program Office... in Profile Since its founding, NASA has been dedicated to CONFERENCE PUBLICATION. Collected the advancement of aeronautics and space papers from scientific and technical science. The NASA Scientific and Technical conferences, symposia, seminars, or other Information (STI) Program Office plays a key part meetings sponsored or cosponsored by in helping NASA maintain this important role. NASA. The NASA STI Program Office is operated by SPECIAL PUBLICATION. Scientific, Langley Research Center, the Lead Center for technical, or historical information from NASA's scientific and technical information. The NASA programs, projects, and missions, NASA STI Program Office provides access to the often concerned with subjects having NASA STI Database, the largest collection of substantial public interest. aeronautical and space science STI in the world. The Program Office is also NASA's institutional TECHNICAL TRANSLATION. English- mechanism for disseminating the results of its language translations of foreign scientific research and development activities. These results and technical material pertinent to NASA's are published by NASA in the NASA STI Report mission. Series, which includes the following report types: Specialized services that complement the STI TECHNICAL PUBLICATION. Reports of Program Office's diverse offerings include completed research or a major significant creating custom thesauri, building customized phase of research that present the results of data bases, organizing and publishing research NASA programs and include extensive data results.., even providing videos. -
The Uch Enmek Example(Altai Republic,Siberia)
Faculty of Environmental Sciences Institute for Cartography Master Thesis Concept and Implementation of a Contextualized Navigable 3D Landscape Model: The Uch Enmek Example(Altai Republic,Siberia). Mussab Mohamed Abuelhassan Abdalla Born on: 7th December 1983 in Khartoum Matriculation number: 4118733 Matriculation year: 2014 to achieve the academic degree Master of Science (M.Sc.) Supervisors Dr.Nikolas Prechtel Dr.Sander Münster Submitted on: 18th September 2017 Faculty of Environmental Sciences Institute for Cartography Task for the preparation of a Master Thesis Name: Mussab Mohamed Abuelhassan Abdalla Matriculation number: 4118733 Matriculation year: 2014 Title: Concept and Implementation of a Contextualized Navigable 3D Landscape Model: The Uch Enmek Example(Altai Republic,Siberia). Objectives of work Scope/Previous Results:Virtual Globes can attract and inform websites visitors on natural and cultural objects and sceneries.Geo-centered information transfer is suitable for majority of sites and artifacts. Virtual Globes have been tested with an involvement of TUD institutes: e.g. the GEPAM project (Weller,2013), and an archaeological excavation site in the Altai Mountains ("Uch enmek", c.f. Schmid 2012, Schubert 2014).Virtual Globes technology should be flexible in terms of the desired geo-data configuration. Research data should be controlled by the authors. Modes of linking geo-objects to different types of meta-information seems evenly important for a successful deployment. Motivation: For an archaeological conservation site ("Uch Enmek") effort has already been directed into data collection, model development and an initial web-based presentation.The present "Open Web Globe" technology is not developed any further, what calls for a migra- tion into a different web environment. -
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. -
A Streamable Format for Generalized Web-Based 3D Data Transmission
SRC - A Streamable Format for Generalized Web-based 3D Data Transmission Max Limper1;2 Maik Thoner¨ 1 Johannes Behr1 Dieter W. Fellner1;2 ∗ 1 Fraunhofer IGD 2 TU Darmstadt (a) 17% triangles, (b) 86% triangles, (c) 86% triangles, (d) 100% triangles, low-resolution texture low-resolution texture high-resolution texture high-resolution texture Figure 1: Streaming of mesh data, progressively encoded with the POP Buffer method, using our proposed SRC container format. We minimize the number of HTTP requests, and at the same time allow for a progressive transmission of geometry and texture information, using interleaved data chunks. Our proposed format is highly flexible, well-aligned with GPU structures, and can easily be integrated into X3D. Abstract 1 Introduction A