Stromasys on LinkedIn: Sun4u vs Sun4v- A Performance Comparison

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id="main-content" role="main"> <section class="core-rail mx-auto papabear:w-core-rail-width mamabear:max-w-[790px] babybear:max-w-[790px]"> <div class="details mx-details-container-padding"> <section class="mb-3"> <h1 class="section-title mb-2"> Stromasys’ Post </h1> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card main-feed-activity-card-with-comments" data-activity-urn="urn:li:activity:7260682456335339520" data-featured-activity-urn="urn:li:activity:7260682456335339520" data-attributed-urn="urn:li:ugcPost:7260682455773237250">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://ch.linkedin.com/company/stromasys?trk=public_post_feed-actor-image" class="relative" data-tracking-control-name="public_post_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 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href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fsun4v&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#Sun4v</a> architectures in this comprehensive guide for decision-makers. </p>  </div>  <a href="https://www.linkedin.com/pulse/explore-key-differences-between-sun4u-sun4v-architectures-comprehensive-yj3kf?trk=public_post_feed-article-content" target="_self" data-tracking-control-name="public_post_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="Sun4u vs Sun4v- A Performance Comparison " class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D12AQHJyiOFU00hPA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1731080458283?e=2147483647&v=beta&t=kzTEsD1U1XHZhFrSe128H0C8OFKNyDKprJjKYWnDI_c" data-ghost-classes="tw-feed-content-ghost-image" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/42byfw7gh464l64dlwodbbdez">  <section class="flex justify-between article-content__header py-1"> <header> <h2 class="tw-feed-content-title" dir="ltr" data-test-id="article-content__title"> Sun4u vs Sun4v- A Performance Comparison </h2> <h3 class="tw-feed-content-subtitle" data-test-id="article-content__subtitle"> Stromasys on LinkedIn </h3> </header>  </section> </a> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a 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href="https://www.linkedin.com/posts/javigon_hammerspace-boosts-gpu-server-performance-activity-7263545491584401408-NoRe" target="_self"></a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card related-posts__crosslink" data-activity-urn="urn:li:activity:7263545491584401408" data-featured-activity-urn="urn:li:activity:7263545491584401408" data-attributed-urn="urn:li:share:7263545490984615936">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://dk.linkedin.com/in/javigon/en?trk=public_post_feed-actor-image" class="relative" data-tracking-control-name="public_post_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQF3PMLdu8W12w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1697847217388?e=2147483647&v=beta&t=3YtaZEdQ7b8iLOihvw1jDlJzhu3xfNLCNsgec1bWBUM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Javier González, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://dk.linkedin.com/in/javigon/en?trk=public_post_feed-actor-name" data-tracking-control-name="public_post_feed-actor-name" aria-label="View profile for Javier González" data-tracking-will-navigate> Javier González </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Head of Open-Ecosystem at Samsung Semiconductor </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2w <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fjavigon_hammerspace-boosts-gpu-server-performance-activity-7263545491584401408-NoRe&trk=public_post_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="public_post_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7263545491584401408" data-semaphore-tracking-prefix="public_post_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled 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The work they are doing on Tier-0 to accelerate GPUDirect is great. GPU-initiated I/O architectures are one of the most interesting areas in storage ATM. <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fgpuinitiatedio&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#gpuinitiatedio</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fstorageforai&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#storageforai</a></p>  </div>  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fblocksandfiles%2Ecom%2F2024%2F11%2F14%2Fhammerspace-opens-up-fast-local-gpu-server-nvme-storage-to-speed-ai-training%2F&urlhash=4xvt&trk=public_post_feed-article-content" target="_self" data-tracking-control-name="public_post_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="Hammerspace boosts GPU server performance with latest update – Blocks and