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Leveraging Activation Sparsity for Training Deep Neural Networks
Compressing DMA Engine: Leveraging Activation Sparsity for Training Deep Neural Networks Minsoo Rhu Mike O’Connor Niladrish Chatterjee Jeff Pool Stephen W. Keckler NVIDIA Santa Clara, CA 95050 fmrhu, moconnor, nchatterjee, jpool, [email protected] Abstract—Popular deep learning frameworks require users to the time needed to copy data back and forth through PCIe is fine-tune their memory usage so that the training data of a deep smaller than the time the GPU spends computing the DNN neural network (DNN) fits within the GPU physical memory. forward and backward propagation operations, vDNN does Prior work tries to address this restriction by virtualizing the memory usage of DNNs, enabling both CPU and GPU memory not affect performance. For networks whose memory copying to be utilized for memory allocations. Despite its merits, vir- operation is bottlenecked by the data transfer bandwidth of tualizing memory can incur significant performance overheads PCIe however, vDNN can incur significant overheads with an when the time needed to copy data back and forth from CPU average 31% performance loss (worst case 52%, Section III). memory is higher than the latency to perform the computations The trend in deep learning is to employ larger and deeper required for DNN forward and backward propagation. We introduce a high-performance virtualization strategy based on networks that leads to large memory footprints that oversub- a “compressing DMA engine” (cDMA) that drastically reduces scribe GPU memory [13, 14, 15]. Therefore, ensuring the the size of the data structures that are targeted for CPU-side performance scalability of the virtualization features offered allocations. -
Autocad Command Aliases
AutoCAD and Its Applications Advanced Appendix D AutoCAD Command Aliases Command Alias 3DALIGN 3AL 3DFACE 3F 3DMOVE 3M 3DORBIT 3DO, ORBIT, 3DVIEW, ISOMETRICVIEW 3DPOLY 3P 3DPRINT 3DP, 3DPLOT, RAPIDPROTOTYPE 3DROTATE 3R 3DSCALE 3S 3DWALK 3DNAVIGATE, 3DW ACTRECORD ARR ACTSTOP ARS -ACTSTOP -ARS ACTUSERINPUT ARU ACTUSERMESSAGE ARM -ACTUSERMESSAGE -ARM ADCENTER ADC, DC, DCENTER ALIGN AL ALLPLAY APLAY ANALYSISCURVATURE CURVATUREANALYSIS ANALYSISZEBRA ZEBRA APPLOAD AP ARC A AREA AA ARRAY AR -ARRAY -AR ATTDEF ATT -ATTDEF -ATT Copyright Goodheart-Willcox Co., Inc. Appendix D — AutoCAD Command Aliases 1 May not be reproduced or posted to a publicly accessible website. Command Alias ATTEDIT ATE -ATTEDIT -ATE, ATTE ATTIPEDIT ATI BACTION AC BCLOSE BC BCPARAMETER CPARAM BEDIT BE BLOCK B -BLOCK -B BOUNDARY BO -BOUNDARY -BO BPARAMETER PARAM BREAK BR BSAVE BS BVSTATE BVS CAMERA CAM CHAMFER CHA CHANGE -CH CHECKSTANDARDS CHK CIRCLE C COLOR COL, COLOUR COMMANDLINE CLI CONSTRAINTBAR CBAR CONSTRAINTSETTINGS CSETTINGS COPY CO, CP CTABLESTYLE CT CVADD INSERTCONTROLPOINT CVHIDE POINTOFF CVREBUILD REBUILD CVREMOVE REMOVECONTROLPOINT CVSHOW POINTON Copyright Goodheart-Willcox Co., Inc. Appendix D — AutoCAD Command Aliases 2 May not be reproduced or posted to a publicly accessible website. Command Alias CYLINDER CYL DATAEXTRACTION DX DATALINK DL DATALINKUPDATE DLU DBCONNECT DBC, DATABASE, DATASOURCE DDGRIPS GR DELCONSTRAINT DELCON DIMALIGNED DAL, DIMALI DIMANGULAR DAN, DIMANG DIMARC DAR DIMBASELINE DBA, DIMBASE DIMCENTER DCE DIMCONSTRAINT DCON DIMCONTINUE DCO, DIMCONT DIMDIAMETER DDI, DIMDIA DIMDISASSOCIATE DDA DIMEDIT DED, DIMED DIMJOGGED DJO, JOG DIMJOGLINE DJL DIMLINEAR DIMLIN, DLI DIMORDINATE DOR, DIMORD DIMOVERRIDE DOV, DIMOVER DIMRADIUS DIMRAD, DRA DIMREASSOCIATE DRE DIMSTYLE D, DIMSTY, DST DIMTEDIT DIMTED DIST DI, LENGTH DIVIDE DIV DONUT DO DRAWINGRECOVERY DRM DRAWORDER DR Copyright Goodheart-Willcox Co., Inc. -
Context-Sensitive Help
