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TVM: An Automated End-to-End Optimizing Compiler for …

TVM: An Automated End-to-End Optimizing Compiler for Deep Learning Tianqi Chen and Thierry Moreau, University of Washington; Ziheng Jiang, University of Washington, AWS; Lianmin Zheng, Shanghai Jiao Tong University; Eddie Yan, Haichen Shen, and Meghan Cowan, University of Washington; Leyuan Wang, UC Davis, AWS; Yuwei Hu, Cornell; Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy, University of Washington This paper is included in the Proceedings of the 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI '18). October 8 10, 2018 Carlsbad, CA, USA.

TVM supports multiple deployment back-ends in lan-guages such as C++, Java and Python. The rest of this paper describes TVM’s architecture and how a system programmer can extend it to support new back-ends. 3 Optimizing Computational Graphs Computational graphs are a common way to represent programs in DL frameworks [3,4,7,9]. Figure 3 shows

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UC San Diego On the effectiveness of mitigations …

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On the effectiveness of mitigations against floating-point timing channels David Kohlbrenner Hovav Shacham UC San Diego How effective are?

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Strangely Enough It All Turns Out Well - usenix.org

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• Venture Capital 101 and Building the Business • End Game – Acquisition Angst – and Assimilation • Working for Corporate America • Things I will do differently next time …. A Brief History of Softway Systems • The Mission: build an environment to allow UNIX apps to be

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F Reload: A High Resolution, Low Noise, L3 Cache Side ...

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Flush+Reload: A High Resolution, Low Noise, L3 Cache Side-Channel Attack ... FLUSH +RELOAD: a High Resolution, Low Noise, L3 Cache Side-Channel Attack Yuval Yarom Katrina Falkner The University of Adelaide Abstract Sharing memory pages between non-trusting processes is a common method of reducing the memory footprint of multi-tenanted systems ...

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Identifying Trends in Enterprise Data Protection Systems

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Identifying Trends in Enterprise Data Protection Systems George Amvrosiadis Dept. of Computer Science, University of Toronto ... Understanding com- ... ratios Deduplication can result in the reduction of backup image sizes by more than 88%,

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Estimating Unseen Deduplication— from Theory to Practice

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ment depends on the data itself and on the storage media that it resides on. The technique is based ... deduplication and data reduction in general, makes more sense than ever. Combined with the popularity of modern ... Understanding the estimation accuracy. The proofs of accuracy of the Unseen algorithm are the-

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Architecture and Implementation R. A. P. of Guide, an Object-Oriented Distributed System Balter, J. Bernadat, D. Decouchant, A. Duda, Freyssinet, S. Krakowiak, M ...

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Fear the Reaper: Characterization and Fast Detection of ...

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Fear the Reaper: Characterization and Fast Detection of Card Skimmers Nolen Scaife University of Florida scaife@ufl.edu Christian Peeters University of Florida

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Under New Management: Practical Attacks on SNMPv3

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done via SNMP, the serial port, or a web interface. Of these options, only SNMP allows for scalable configura-tion management accross a diverse group of devices. For example, a managed LAN switch can be configured with features such as port specific Quality of Service (QoS)

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File Systems Fated for Senescence? Nonsense, Says Science!

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and file system design that could substantially affect ag-ing. For example, a back-of-the-envelope analysis sug-gests that aging should get worse as rotating disks get

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Core Job Descriptions - USENIX

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4 / Core Job Descriptions n Ability to identify/locate shared resources and perform simple tasks (e.g., manipulate jobs in a print queue, figure out why a network file system isn’t available) n Works well alone or on a team Required Background n Two years of college …

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KNOWLEDGE OF DIVERSE LEARNERS: IMPLICATIONS FOR …

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combining methods in one study we can confirm and explain, verify and generate theory, all at the same time’. In addition, Gorard (2004) points out that the use of a single method with phenomena presenting multiple appearances is likely to lead to a fragmented account. In relation to research of KDL as it is a kind of pedagogical knowledge, the

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HP -2021 19 Overview of Barriers and Facilitators in COVID ...

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to reach diverse audiences, combining multiple strategies that also engage the communities in addressing different barriers is generally the best approach. Strategies increasing vaccination uptake include interventions that directly impact clinician behavior, clinic and public health processes, patient behaviors, and policy.

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The Meaning of Language - Harvard University

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words or phrases have more than one meaning, or are ambiguous – Syntactic ambiguity arises from multiple syntactic structures corresponding to the same string of words • The boy saw the man with the telescope – Lexical ambiguity arises from multiple meanings corresponding to the same word or phrase • This will make you smart

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Intersectionality: A Tool for Gender and Economic Justice ...

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from the premise that people live multiple, layered identities derived from social relations, history and the operation of structures of power. People are members of more than one community at the same time, and can simultaneously experience oppression and privilege (e.g. a woman may be a respected medical professional

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Chapter 23: Wafer Level Packaging

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Smart DFSORT Tricks - IBM

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You can use the RESIZE operator of DFSORT's ICETOOL to create one long fixed-length record from several shorter fixed-length records. Let's say we have an input file with RECFM=FB and LRECL=10 that has these records: Record 001 Record 002 Record 003 Record 004 Record 005 Record 006 Record 007 Record 008 We want to combine three records into one.

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CHOOSING A MIXED METHODS DESIGN - SAGE Publications …

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