presentation-30min-thesis-defense.fodp

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 <office:meta><dc:title>Distributed Media Versioning (DMV)</dc:title><meta:initial-creator>Mike Murphy</meta:initial-creator><dc:creator>Mike Murphy</dc:creator><meta:editing-cycles>36</meta:editing-cycles><meta:creation-date>2017-06-14T19:09:15.077757345</meta:creation-date><dc:date>2017-06-15T20:55:58.007043877</dc:date><meta:editing-duration>PT7H24M2S</meta:editing-duration><meta:generator>LibreOffice/4.3.3.2$Linux_X86_64 LibreOffice_project/430m0$Build-2</meta:generator><dc:subject>30min Presentation for Thesis Defense</dc:subject><meta:document-statistic meta:object-count="174"/><meta:user-defined meta:name="AppVersion">14.0000</meta:user-defined><meta:user-defined meta:name="Company">Agendum AS</meta:user-defined><meta:user-defined meta:name="HiddenSlides" meta:value-type="float">0</meta:user-defined><meta:user-defined meta:name="HyperlinksChanged" meta:value-type="boolean">false</meta:user-defined><meta:user-defined meta:name="LinksUpToDate" meta:value-type="boolean">false</meta:user-defined><meta:user-defined meta:name="MMClips" meta:value-type="float">0</meta:user-defined><meta:user-defined meta:name="Notes" meta:value-type="float">0</meta:user-defined><meta:user-defined meta:name="PresentationFormat" meta:value-type="string">On-screen Show (4:3)</meta:user-defined><meta:user-defined meta:name="ScaleCrop" meta:value-type="boolean">false</meta:user-defined><meta:user-defined meta:name="ShareDoc" meta:value-type="boolean">false</meta:user-defined><meta:user-defined meta:name="Slides" meta:value-type="float">2</meta:user-defined></office:meta>
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      <text:p text:style-name="P7"><text:span text:style-name="T10">Problem:</text:span><text:span text:style-name="T10"><text:line-break/></text:span><text:span text:style-name="T10">It&apos;s still difficult to backup and sync data</text:span></text:p>
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       <text:list-item>
        <text:p text:style-name="P17">Documents: work, home, laptop —<text:span text:style-name="T12"> </text:span><text:span text:style-name="T13">sync</text:span></text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17"><text:span text:style-name="T13">Photos: new photos on phone, copy to computer</text:span></text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17"><text:span text:style-name="T13">Music: keep subset on phone</text:span></text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17"><text:span text:style-name="T13">Video: collection spans multiple drives, subset on laptop</text:span></text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17"><text:span text:style-name="T13">Everything: backup on multiple drives</text:span></text:p>
       </text:list-item>
      </text:list>
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    </draw:frame>
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      <text:p>What about The Cloud?</text:p>
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       <text:list-item>
        <text:p>Centralizes data</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Have to give data to a third party</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Usually assumes broadband connection</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Often tailored to a specific media</text:p>
       </text:list-item>
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      <text:p>Problem (generalized):<text:line-break/>Want to track a data set spread across devices</text:p>
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       <text:list-item>
        <text:p>Large, diverse data set</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Diverse devices</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Intermittent connections</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Want to shard and replicate in an ad-hoc fashion,<text:line-break/>according to capacity and locality needs</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Want to track what data is where and what has been modified</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Want to sync and move data when network is available</text:p>
       </text:list-item>
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     <draw:text-box>
      <text:p>We have this for source code:<text:line-break/>Distributed Version Control Systems (DVCSs)</text:p>
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      <text:list text:style-name="L3">
       <text:list-item>
        <text:p text:style-name="P17">Always write available</text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17">Disconnected by default</text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17">View what has changed elsewhere, incorporate changes</text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17">Ad-hoc networks — follow structure of organization</text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17">Must resolve conflicts manually — inevitable, end-to-end argument</text:p>
       </text:list-item>
       <text:list-item>
        <text:p text:style-name="P17">“Keep absolutely everything in version control.”<text:line-break/> <text:s text:c="9"/>— Jez Humble and David Farley, <text:span text:style-name="T14">Continuous Delivery</text:span></text:p>
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      </text:list>
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       <text:p>Every single artifact related to the creation of your software should be under version control. Developers should use it for source code, of course, but also for tests, database scripts, build and deployment scripts, documentation, libraries and configuration files for your application, your compiler and collection of tools, and so on — so that a new member of your team can start working from scratch.</text:p>