Module 15: Context-Sensitive Help Program examples compiled using Visual C++ 6.0 (MFC 6.0) compiler on Windows XP Pro machine with Service Pack 2. Topics and sub topics for this Tutorial are listed below: Context-Sensitive Help The Windows WinHelp Program Rich Text Format Writing a Simple Help File An Improved Table of Contents The Application Framework and WinHelp Calling WinHelp Using Search Strings Calling WinHelp from the Application's Menu Help Context Aliases Determining the Help Context F1 Help Shift-F1 Help Message Box Help: The AfxMessageBox() Function Generic Help A Help Example: No Programming Required The MAKEHELP Process Help Command Processing F1 Processing Shift-F1 Processing A Help Command Processing Example: MYMFC22B Header Requirements CStringView Class CHexView Class Resource Requirements Help File Requirements Testing the MYMFC22B Application Context-Sensitive Help Help technology is in a transition phase at the moment. The Hypertext Markup Language (HTML) format seems to be replacing rich text format (RTF). You can see this in the new Visual C++ online documentation via the MSDN viewer, which uses a new HTML-based help system called HTML Help. Microsoft is developing tools for compiling and indexing HTML files that are not shipped with Visual C++ 6.0. In the meantime, Microsoft Foundation Class (MFC) Library version 6.0 application framework programs are set up to use the WinHelp help engine included with Microsoft Windows. That means you'll be writing RTF files and your programs will be using compiled HLP files. This module first shows you how to construct and process a simple stand-alone help file that has a table of contents and lets the user jump between topics. -
Mac Keyboard Shortcuts Cut, Copy, Paste, and Other Common Shortcuts
Mac keyboard shortcuts By pressing a combination of keys, you can do things that normally need a mouse, trackpad, or other input device. To use a keyboard shortcut, hold down one or more modifier keys while pressing the last key of the shortcut. For example, to use the shortcut Command-C (copy), hold down Command, press C, then release both keys. Mac menus and keyboards often use symbols for certain keys, including the modifier keys: Command ⌘ Option ⌥ Caps Lock ⇪ Shift ⇧ Control ⌃ Fn If you're using a keyboard made for Windows PCs, use the Alt key instead of Option, and the Windows logo key instead of Command. Some Mac keyboards and shortcuts use special keys in the top row, which include icons for volume, display brightness, and other functions. Press the icon key to perform that function, or combine it with the Fn key to use it as an F1, F2, F3, or other standard function key. To learn more shortcuts, check the menus of the app you're using. Every app can have its own shortcuts, and shortcuts that work in one app may not work in another. Cut, copy, paste, and other common shortcuts Shortcut Description Command-X Cut: Remove the selected item and copy it to the Clipboard. Command-C Copy the selected item to the Clipboard. This also works for files in the Finder. Command-V Paste the contents of the Clipboard into the current document or app. This also works for files in the Finder. Command-Z Undo the previous command. You can then press Command-Shift-Z to Redo, reversing the undo command. -
Alias Manager 4
CHAPTER 4 Alias Manager 4 This chapter describes how your application can use the Alias Manager to establish and resolve alias records, which are data structures that describe file system objects (that is, files, directories, and volumes). You create an alias record to take a “fingerprint” of a file system object, usually a file, that you might need to locate again later. You can store the alias record, instead of a file system specification, and then let the Alias Manager find the file again when it’s needed. The Alias Manager contains algorithms for locating files that have been moved, renamed, copied, or restored from backup. Note The Alias Manager lets you manage alias records. It does not directly manipulate Finder aliases, which the user creates and manages through the Finder. The chapter “Finder Interface” in Inside Macintosh: Macintosh Toolbox Essentials describes Finder aliases and ways to accommodate them in your application. ◆ The Alias Manager is available only in system software version 7.0 or later. Use the Gestalt function, described in the chapter “Gestalt Manager” of Inside Macintosh: Operating System Utilities, to determine whether the Alias Manager is present. Read this chapter if you want your application to create and resolve alias records. You might store an alias record, for example, to identify a customized dictionary from within a word-processing document. When the user runs a spelling checker on the document, your application can ask the Alias Manager to resolve the record to find the correct dictionary. 4 To use this chapter, you should be familiar with the File Manager’s conventions for Alias Manager identifying files, directories, and volumes, as described in the chapter “Introduction to File Management” in this book. -