problem that still remains with today’s technologies for 3D as- Recently, various efforts have been made in order to design file set transmission is the lack of progressive streaming of all relevant formats for transmission of 3D geometry, for the use with high- mesh and texture data, with a minimal number of HTTP requests. performance 3D applications on the Web. The ultimate goal is to Existing solutions, like glTF or X3DOM’s geometry formats, either design a solution that scales well with large data sets, enables a pro- send all data within a single batch, or they introduce an unnecessary gressive transmission of mesh data, eliminates decode time through large number of requests. Furthermore, there is still no established direct GPU uploads, and minimizes the number of HTTP requests. format for a joined, interleaved transmission of geometry data and Notable results include the WebGL-Loader library [Chun 2012], texture data. -
Websockets, JSON, HTML, CSS) Webpods When Installed Motivation Create Web Pages to Display Control System Data
Web pods Accessing Control Data Through Web Standards (WebSockets, JSON, HTML, CSS) WebPODS when installed Motivation Create web pages to display control system data WebPODS (Protocol Oriented Distribution Service) • The Web PODS aims to provide real-time publish/subscribe communication using • WebSockets • JSON • Pure HTML/CSS widgets • Main benefits: • Uses web standards (any web client in any language) • Widgets can be configured through standard CSS • Data access outside of control network (possibly WAN) • Web pages do not need to live on the same server where the gateway is Chrome extension: Simple Web Socket Client HTML Probe (Danielle Connolly, UMich) Test javascript client (Danielle Connolly, UMich) Text monitor examples LED examples WebPODS Specify server location Adding text-monitor Adding led Specify color for “LOW” enum value GWT client (Enrique Schuhmacher, BNL) Using CS-Studio off site through Web Pods WebPODS Architecture WebPODS clients WebPODS Server Web Pods server configuration [xxx@diirt ~]# more .diirt/pods/web/mappings.xml <?xml version='1.0' encoding='UTF-8'?> <mappings version="1"> <mapping channel="calibration/constants" substitution="file:///path/to/file/table.csv" permission="READ_ONLY"/> <mapping channel="public-.*" permission="READ_WRITE"/> <mapping channel="cf-tag-(.\w)" substitution="=cfQuery($1)" permission="READ_ONLY"/> <mapping channel="sim/(.*)" substitution="sim://$1" permission="READ_ONLY"/> </mappings> Access security planned, not yet implemented • Use wss (like https) for authentication • Use username/role/unix group/host for authorization Be careful not to expose too much Web Pods • Rebroadcast data using Web sockets and JSON • Play nice with firewalls, get WAN notifications, data available to web tools, server is one class (no logic, a pass-through to pvmanager), should scale (different sockets on different servers, not tested) • Not a substitute to CA/PVA. -
Web3d-X3D-SIGGRAPH 2018 Xr Futures.Pdf
All browsers All platforms Geospatial Simulation Medical Humanoid Animation Design VR Technologies 3D Printing Augmented Reality &Scanning X3D: Your backbone for new dimensions of 3D • • … • • • • • • Implementations on multiple platforms: desktop, mobile, Web • • www.web3d.org/what-x3d X-ite Key Factors of durable X3D • Long Term Stability • Visualization • Performance • Integration • Data Management • Real-time Interactivity • Security • Ease of Use X3D Capabilities High Poly, Oculus Drilling Rig Progressive Loading Support Animation, interaction, Happy Buddha Classroom shadows, details Web3D… VR++ … Online Evolution ... SIGGRAPH 2018 BOF Nicholas Polys Johannes Behr MitchWilliams Anita Havele 2017-2018 News ● X_ITE library updated ● Deployed in X3D examples archive ● X3DOM support for Gltf and WebVR ● New Castle3D X3D Game Engine release ● H-ANIM 2.0 under ISO-IEC ballot ● 3D Print Exchange (NIH, Navy) upgrades to Drupal 8 ● New Scanning initiatives and vendor support 3D on the Web Engines access access worlds by url ● Stand-alone Plug-ins in Web browsers ● Native WebGL in mobile browsers ○ X3DOM ○ X_ITE ○ GearVR ● Gltf 2.0 support (PBR) All HMD platforms! ● WebVR ● X3DOM ● GearVR VR on the Web Engines access worlds by url ● All HMD platforms! ● WebVR ● X3DOM ● GearVR WebVR With X3DOM Javascript library ● Photospheres ● Videospheres ● Volumes ● Heritage ● 3D city models ● ... X3DOM Johannes Behr, Timo Sturm Fraunhofer IGD GearVR Mitch Williams, Samsung Spec Relationships Process for New Capabilities HTML5 Open Web Arch • Harmonization of ID linkages and event models, HTML DOM and X3D • Composition with Cascading Style Sheets (CSS) • Compatibility + usage of Scalable Vector Graphics (SVG) • Accessibility, annotations, internationalization (I18N), etc. • X3D as presentation layer compatible with Semantic Web • Linkage of hybrid model data (MOST) Some aspects are standardization, others simply aligning best practices. -