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      <text:p>Directed Acyclic Graph (DAG)</text:p>
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       <text:list-item>
        <text:p>Content-addressable</text:p>
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         <text:list-item>
          <text:p>Hash file → Blob</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Hash dir → Tree</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Hash state → Commit</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>De-duplicates</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Immutable</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Append only</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Can always append</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Easy to sync</text:p>
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       <text:list-item>
        <text:p>Can verify hashes</text:p>
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     <svg:title>git</svg:title>
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       <text:p>(Only wimps use tape backup: _real_ men just upload their important stuff on ftp, and let the rest of the world mirror it ;) — Linus Torvalds</text:p>
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      <text:p>Limitation of DVCSs:<text:line-break/>Designed for source code</text:p>
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        <text:p>Max file size limited by RAM</text:p>
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          <text:p>File versions compressed via diff algorithm</text:p>
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         <text:list-item>
          <text:p>File must fit into RAM 2–3 times</text:p>
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         <text:list-item>
          <text:p>Better with text files</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Max data set size limited by disk</text:p>
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         <text:list-item>
          <text:p>Local copy of entire data set</text:p>
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         <text:list-item>
          <text:p>Saves every version of every file, forever</text:p>
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      <text:p>State of the Art (Related Works)</text:p>
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        <text:p>Distributed version control systems (Git, Mercurial, etc.)</text:p>
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         <text:list-item>
          <text:p>Designed for source code, limited scalability</text:p>
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        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Scalable distributed systems (GFS, Dynamo, Azure, etc.)</text:p>
        <text:list>
         <text:list-item>
          <text:p>Focused on data center: servers, high-speed connections</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Backup systems w/ content-addressing (Boar, Bup, Time Machine)</text:p>
        <text:list>
         <text:list-item>
          <text:p>Locked into backup workflow, not distributed</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Public distributed storage w/ content-addressing (Dat Data, IPFS)</text:p>
        <text:list>
         <text:list-item>
          <text:p>Focused on public data</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Personal media storage (Camlistore, Eyo)</text:p>
        <text:list>
         <text:list-item>
          <text:p>Focused on media, require internal knowledge of formats, reinvent filesystem</text:p>
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      <text:p>Distributed Media Versioning (DMV)</text:p>
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       <text:list-item>
        <text:p>Partition-tolerant distributed system: off-line by default</text:p>
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       <text:list-item>
        <text:p>Highly available: always allows local write</text:p>
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       <text:list-item>
        <text:p>Tracks separate write histories (version control style)</text:p>
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       <text:list-item>
        <text:p>Wide range of file sizes: text (KBs) to video (GBs)</text:p>
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       <text:list-item>
        <text:p>Diverse devices: server, PC, laptop, mobile</text:p>
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        <text:p>Fine control of sharding and replication</text:p>
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      <text:p>DMV: Main Ideas</text:p>
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       <text:list-item>
        <text:p text:style-name="P17">Start with a Git-like DAG</text:p>
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       <text:list-item>
        <text:p text:style-name="P17">Break files into chunks by content</text:p>
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        <text:p text:style-name="P17">Shard/replicate DAG across several repos</text:p>
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      <text:p>Architecture: Ad-hoc Network of Repositories</text:p>
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      <text:p/>
     </draw:image>
     <svg:title>%3</svg:title>
    </draw:frame>
    <presentation:notes draw:style-name="dp2">
     <draw:page-thumbnail draw:style-name="gr16" draw:layer="layout" svg:width="13.968cm" svg:height="10.476cm" svg:x="3.81cm" svg:y="2.123cm" draw:page-number="11" presentation:class="page"/>