Vmware Fusion 12 Vmware Fusion Pro 12 Using Vmware Fusion
Using VMware Fusion 8 SEP 2020 VMware Fusion 12 VMware Fusion Pro 12 Using VMware Fusion You can find the most up-to-date technical documentation on the VMware website at: https://docs.vmware.com/ VMware, Inc. 3401 Hillview Ave. Palo Alto, CA 94304 www.vmware.com © Copyright 2020 VMware, Inc. All rights reserved. Copyright and trademark information. VMware, Inc. 2 Contents Using VMware Fusion 9 1 Getting Started with Fusion 10 About VMware Fusion 10 About VMware Fusion Pro 11 System Requirements for Fusion 11 Install Fusion 12 Start Fusion 13 How-To Videos 13 Take Advantage of Fusion Online Resources 13 2 Understanding Fusion 15 Virtual Machines and What Fusion Can Do 15 What Is a Virtual Machine? 15 Fusion Capabilities 16 Supported Guest Operating Systems 16 Virtual Hardware Specifications 16 Navigating and Taking Action by Using the Fusion Interface 21 VMware Fusion Toolbar 21 Use the Fusion Toolbar to Access the Virtual-Machine Path 21 Default File Location of a Virtual Machine 22 Change the File Location of a Virtual Machine 22 Perform Actions on Your Virtual Machines from the Virtual Machine Library Window 23 Using the Home Pane to Create a Virtual Machine or Obtain One from Another Source 24 Using the Fusion Applications Menus 25 Using Different Views in the Fusion Interface 29 Resize the Virtual Machine Display to Fit 35 Using Multiple Displays 35 3 Configuring Fusion 37 Setting Fusion Preferences 37 Set General Preferences 37 Select a Keyboard and Mouse Profile 38 Set Key Mappings on the Keyboard and Mouse Preferences Pane 39 Set Mouse Shortcuts on the Keyboard and Mouse Preference Pane 40 Enable or Disable Mac Host Shortcuts on the Keyboard and Mouse Preference Pane 40 Enable Fusion Shortcuts on the Keyboard and Mouse Preference Pane 41 Set Fusion Display Resolution Preferences 41 VMware, Inc. -
NXP Eiq Machine Learning Software Development Environment For
AN12580 NXP eIQ™ Machine Learning Software Development Environment for QorIQ Layerscape Applications Processors Rev. 3 — 12/2020 Application Note Contents 1 Introduction 1 Introduction......................................1 Machine Learning (ML) is a computer science domain that has its roots in 2 NXP eIQ software introduction........1 3 Building eIQ Components............... 2 the 1960s. ML provides algorithms capable of finding patterns and rules in 4 OpenCV getting started guide.........3 data. ML is a category of algorithm that allows software applications to become 5 Arm Compute Library getting started more accurate in predicting outcomes without being explicitly programmed. guide................................................7 The basic premise of ML is to build algorithms that can receive input data and 6 TensorFlow Lite getting started guide use statistical analysis to predict an output while updating output as new data ........................................................ 8 becomes available. 7 Arm NN getting started guide........10 8 ONNX Runtime getting started guide In 2010, the so-called deep learning started. It is a fast-growing subdomain ...................................................... 16 of ML, based on Neural Networks (NN). Inspired by the human brain, 9 PyTorch getting started guide....... 17 deep learning achieved state-of-the-art results in various tasks; for example, A Revision history.............................17 Computer Vision (CV) and Natural Language Processing (NLP). Neural networks are capable of learning complex patterns from millions of examples. A huge adaptation is expected in the embedded world, where NXP is the leader. NXP created eIQ machine learning software for QorIQ Layerscape applications processors, a set of ML tools which allows developing and deploying ML applications on the QorIQ Layerscape family of devices. -
