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    <title>topic Re: High density GPU options? in Horizon Desktops and Apps</title>
    <link>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932438#M97879</link>
    <description>&lt;P&gt;This is very much helpful. Thanks for sharing&lt;/P&gt;</description>
    <pubDate>Fri, 07 Oct 2022 14:01:04 GMT</pubDate>
    <dc:creator>smut5203</dc:creator>
    <dc:date>2022-10-07T14:01:04Z</dc:date>
    <item>
      <title>High density GPU options?</title>
      <link>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932060#M97861</link>
      <description>&lt;P&gt;What is the best option if you want high density GPU support ?&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;I was thinking about vSGA which based on this article (&lt;A href="https://blogs.vmware.com/performance/2020/01/vmware-vsga-for-content-rich-vdi.html)" target="_blank"&gt;https://blogs.vmware.com/performance/2020/01/vmware-vsga-for-content-rich-vdi.html)&lt;/A&gt;&amp;nbsp;seems to be good enough for our use case.&lt;BR /&gt;&lt;BR /&gt;But when I was looking at nvidia documentation it seems that vsga is no loger supported on new nvidia cards. What is then the alternative, AMD cards ?&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;P.S. Is VSGA even good option to begin with ?&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 05 Oct 2022 12:03:42 GMT</pubDate>
      <guid>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932060#M97861</guid>
      <dc:creator>Najtsob</dc:creator>
      <dc:date>2022-10-05T12:03:42Z</dc:date>
    </item>
    <item>
      <title>Re: High density GPU options?</title>
      <link>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932380#M97877</link>
      <description>&lt;P&gt;As always - "it depends" - but I can share our setup and experience:&lt;/P&gt;&lt;P&gt;Started off with Nvidia K1 in 2016, worked fine with Win7 VM's - and no licensing nightmare either! We're only using vDGA, easy to setup and upgrade whenever needed. Drivers now support vMotion with GPU as well, works impressively smooth.&lt;/P&gt;&lt;P&gt;We have had a number of Dell 2U servers with 3x Nvidia M10 running our density load for years, Windows 10 clients on Horizon 7.13 with a mix of thin clients and laptops. Normal VDI with 2x full HD monitors for office workers. Needs licenses for each VM.&lt;/P&gt;&lt;P&gt;One M10 card has 4x GPU and 32GB memory, hence we could in theory run 96 VM's on each server with a 1GB GPU profile. Our experience is that rather using 2GB profiles and max out at half the amount of VM's is much better. You'll soon run out of CPU and/or memory. A GPU enabled VM locks up all memory it is provided, and it still uses CPU as not all applications offload graphics to GPU.&lt;/P&gt;&lt;P&gt;We also have Dell 2U servers with 6x Nvidia T4 cards (1GPU, 16GB each), used with 4GB profiles for e.g. video editing. This setup yields a max of 24 VM's with a 4GB CUDA enabled workstation profile. Though at a rather high cost, as the WS license from Nvidia is not cheap.&amp;nbsp;&lt;SPAN&gt;Some "challenges":&lt;/SPAN&gt;&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;&lt;SPAN&gt;High cost, Nvidia licensing and cards. Looking forward to testing Intel's new initiative (&lt;A href="https://www.intel.com/content/www/us/en/newsroom/news/introducing-intel-data-center-gpu-flex-series.html)" target="_blank" rel="noopener"&gt;https://www.intel.com/content/www/us/en/newsroom/news/introducing-intel-data-center-gpu-flex-series.html)&lt;/A&gt;&amp;nbsp;- apparently without license.&lt;/SPAN&gt;&lt;/LI&gt;&lt;LI&gt;&lt;SPAN&gt;Nvidia licensing server hasn't been that stable up until this year, and handling the licenses is messy. The least "lease-time" before freeing the license is 10 minutes.&lt;/SPAN&gt;&lt;/LI&gt;&lt;LI&gt;&lt;SPAN&gt;The general user uses much more web based video than before - kills performance sometimes, even with GPU in the VM.&lt;/SPAN&gt;&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;The current Nvidia A16 is the natural choice for density in my opinion, but take a look at Intel and AMD solutions as well. Licensing and licensing servers is Nvidia's biggest disadvantage in my opinion.&lt;/P&gt;&lt;P&gt;I also have to give Nvidia support kudos, they are brilliant and responsive like no-one else I've worked with!&lt;/P&gt;</description>
      <pubDate>Fri, 07 Oct 2022 09:01:55 GMT</pubDate>
      <guid>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932380#M97877</guid>
      <dc:creator>5teelman</dc:creator>
      <dc:date>2022-10-07T09:01:55Z</dc:date>
    </item>
    <item>
      <title>Re: High density GPU options?</title>
      <link>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932438#M97879</link>
      <description>&lt;P&gt;This is very much helpful. Thanks for sharing&lt;/P&gt;</description>
      <pubDate>Fri, 07 Oct 2022 14:01:04 GMT</pubDate>
      <guid>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2932438#M97879</guid>
      <dc:creator>smut5203</dc:creator>
      <dc:date>2022-10-07T14:01:04Z</dc:date>
    </item>
    <item>
      <title>Re: High density GPU options?</title>
      <link>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2935382#M98017</link>
      <description>&lt;P&gt;Thank you for the first hand answer.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;I know that nvidia licensing is pain, but AMD or Intel GPUs seems to be totally unknown option and I would rather stick with something that is more widely deployed.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 26 Oct 2022 13:14:44 GMT</pubDate>
      <guid>https://communities.vmware.com/t5/Horizon-Desktops-and-Apps/High-density-GPU-options/m-p/2935382#M98017</guid>
      <dc:creator>Najtsob</dc:creator>
      <dc:date>2022-10-26T13:14:44Z</dc:date>
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