     <draw:frame presentation:style-name="pr12" draw:text-style-name="P18" draw:layer="layout" svg:width="17.271cm" svg:height="12.572cm" svg:x="2.159cm" svg:y="13.271cm" presentation:class="notes" presentation:placeholder="true" presentation:user-transformed="true">
      <draw:text-box/>
     </draw:frame>
    </presentation:notes>
   </draw:page>
   <draw:page draw:name="page12" draw:style-name="dp4" draw:master-page-name="Tittel_20_og_20_innhold" presentation:presentation-page-layout-name="AL3T3">
    <office:forms form:automatic-focus="false" form:apply-design-mode="false"/>
    <draw:frame presentation:style-name="pr14" draw:layer="layout" svg:width="21.888cm" svg:height="3.379cm" svg:x="1.862cm" svg:y="0.834cm" presentation:class="title" presentation:user-transformed="true">
     <draw:text-box>
      <text:p>Scale file size? Break files into chunks</text:p>
     </draw:text-box>
    </draw:frame>
    <draw:frame presentation:style-name="pr11" draw:layer="layout" svg:width="10.693cm" svg:height="12.152cm" svg:x="1.862cm" svg:y="4.864cm" presentation:class="outline" presentation:user-transformed="true">
     <draw:text-box>
      <text:list text:style-name="L3">
       <text:list-item>
        <text:p>Use rolling hash<text:line-break/>ala rsync</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Binary files OK</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Chunks by content</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>De-duplicates unchanged chunks</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Hash chunks<text:line-break/> <text:s text:c="5"/>→ Chunked Blob</text:p>
       </text:list-item>
      </text:list>
     </draw:text-box>
    </draw:frame>
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        <text:p>Partial history of full data</text:p>
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       <text:list-item>
        <text:p>Full history of subset</text:p>
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       <text:list-item>
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      <text:p>DAG Sharding:<text:line-break/>Full history of partial data set</text:p>
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     <svg:title>prototype</svg:title>
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      <text:p>Potential Uses of DMV</text:p>
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        <text:p>Private data storage on own devices</text:p>
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          <text:p>Individuals, organizations</text:p>
         </text:list-item>
        </text:list>
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       <text:list-item>
        <text:p>Large-file version control for media authors</text:p>
        <text:list>
         <text:list-item>
          <text:p>Graphic designers / audio engineers / video editors</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Long-term archiving and backup</text:p>
        <text:list>
         <text:list-item>
          <text:p>Immutability and hash will detect tampering or bit rot</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Low-connectivity networks</text:p>
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          <text:p>Remote sensor networks, interplanetary communication</text:p>
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       <text:list-item>
        <text:p>Written in Rust</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Networking features incomplete</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Basic version control features working</text:p>
        <text:list>
         <text:list-item>
          <text:p>Commit / checkout</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Log</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Branch and merge</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Subset checkout/commit working</text:p>
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     <svg:title>prototype</svg:title>
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      <text:p>Experiments</text:p>
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        <text:p>Two major experiments</text:p>
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         <text:list-item>
          <text:p>Commit one file of increasing file size: 1B to 96 GiB</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Commit increasing number of 1 KiB files: 1 to 10 million</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Five VCSs</text:p>
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         <text:list-item>
          <text:p>Git (2.1.4) — the standard</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Mercurial (3.1.2) — Git&apos;s conceptual model, different file format</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Bup (debian/0.25-1) — DMV&apos;s data concept, Git&apos;s pack file format</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>DMV (c9baf3a, release)</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>“Copy” (GNU <text:span text:style-name="T15">cp</text:span> 8.23) — Dummy VCS that simply copies the files</text:p>
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      <text:p>Experiment Methodology</text:p>
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       <text:list-item>
        <text:p>Python script:</text:p>
        <text:list>
         <text:list-item>
          <text:p>Reformat partition</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Generate random data (<text:span text:style-name="T15">/dev/urandom</text:span>)</text:p>
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         <text:list-item>
          <text:p>Commit with VCS, record command run time (wall-clock)</text:p>
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       <text:list-item>
        <text:p>Data increases exponentially, includes intermediate steps:</text:p>
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         <text:list-item>