Powerview Command Reference
PowerView Command Reference TRACE32 Online Help TRACE32 Directory TRACE32 Index TRACE32 Documents ...................................................................................................................... PowerView User Interface ............................................................................................................ PowerView Command Reference .............................................................................................1 History ...................................................................................................................................... 12 ABORT ...................................................................................................................................... 13 ABORT Abort driver program 13 AREA ........................................................................................................................................ 14 AREA Message windows 14 AREA.CLEAR Clear area 15 AREA.CLOSE Close output file 15 AREA.Create Create or modify message area 16 AREA.Delete Delete message area 17 AREA.List Display a detailed list off all message areas 18 AREA.OPEN Open output file 20 AREA.PIPE Redirect area to stdout 21 AREA.RESet Reset areas 21 AREA.SAVE Save AREA window contents to file 21 AREA.Select Select area 22 AREA.STDERR Redirect area to stderr 23 AREA.STDOUT Redirect area to stdout 23 AREA.view Display message area in AREA window 24 AutoSTOre .............................................................................................................................. -
My Sons Postponed to March 18-19 Artist Series Please: Return Those Books!
» LWA Darlings Don Colonial Garb for Minuet Ans^nsçhuetz, Bekkdal, Jensen and Ladw ig Lib*.Ire Honored at Traditional Banquet A dainty Mozart minuet intro-1 duced Lawrence college’s four Best tian. president of the Spanish Loved senior women at the annual club. « colonial banquet last Monday eve Tekla Bekkedal as vice-president ning in the dining hall of the First of the Student Christian association, Congregational church. Chosen for the Best Loved honor this year and is active in the International were Mary Anschuetz, Tekla Bek- Relations club, the German club kedal, Mary Ellen Jensen and Joan tind on The Lawrentian staff. She Ladwig. Complete with powdered wras chosen for membership in hair, they were dressed in tradi Sigrna, underclass scholastic group, tional colonial costumes of George and is now a counselor to freshman and Martha Washington and James women. and Dolly Madison. Miss Jensen is yico-president and The best loved tradition, which Pled*e mistress of Alpha Chi Ome- has been observed for more than 20 *?a- ^lcr social sorority, and also is years, is sponsored by the Lawrencei^fHiated w'ith Sigma Alpha Iota, Women’s association, under the so- professional music sorority. A music Cial chairmanship this year of Viv- major, she sings in the college con- ia n Grady and Betty Wheeler. V iv - cert choir and plays in several in- ia n was toastmistress for the ban- strumental groups. Last fall she was quet and Mrs. Kenneth Davis, Ap-¡chosen attendant to the homecom- pleton. a Best Loved in 1947, gave ¡ ‘ " 8 queen and she has also served a toast to the new electees and pre- as a counselor to freshman women, tented them with small bracelets on! Best Loved banquets are not behalf of last year’s group. -
Upgrading to Micro Focus Enterprise Developer 2.3 for Visual Studio Micro Focus the Lawn 22-30 Old Bath Road Newbury, Berkshire RG14 1QN UK