Files" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4E27AQFd__RkQ9pgiw/articleshare-shrink_1280_800/articleshare-shrink_1280_800/0/1731595153747?e=2147483647&v=beta&t=I4jNR4WThLPEdsHSzNc6ruIQKswAF0Wwh9quFxeCzGo" data-ghost-classes="tw-feed-content-ghost-image" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/42byfw7gh464l64dlwodbbdez">  <section class="flex justify-between article-content__header py-1"> <header> <h2 class="tw-feed-content-title" dir="ltr" data-test-id="article-content__title"> Hammerspace boosts GPU server performance with latest update – Blocks and Files </h2> <h3 class="tw-feed-content-subtitle" data-test-id="article-content__subtitle"> https://blocksandfiles.com </h3> </header>  </section> </a> <code 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</span> </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fnilesh-n-shah_hammerspace-boosts-gpu-server-performance-activity-7263702784439394304--DN6&trk=public_post_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="public_post_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7263702784439394304" data-semaphore-tracking-prefix="public_post_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">Here's another validation of a previous post: using high capacity/ performance SSDs for GPU check pointing to improve model training performance. This article puts some nice TCO metrics stakes in the ground around this use case: 💰💰 : $40M savings per 1k GPU cluster ⏰ ⏰: checkpoint time reduction by 100x from 200s to 2s , by avoiding network traffic In related news, a phenomenal 122TB capacity NVMe SSD coming out of the <a class="link" href="https://www.linkedin.com/company/solidigmtechnology?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Solidigm</a> stable, see <a class="link" href="https://www.linkedin.com/in/greg-matson-102b12?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Greg Matson</a>'s post <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2Fg4iZP6iF&urlhash=pusu&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/g4iZP6iF</a> , a timely development aligned to this check pointing use case given the growth of model size. Thanks to <a class="link" href="https://www.linkedin.com/in/adithyareddy?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Adi Gangidi</a> for some great discussions and sharing your insights from your experience clustering GPUs at scale at <a class="link" href="https://www.linkedin.com/company/meta?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Meta</a> several months ago! Some simple math can be performed adding up HBM capacity of 1k GPUs , PCIe throughput, etc to come up with a comprehensive TCO model , DM if interested , also if interested to collaborate on this or other hypotheses mentioned in my previous post: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgrGM99Ek&urlhash=cjGh&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/grGM99Ek</a></p>  </div> <article aria-label="Reshared post" class="relative pt-1.5 px-2 pb-1 mb-1 babybear:pt-0.5 babybear:pb-0 babybear:mb-0 container-lined bg-color-background-container feed-reshare-content" data-test-id="feed-reshare-content" data-attributed-urn="urn:li:share:7263545490984615936" data-activity-urn="urn:li:activity:7263545491584401408" tabindex="0"> <div class="flex items-center font-sans" data-test-id="feed-reshare-content__entity-lockup"> <a href="https://dk.linkedin.com/in/javigon/en?trk=public_post_reshare_feed-actor-image" target="_self" class="relative" data-tracking-control-name="public_post_reshare_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQF3PMLdu8W12w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1697847217388?e=2147483647&v=beta&t=3YtaZEdQ7b8iLOihvw1jDlJzhu3xfNLCNsgec1bWBUM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Javier González, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://dk.linkedin.com/in/javigon/en?trk=public_post_reshare_feed-actor-name" target="_self" data-tracking-control-name="public_post_reshare_feed-actor-name" aria-label="View profile for Javier González" data-tracking-will-navigate> Javier González </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Head of Open-Ecosystem at Samsung Semiconductor </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2w <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="feed-reshare-content__commentary">I have always been a fan of <a class="link" href="https://www.linkedin.com/company/hammerspace?trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>Hammerspace</a> 's architecture. The work they are doing on Tier-0 to accelerate GPUDirect is great. GPU-initiated I/O architectures are one of the most interesting areas in storage ATM. <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fgpuinitiatedio&trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>#gpuinitiatedio</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fstorageforai&trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>#storageforai</a></p>  </div>  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fblocksandfiles%2Ecom%2F2024%2F11%2F14%2Fhammerspace-opens-up-fast-local-gpu-server-nvme-storage-to-speed-ai-training%2F&urlhash=4xvt&trk=public_post_reshare_feed-article-content" target="_self" data-tracking-control-name="public_post_reshare_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="Hammerspace boosts GPU server performance with latest update – Blocks and Files" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4E27AQFd__RkQ9pgiw/articleshare-shrink_1280_800/articleshare-shrink_1280_800/0/1731595153747?e=2147483647&v=beta&t=I4jNR4WThLPEdsHSzNc6ruIQKswAF0Wwh9quFxeCzGo" data-ghost-classes="tw-feed-content-ghost-image" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/42byfw7gh464l64dlwodbbdez">  <section class="flex justify-between article-content__header py-1"> <header> <h2 class="tw-feed-content-title" dir="ltr" data-test-id="article-content__title"> Hammerspace boosts GPU server performance with latest update – Blocks and Files </h2> <h3 class="tw-feed-content-subtitle" 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The key technology centers on Seagate's unique Corvault-branded disk aggregation innovations. While conceptually similar to RAID, it is far more similar to ZFS dRAID, albeit with a hardware (ASIC) implementation and a uniquely and tightly coupled relationship to the underlying storage technology that no other ISV could achieve without "owning" the full technology stack. Amazingly, since I wrote the bulk of this paper, Seagate has continued capacity and performance innovations with its game-changing Corvault platform. Whereas a year ago, capacities topped out at 2 petabytes per unit, Seagate has leveraged HAMR technology to increase capacities dramatically while reducing the cost per solution petabyte. If you would like to know more, feel free to reach out to me or <a class="link" href="https://www.linkedin.com/in/robwilsonssd?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Rob Wilson</a> at Seagate PLC. I no longer work for Seagate (I am 100% focused on Web3 technologies these days), I still strongly believe in this platform. <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgUQSMhzR&urlhash=cEun&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gUQSMhzR</a></p>  </div>  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fdsalliance%2Eio%2Fresources%2Fpublications%2Fdsa-seagate-klara-web3mine-filecoin-reference-architecture&urlhash=vDKk&trk=public_post_feed-article-content" target="_self" data-tracking-control-name="public_post_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="New Reference Architecture to Scale Filecoin for Commercial-Grade Loads" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" 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Or settling for inefficient solutions that drain your resources? 𝙇𝙤𝙤𝙠 𝙣𝙤 𝙛𝙪𝙧𝙩𝙝𝙚𝙧 𝙩𝙝𝙖𝙣 𝘼𝘿𝙈𝘾 𝙄𝙏 𝙎𝙤𝙡𝙪𝙩𝙞𝙤𝙣𝙨! This dynamic duo is here to solve all your high-density and cost-optimization woes. From sleek 1U servers to the jaw-dropping 3U MicroCloud marvel (packing 10x 1U power in a single unit! 🤯), these solutions are redefining what's possible. 𝙃𝙤𝙬𝙚𝙫𝙚𝙧, 𝙩𝙝𝙚𝙧𝙚'𝙨 𝙢𝙤𝙧𝙚! <a class="link" href="https://www.linkedin.com/company/supermicro?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Supermicro</a> 's proven module design meets AMD's ultra-efficient "Zen4" core architecture. It’s time to take your <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fsmb&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#SMB</a> to new heights with <a class="link" href="https://ae.linkedin.com/company/admc-it?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>ADMC IT Solutions</a> 🌐 𝗩𝗶𝘀𝗶𝘁: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fadmcits%2Eae%2F&urlhash=41PE&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://admcits.ae/</a> 📞𝗖𝗼𝗻𝘁𝗮𝗰𝘁 𝘂𝘀: +971 42417333 ✉️ 𝗘𝗺𝗮𝗶𝗹: <a class="link" href="https://www.linkedin.com/redir/redirect?url=mailto%3Asales%40admcits%2Eae&urlhash=REzK&trk=public_post-text" target="_self" rel="nofollow" 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Typically, VMs maintain application state and persistent data, similar to the 𝘚𝘵𝘢𝘵𝘦𝘧𝘶𝘭𝘚𝘦𝘵 pods. A VM object specifies a template to create a running instance of the VM inside your cluster. The running instance of a VM is a virtual machine instance (VMI). A container inside a pod executes and manages the VMI. The relationship between a VM and a VMI is similar to the relationship between a deployment and a replica set. A VM object specifies the template for a VMI pod. If a VMI is deleted, then Kubernetes generates another instance that is based on the VM object configuration. When a VM is created and started, a virt-controller pod signals to a virt-handler pod on a cluster node to create a virt-launcher pod for the VMI. 