          <text:p>File sizes 1 B to 96 GiB, by power of 2, w/ extra step at 1.5x:</text:p>
          <text:list>
           <text:list-item>
            <text:p>1 MiB, 1.5, 2, 3, 4, 6, 8, 12, 16, 24, 32, 48 ,64 …</text:p>
           </text:list-item>
          </text:list>
         </text:list-item>
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          <text:p>File counts 1 to 10 M, by power of 10, w/ extra steps at 2.5x, 5x, 7.5x:</text:p>
          <text:list>
           <text:list-item>
            <text:p>10, 25, 50, 75, 100, 250, 500, 750, 1 000, …</text:p>
           </text:list-item>
           <text:list-item>
            <text:p>Each file, 1 KiB</text:p>
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         </text:list-item>
        </text:list>
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   <draw:page draw:name="page21" draw:style-name="dp4" draw:master-page-name="Tittel_20_og_20_innhold" presentation:presentation-page-layout-name="AL3T3">
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      <text:p>Experiment Platform</text:p>
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       <text:list-item>
        <text:p>4 nearly identical PCs</text:p>
        <text:list>
         <text:list-item>
          <text:p>One full experiment run on each</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Hardware</text:p>
        <text:list>
         <text:list-item>
          <text:p>Hewlet Packard desktop PC</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Intel Core 2 Duo CPU E8500 @ 3.16GHz</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>8 GiB RAM</text:p>
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         <text:list-item>
          <text:p>SATA hard disk (not SSD)</text:p>
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        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Operating system</text:p>
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         <text:list-item>
          <text:p>Debian Linux 8.6 (Jessie)</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Linux Kernel 3.16.0</text:p>
         </text:list-item>
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        <text:p>Filesystem</text:p>
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          <text:p>197 GiB LVM partition</text:p>
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         <text:list-item>
          <text:p>Ext4 filesystem</text:p>
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         <text:list-item>
          <text:p>4 KiB block size</text:p>
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         <text:list-item>
          <text:p>I/O scheduler: CFQ</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>DMV compilation</text:p>
        <text:list>
         <text:list-item>
          <text:p>Rust stable 1.15 or 1.16</text:p>
         </text:list-item>
         <text:list-item>
          <text:p><text:span text:style-name="T15">--release</text:span> compiler flag</text:p>
         </text:list-item>
        </text:list>
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      <text:p>Results: increasing file size — commit time</text:p>
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    <draw:frame presentation:style-name="pr13" draw:layer="layout" svg:width="21.888cm" svg:height="3.379cm" svg:x="1.862cm" svg:y="0.834cm" presentation:class="title" presentation:user-transformed="true">
     <draw:text-box>
      <text:p>Results: increasing file size</text:p>
     </draw:text-box>
    </draw:frame>
    <draw:frame presentation:style-name="pr11" draw:layer="layout" svg:width="21.912cm" svg:height="12.152cm" svg:x="1.862cm" svg:y="4.864cm" presentation:class="outline" presentation:user-transformed="true">
     <draw:text-box>
      <text:list text:style-name="L3">
       <text:list-item>
        <text:p>96 GiB: largest that could fit 2x on 197 GiB partition</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>2 GiB</text:p>
        <text:list>
         <text:list-item>
          <text:p>RAM limitations of diff algorithm come into play</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Mercurial commit aborts with error message</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Git commit succeeds, but gives warning, GC fails</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>DMV, Bup OK — break into chunks</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Speed</text:p>
        <text:list>
         <text:list-item>
          <text:p>Copy fastest, then Bup, then Git. DMV slowest.</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>DMV converts “big file” problem into “many files” problem</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
      </text:list>
     </draw:text-box>
    </draw:frame>
    <presentation:notes draw:style-name="dp2">
     <draw:page-thumbnail draw:style-name="gr16" draw:layer="layout" svg:width="13.968cm" svg:height="10.476cm" svg:x="3.81cm" svg:y="2.123cm" draw:page-number="24" presentation:class="page"/>
     <draw:frame presentation:style-name="pr12" draw:layer="layout" svg:width="17.271cm" svg:height="12.572cm" svg:x="2.159cm" svg:y="13.271cm" presentation:class="notes" presentation:placeholder="true" presentation:user-transformed="true">
      <draw:text-box/>
     </draw:frame>
    </presentation:notes>
   </draw:page>
   <draw:page draw:name="page25" draw:style-name="dp4" draw:master-page-name="Tittel_20_og_20_innhold" presentation:presentation-page-layout-name="AL2T1">
    <office:forms form:automatic-focus="false" form:apply-design-mode="false"/>
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     <draw:text-box>
      <text:p>Results: increasing number of files —<text:line-break/>commit time</text:p>
     </draw:text-box>
    </draw:frame>
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     </draw:image>