Upgrading to Micro Focus Enterprise Developer 2.3 for Visual Studio Micro Focus The Lawn 22-30 Old Bath Road Newbury, Berkshire RG14 1QN UK http://www.microfocus.com Copyright © Micro Focus 2011-2015. All rights reserved. MICRO FOCUS, the Micro Focus logo and Enterprise Developer are trademarks or registered trademarks of Micro Focus IP Development Limited or its subsidiaries or affiliated companies in the United States, United Kingdom and other countries. All other marks are the property of their respective owners. 2015-09-16 ii Contents Upgrading to Enterprise Developer for Visual Studio .................................... 4 Licensing Changes ..............................................................................................................4 Resolving conflicts between reserved keywords and data item names .............................. 4 Importing Existing COBOL Code into Enterprise Developer ...............................................5 Recompile all source code .................................................................................................. 6 Upgrading from Net Express to Enterprise Developer for Visual Studio ............................. 6 An introduction to the process of upgrading your COBOL applications ................... 6 Compile at the Command Line Using Existing Build Scripts ....................................7 Debugging Without a Project ....................................................................................9 Create a project and import source ........................................................................10 -
Oak Park Area Visitor Guide
OAK PARK AREA VISITOR GUIDE COMMUNITIES Bellwood Berkeley Broadview Brookfield Elmwood Park Forest Park Franklin Park Hillside Maywood Melrose Park Northlake North Riverside Oak Park River Forest River Grove Riverside Schiller Park Westchester www.visitoakpark.comvisitoakpark.com | 1 OAK PARK AREA VISITORS GUIDE Table of Contents WELCOME TO THE OAK PARK AREA ..................................... 4 COMMUNITIES ....................................................................... 6 5 WAYS TO EXPERIENCE THE OAK PARK AREA ..................... 8 BEST BETS FOR EVERY SEASON ........................................... 13 OAK PARK’S BUSINESS DISTRICTS ........................................ 15 ATTRACTIONS ...................................................................... 16 ACCOMMODATIONS ............................................................ 20 EATING & DRINKING ............................................................ 22 SHOPPING ............................................................................ 34 ARTS & CULTURE .................................................................. 36 EVENT SPACES & FACILITIES ................................................ 39 LOCAL RESOURCES .............................................................. 41 TRANSPORTATION ............................................................... 46 ADVERTISER INDEX .............................................................. 47 SPRING/SUMMER 2018 EDITION Compiled & Edited By: Kevin Kilbride & Valerie Revelle Medina Visit Oak Park -
Managing File Systems in Oracle® Solaris 11.4
® Managing File Systems in Oracle Solaris 11.4 Part No: E61016 November 2020 Managing File Systems in Oracle Solaris 11.4 Part No: E61016 Copyright © 2004, 2020, Oracle and/or its affiliates. License Restrictions Warranty/Consequential Damages Disclaimer This software and related documentation are provided under a license agreement containing restrictions on use and disclosure and are protected by intellectual property laws. Except as expressly permitted in your license agreement or allowed by law, you may not use, copy, reproduce, translate, broadcast, modify, license, transmit, distribute, exhibit, perform, publish, or display any part, in any form, or by any means. Reverse engineering, disassembly, or decompilation of this software, unless required by law for interoperability, is prohibited. Warranty Disclaimer The information contained herein is subject to change without notice and is not warranted to be error-free. If you find any errors, please report them to us in writing. Restricted Rights Notice If this is software or related documentation that is delivered to the U.S. Government or anyone licensing it on behalf of the U.S. Government, then the following notice is applicable: U.S. GOVERNMENT END USERS: Oracle programs (including any operating system, integrated software, any programs embedded, installed or activated on delivered hardware, and modifications of such programs) and Oracle computer documentation or other Oracle data delivered to or accessed by U.S. Government end users are "commercial computer software" or "commercial