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</p> </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1.5"> <div class="link-overlay relative"> <a aria-label="Post by Praveen Raj Mani" class="absolute left-0 top-0 h-full w-full z-1 !border-0" data-tracking-control-name="link-overlay-public_post" href="https://www.linkedin.com/posts/praveen-raj-mani-590541124_the-story-of-directpv-activity-7172828856503005184-nwU_" target="_self"></a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card related-posts__crosslink" data-activity-urn="urn:li:activity:7172828856503005184" data-featured-activity-urn="urn:li:activity:7172828856503005184" data-attributed-urn="urn:li:share:7172828855680839681">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a 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Praveen Raj Mani" data-tracking-will-navigate> Praveen Raj Mani </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Software Engineer at Minio, Inc. </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 8mo <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" tabindex="0"> <icon 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data-test-id="main-feed-activity-card__commentary">DirectPV is a CSI driver for Direct Attached Storage. In a simpler sense, it is a distributed persistent volume manager, and not a storage system like SAN or NAS. It is useful to discover, format, mount, schedule and monitor drives across servers. Distributed data stores such as object storage, databases and message queues are designed for direct attached storage, and they handle high availability and data durability by themselves. Running them on traditional SAN or NAS based CSI drivers (Network PV) adds yet another layer of replication/erasure coding and extra network hops in the data path. This additional layer of disaggregation results in increased-complexity and poor performance. Whereas DirectPV provides direct access to the storage. Here are some of the interesting design decisions taken during the development phase: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2Fgf5iZxVz&urlhash=11yN&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gf5iZxVz</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fk8s&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#k8s</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fcontainerstorage&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#containerstorage</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fminio&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#minio</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fstorage&trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#storage</a> </p>  </div>  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fblog%2Emin%2Eio%2Fthe-story-of-directpv%2F&urlhash=sWqt&trk=public_post_feed-article-content" target="_self" data-tracking-control-name="public_post_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="The Story of DirectPV" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQHYhEwdbRBAsQ/articleshare-shrink_800/articleshare-shrink_800/0/1712081871001?e=2147483647&v=beta&t=IjjkI3htPIZ7gxTEuXG4JK49qOXLnHyHeAlDm0a_NcA" data-ghost-classes="tw-feed-content-ghost-image" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/42byfw7gh464l64dlwodbbdez">  <section class="flex justify-between article-content__header py-1"> <header> <h2 class="tw-feed-content-title" dir="ltr" data-test-id="article-content__title"> The Story of DirectPV </h2> <h3 class="tw-feed-content-subtitle" data-test-id="article-content__subtitle"> blog.min.io </h3> </header>  </section> </a> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a 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This article is about lowering power usage on small edge devices. 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Plus get a preview of what may be possible in the future given the flexibility of this underlying architecture. <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fhpe%2Eto%2F6041YUjEb&urlhash=W_FO&trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://hpe.to/6041YUjEb</a></p>  </div>  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fcommunity%2Ehpe%2Ecom%2Ft5%2Faround-the-storage-block%2Fbuilding-the-case-for-hpe-alletra-storage-mp-architecture%2Fba-p%2F7222019&urlhash=YKR1&trk=public_post_feed-article-content" target="_self" data-tracking-control-name="public_post_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="Building the case for HPE Alletra Storage MP architecture" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" 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Stromasys on LinkedIn: Sun4u vs Sun4v- A Performance Comparison