     <svg:title>Gnuplot</svg:title>
     <svg:desc>Produced by GNUPLOT 5.0 patchlevel rc2 </svg:desc>
    </draw:frame>
    <presentation:notes draw:style-name="dp2">
     <draw:page-thumbnail draw:style-name="gr16" draw:layer="layout" svg:width="13.968cm" svg:height="10.476cm" svg:x="3.81cm" svg:y="2.123cm" draw:page-number="25" presentation:class="page"/>
     <draw:frame presentation:style-name="pr12" draw:layer="layout" svg:width="17.271cm" svg:height="12.572cm" svg:x="2.159cm" svg:y="13.271cm" presentation:class="notes" presentation:placeholder="true" presentation:user-transformed="true">
      <draw:text-box/>
     </draw:frame>
    </presentation:notes>
   </draw:page>
   <draw:page draw:name="page26" draw:style-name="dp4" draw:master-page-name="Tittel_20_og_20_innhold" presentation:presentation-page-layout-name="AL2T1">
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     <draw:text-box>
      <text:p>Results: increasing number num files</text:p>
     </draw:text-box>
    </draw:frame>
    <draw:frame presentation:style-name="pr11" draw:layer="layout" svg:width="21.912cm" svg:height="12.152cm" svg:x="1.862cm" svg:y="4.864cm" presentation:class="outline" presentation:user-transformed="true">
     <draw:text-box>
      <text:list text:style-name="L3">
       <text:list-item>
        <text:p>Limitation: inodes</text:p>
        <text:list>
         <text:list-item>
          <text:p>Store file-per-file: run out of inodes</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>197 GiB partition: ~13 M inodes</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>7.5 M files x2 → 15 M inodes → disk “full”</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Bup OK — packs files together</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Speed: sequential vs random writes</text:p>
        <text:list>
         <text:list-item>
          <text:p>Git and DMV slowest</text:p>
          <text:list>
           <text:list-item>
            <text:p>filenames by hash, effectively random</text:p>
           </text:list-item>
          </text:list>
         </text:list-item>
         <text:list-item>
          <text:p>Copy, Bup, and Mercurial fastest</text:p>
          <text:list>
           <text:list-item>
            <text:p>Copy, Mercurial: filenames by input file names</text:p>
           </text:list-item>
           <text:list-item>
            <text:p>Bup: append to pack files</text:p>
           </text:list-item>
           <text:list-item>
            <text:p>Both: sequential writes</text:p>
           </text:list-item>
          </text:list>
         </text:list-item>
        </text:list>
       </text:list-item>
      </text:list>
     </draw:text-box>
    </draw:frame>
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     <draw:page-thumbnail draw:style-name="gr16" draw:layer="layout" svg:width="13.968cm" svg:height="10.476cm" svg:x="3.81cm" svg:y="2.123cm" draw:page-number="26" presentation:class="page"/>
     <draw:frame presentation:style-name="pr12" draw:layer="layout" svg:width="17.271cm" svg:height="12.572cm" svg:x="2.159cm" svg:y="13.271cm" presentation:class="notes" presentation:placeholder="true" presentation:user-transformed="true">
      <draw:text-box/>
     </draw:frame>
    </presentation:notes>
   </draw:page>
   <draw:page draw:name="page27" draw:style-name="dp5" draw:master-page-name="Tittel_20_og_20_innhold" presentation:presentation-page-layout-name="AL2T1">
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     <draw:text-box>
      <text:p>Results: increasing number of files — repo size</text:p>
     </draw:text-box>
    </draw:frame>
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        <text:p>We have rediscovered the limits of the Unix filesystem</text:p>
        <text:list>
         <text:list-item>
          <text:p>4 KiB block size: smaller files waste disk space</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Total number of files limited by inodes</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Filesystem optimized for sequential writes</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Random file-name writes much slower</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Key to storing large files (&gt;RAM): break into many files</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Key to storing many files (&gt;inodes): pack back together</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>In the process, restructure data as DAG</text:p>
        <text:list>
         <text:list-item>
          <text:p>Content-addressable storage de-duplicates</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Append-only structure easy to sync</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Useful ways to shard data</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
      </text:list>
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      <text:p>Future Work</text:p>
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       <text:list-item>
        <text:p>Filesystem optimizations</text:p>
        <text:list>
         <text:list-item>
          <text:p>Pack objects together for faster writes, more efficient storage</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Experiment with real-world data</text:p>
        <text:list>
         <text:list-item>
          <text:p>Tune chunk algorithm and chunk size</text:p>
         </text:list-item>
         <text:list-item>
          <text:p>Balance de-duplication granularity with indexing overhead</text:p>
         </text:list-item>
        </text:list>
       </text:list-item>
       <text:list-item>
        <text:p>Implement network features</text:p>
       </text:list-item>
       <text:list-item>
        <text:p>Join us: http://dmv.sleepymurph.com/</text:p>
       </text:list-item>
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