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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. -
Windows Phone App Security for Builders and Breakers
Windows Phone App Security for builders and breakers Luca De Fulgentis ~ [email protected] May 22nd, 2015 | Amsterdam About /me . Luca De Fulgentis ~ @_daath . Chief Technology Officer at Secure Network . OWASP Mobile Project Contributor . Nibble Security co-founder - blog.nibblesec.org . Consuming brain-power with InfoSec since 2001 2 Agenda . Introduction – Research overview and motivations . Mobile Top Ten for Windows Phone – Examples of real-world vulnerable code – Discussion on potential insecure APIs usage – Secure coding tips for builders . Final considerations Windows Phone App Security 3 Introduction . In 2014 we collected examples of insecure code for Windows Phone apps – Set of 60+ samples, of which 30% of mobile banking apps – Mostly developed with the Silverlight 8.x technology . Statistics on the initial study has been shared with the OWASP Mobile Project for the MTT 2015 definition . Later, we extended our research developing an automated script that allowed downloading 160+ AppX from US and IT regions of the WP Store – We needed to cover WP 8.1 Windows Runtime (WinRT) security as well Windows Phone App Security 4 Introduction – motivations . Too few (public) resources on WP apps security – MWR’s «Navigation a Sea of Pwn?» (SyScan, 2014) - pretty amazing paper on the topic – XDA Forum represents an invaluable source of information . We want both builders and breakers to be happy! – Provide a wide range of common APIs (MSDN) categorized on the basis of MTT 2014 and also define methods and strategies to mitigate these risks . We defined a public catalog of potentially insecure APIs – Focus on C#/XAML apps, still the most relevant development technologies . -
Pass Microsoft 70-697 Exam with 100% Guarantee
https://www.certbus.com/70-697.html 2021 Latest certbus 70-697 PDF and VCE dumps Download 70-697Q&As Configuring Windows Devices Pass Microsoft 70-697 Exam with 100% Guarantee Free Download Real Questions & Answers PDF and VCE file from: https://www.certbus.com/70-697.html 100% Passing Guarantee 100% Money Back Assurance Following Questions and Answers are all new published by Microsoft Official Exam Center 70-697 Practice Test | 70-697 Study Guide | 70-697 Braindumps 1 / 13 https://www.certbus.com/70-697.html 2021 Latest certbus 70-697 PDF and VCE dumps Download QUESTION 1 You provide IT support for a small startup company. The company wants users to have Read and Write permissions to the company\\'s shared folder. The network consists of a workgroup that uses Windows 10 Enterprise computers. You add each user to a group named NetworkUsers. You need to grant permissions to the share. You have the following requirements: All users must have Read and Write access to existing files. Any new files must allow the creator to modify the new file\\'s permissions. Which two actions should you take? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point. A. Grant Modify permissions to the NetworkUsers group on the shared folder. B. Grant Full Control permissions to the Domain Admins group on the shared folder. C. Grant List and Execute permissions to the NetworkUsers group on the shared folder. D. Grant Full Control permissions to the Creator Owner group on the shared folder. -
Full Document
R&D Centre for Mobile Applications (RDC) FEE, Dept of Telecommunications Engineering Czech Technical University in Prague RDC Technical Report TR-13-4 Internship report Evaluation of Compressibility of the Output of the Information-Concealing Algorithm Julien Mamelli, [email protected] 2nd year student at the Ecole´ des Mines d'Al`es (N^ımes,France) Internship supervisor: Luk´aˇsKencl, [email protected] August 2013 Abstract Compression is a key element to exchange files over the Internet. By generating re- dundancies, the concealing algorithm proposed by Kencl and Loebl [?], appears at first glance to be particularly designed to be combined with a compression scheme [?]. Is the output of the concealing algorithm actually compressible? We have tried 16 compression techniques on 1 120 files, and the result is that we have not found a solution which could advantageously use repetitions of the concealing method. Acknowledgments I would like to express my gratitude to my supervisor, Dr Luk´aˇsKencl, for his guidance and expertise throughout the course of this work. I would like to thank Prof. Robert Beˇst´akand Mr Pierre Runtz, for giving me the opportunity to carry out my internship at the Czech Technical University in Prague. I would also like to thank all the members of the Research and Development Center for Mobile Applications as well as my colleagues for the assistance they have given me during this period. 1 Contents 1 Introduction 3 2 Related Work 4 2.1 Information concealing method . 4 2.2 Archive formats . 5 2.3 Compression algorithms . 5 2.3.1 Lempel-Ziv algorithm . -