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 -
Implementing FPGA Design with the Opencl Standard
Implementing FPGA Design with the OpenCL Standard WP-01173-3.0 White Paper Utilizing the Khronos Group’s OpenCL™ standard on an FPGA may offer significantly higher performance and at much lower power than is available today from hardware architectures such as CPUs, graphics processing units (GPUs), and digital signal processing (DSP) units. In addition, an FPGA-based heterogeneous system (CPU + FPGA) using the OpenCL standard has a significant time-to-market advantage compared to traditional FPGA development using lower level hardware description languages (HDLs) such as Verilog or VHDL. 1 OpenCL and the OpenCL logo are trademarks of Apple Inc. used by permission by Khronos. Introduction The initial era of programmable technologies contained two different extremes of programmability. As illustrated in Figure 1, one extreme was represented by single core CPU and digital signal processing (DSP) units. These devices were programmable using software consisting of a list of instructions to be executed. These instructions were created in a manner that was conceptually sequential to the programmer, although an advanced processor could reorder instructions to extract instruction-level parallelism from these sequential programs at run time. In contrast, the other extreme of programmable technology was represented by the FPGA. These devices are programmed by creating configurable hardware circuits, which execute completely in parallel. A designer using an FPGA is essentially creating a massively- fine-grained parallel application. For many years, these extremes coexisted with each type of programmability being applied to different application domains. However, recent trends in technology scaling have favored technologies that are both programmable and parallel. Figure 1. -
A Light-Weight Time Protocol Based on Common Web Standards
A light-weight time protocol based on common web standards M. Gutbrod, T. Klein, D. Sibold Physikalisch-Technische Bundesanstalt 38116 Braunschweig, Germany [email protected] Abstract—Distributed systems are an essential part of Industry Highest accuracy can be reached by using PTP (Precision 4.0 and IoT. In order to perform properly they depend on time Protocol) if the IT infrastructure fully complies to PTP unambiguous time information while their stripped-down requirements [4]. The current standard only provides an hardware prevents the use of extensive protocols and algorithms. experimental annex for the integrity protection of PTP messages We developed a light-weight protocol for time transmission aiming which was never well adopted and implemented. Thus, the for simplicity, security and broad applicability by relying solely on current effort to revise the PTP specification includes a plan to common web standards. In this paper the new websocket time provide a new security mechanism for PTP. protocol (WST) will be presented. Our aim was to develop a light-weight and secure time Keywords—time protocol, websocket, ntp, time transmission, protocol that is universally usable. Therefore, it is solely based WST on technologies that are available on virtually every IoT device communicating via internet. I. INTRODUCTION The digital transformation is, among others, driven by the II. WEBSOCKET emergence of distributed systems which may for example Websocket was developed to allow efficient bidirectional consist of a large number of sensors performing measuring tasks. communication with low overhead over TCP connections and is In order to correlate their data, it is important that all sensors, or designed to be compatible with the HTTP protocol. -
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.