Repair up to 32 Major Windows Errors Using a Single Tool R 400/1
R 400.qxp_March 2018 30/01/2018 14:07 Page 15 Repair Your Windows System R 400/1 Repair Up to 32 Major Windows Errors Using a Single Tool Using the information given in this article you will be able to: Create a restore point to protect your system against damage, Repair up to 32 different errors with just one mouse click, Select and correct a specific Windows problem. No Windows system is error-free! Most people are content to simply tolerate minor Windows bugs, because they don’t have the time to hunt for the cause of the error. But small bugs can quickly spiral out of control, so it is important you deal with them fast. There are many tools on the market that claim to help you fix errors, but lots of them are expensive and don’t actually work. In my PC workshop, I use the Windows Repair tool. You can use this tool to look for errors, correct problematic settings and configure Windows to be more stable. And the best thing is that this tool is completely free. In this article, I’ll show you which errors Windows Repair can solve and how to successfully use this tool in practice. • Perform a Professional Error Check on Your Windows System .............................................................. R 400/2 • Important: Create a System Restore Point Before Applying Any Fixes ........................................................... R 400/3 • Use Windows Repair to Quickly Fix Your System ......... R 400/4 • Additi onal Repair Options in Windows Repair .............. R 400/5 • Back up Your Registry and Create a Restore Point ...... -
IBM Endpoint Manager for Remote Control Installation Guide Chapter 1
IBMEndpointManagerforRemoteControl Installation Guide Version 9.0.0 IBMEndpointManagerforRemoteControl Installation Guide Version 9.0.0 Note Before using this information and the product it supports, read the information in “Notices” on page 115. This edition applies to version 9, release 0, modification level 0 of IBM Endpoint Manager and to all subsequent releases and modifications until otherwise indicated in new editions. Contents Chapter 1. IBM Endpoint Manager for Installing Windows broker support .....63 Remote Control Installation Guide . 1 Installing Linux broker support.......64 Audience ...............1 Versions ................1 Chapter 5. Utility for extracting the Terms used in this guide ..........1 component installation files .....65 Using the additional setup utility .......65 Chapter 2. Overview of the IBM Endpoint Manager for Remote Control system . 3 Chapter 6. Managing the component Using this guide .............5 services ..............67 IBM Endpoint Manager for Remote Control operating Starting, stopping, or restarting the Windows requirements ..............5 components ..............67 A Basic installation ...........6 Starting, stopping, or restarting the Linux Installation with support for firewall and NAT components ..............67 traversal ...............7 Installation with support for remote control Chapter 7. Performing required sessions over the internet .........8 configuration ............69 Server requirements ...........9 Enabling email .............69 Server environment guidelines .......10 Configuring -
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. -
ARC File Revision 3.0 Proposal
ARC file Revision 3.0 Proposal Steen Christensen, Det Kongelige Bibliotek <ssc at kb dot dk> Michael Stack, Internet Archive <stack at archive dot org> Edited by Michael Stack Revision History Revision 1 09/09/2004 Initial conversion of wiki working doc. [http://crawler.archive.org/cgi-bin/wiki.pl?ArcRevisionProposal] to docbook. Added suggested edits suggested by Gordon Mohr (Others made are still up for consideration). This revision is what is being submitted to the IIPC Framework Group for review at their London, 09/20/2004 meeting. Table of Contents 1. Introduction ............................................................................................................................2 1.1. IIPC Archival Data Format Requirements .......................................................................... 2 1.2. Input ...........................................................................................................................2 1.3. Scope ..........................................................................................................................3 1.4. Acronyms, Abbreviations and Definitions .......................................................................... 3 2. ARC Record Addressing ........................................................................................................... 4 2.1. Reference ....................................................................................................................4 2.2. The ari Scheme ............................................................................................................ -
Pack, Encrypt, Authenticate Document Revision: 2021 05 02
PEA Pack, Encrypt, Authenticate Document revision: 2021 05 02 Author: Giorgio Tani Translation: Giorgio Tani This document refers to: PEA file format specification version 1 revision 3 (1.3); PEA file format specification version 2.0; PEA 1.01 executable implementation; Present documentation is released under GNU GFDL License. PEA executable implementation is released under GNU LGPL License; please note that all units provided by the Author are released under LGPL, while Wolfgang Ehrhardt’s crypto library units used in PEA are released under zlib/libpng License. PEA file format and PCOMPRESS specifications are hereby released under PUBLIC DOMAIN: the Author neither has, nor is aware of, any patents or pending patents relevant to this technology and do not intend to apply for any patents covering it. As far as the Author knows, PEA file format in all of it’s parts is free and unencumbered for all uses. Pea is on PeaZip project official site: https://peazip.github.io , https://peazip.org , and https://peazip.sourceforge.io For more information about the licenses: GNU GFDL License, see http://www.gnu.org/licenses/fdl.txt GNU LGPL License, see http://www.gnu.org/licenses/lgpl.txt 1 Content: Section 1: PEA file format ..3 Description ..3 PEA 1.3 file format details ..5 Differences between 1.3 and older revisions ..5 PEA 2.0 file format details ..7 PEA file format’s and implementation’s limitations ..8 PCOMPRESS compression scheme ..9 Algorithms used in PEA format ..9 PEA security model .10 Cryptanalysis of PEA format .12 Data recovery from -
Steganography and Vulnerabilities in Popular Archives Formats.| Nyxengine Nyx.Reversinglabs.Com
Hiding in the Familiar: Steganography and Vulnerabilities in Popular Archives Formats.| NyxEngine nyx.reversinglabs.com Contents Introduction to NyxEngine ............................................................................................................................ 3 Introduction to ZIP file format ...................................................................................................................... 4 Introduction to steganography in ZIP archives ............................................................................................. 5 Steganography and file malformation security impacts ............................................................................... 8 References and tools .................................................................................................................................... 9 2 Introduction to NyxEngine Steganography1 is the art and science of writing hidden messages in such a way that no one, apart from the sender and intended recipient, suspects the existence of the message, a form of security through obscurity. When it comes to digital steganography no stone should be left unturned in the search for viable hidden data. Although digital steganography is commonly used to hide data inside multimedia files, a similar approach can be used to hide data in archives as well. Steganography imposes the following data hiding rule: Data must be hidden in such a fashion that the user has no clue about the hidden message or file's existence. This can be achieved by -
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 -
User Commands GZIP ( 1 ) Gzip, Gunzip, Gzcat – Compress Or Expand Files Gzip [ –Acdfhllnnrtvv19 ] [–S Suffix] [ Name ... ]
User Commands GZIP ( 1 ) NAME gzip, gunzip, gzcat – compress or expand files SYNOPSIS gzip [–acdfhlLnNrtvV19 ] [– S suffix] [ name ... ] gunzip [–acfhlLnNrtvV ] [– S suffix] [ name ... ] gzcat [–fhLV ] [ name ... ] DESCRIPTION Gzip reduces the size of the named files using Lempel-Ziv coding (LZ77). Whenever possible, each file is replaced by one with the extension .gz, while keeping the same ownership modes, access and modification times. (The default extension is – gz for VMS, z for MSDOS, OS/2 FAT, Windows NT FAT and Atari.) If no files are specified, or if a file name is "-", the standard input is compressed to the standard output. Gzip will only attempt to compress regular files. In particular, it will ignore symbolic links. If the compressed file name is too long for its file system, gzip truncates it. Gzip attempts to truncate only the parts of the file name longer than 3 characters. (A part is delimited by dots.) If the name con- sists of small parts only, the longest parts are truncated. For example, if file names are limited to 14 characters, gzip.msdos.exe is compressed to gzi.msd.exe.gz. Names are not truncated on systems which do not have a limit on file name length. By default, gzip keeps the original file name and timestamp in the compressed file. These are used when decompressing the file with the – N option. This is useful when the compressed file name was truncated or when the time stamp was not preserved after a file transfer. Compressed files can be restored to their original form using gzip -d or gunzip or gzcat.