Building a GPU cluster for AI

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  • Опубліковано 5 січ 2025

КОМЕНТАРІ • 56

  • @peterxyz3541
    @peterxyz3541 Рік тому +40

    Thanks. I’m planning on building a “massive” 2 GPU system for home use.

    • @fundoo203
      @fundoo203 Рік тому +5

      How did it go man? I also want to build something like that and then stumbled on this video, which is excellent

  • @randahan215
    @randahan215 Рік тому +14

    Extraordinary presentation. Covered all the important topics in depth and with real teaching talent. Many thanks!!

  • @AjaySimha-s2y
    @AjaySimha-s2y 4 місяці тому +1

    What an amazing presentation - one of the better videos I have watched. Great breadth and depth.

  • @carlschumacher5510
    @carlschumacher5510 3 роки тому +21

    Its nice to see a holistic explanation of designing / building / installing a complex multi-rack system...As someone that has spent years working on both sides of the "analog/digital divide" (physical data center world / digital world's various segments), the un-sexy physical aspects of available rack space / power / cooling / floor loading / network uplink bandwidth are often overlooked (often assumed)...A semi arrives with a pallet: "Hey Carl, you can have this online in a couple days, right?"

    • @lambdacloud
      @lambdacloud  2 роки тому +8

      Hey Carl, thanks for the kind comment. Glad you like the video. It's always funny how difficult it can be to 'bridge the divide' between the physical world and virtual world. Many SWEs expect to be able to "spin up" 1000 servers with an API call and forget that there are actual physical objects and tons of people that actually make that happen when you're on-prem.

  • @randahan215
    @randahan215 Рік тому +2

    Most professional and holistic explanation I heard about this topic.
    Thank you so much!!

  • @onlooker365
    @onlooker365 5 місяців тому

    Ground level details with all the critical aspects covered nice for GPU Cluster to the last cable length calculation.

  • @fundyourhustle
    @fundyourhustle 6 місяців тому +1

    One of the best presentations on GPU cluster design, even at 3 years old. Great teaching skills!

  • @yassinebouchoucha
    @yassinebouchoucha Рік тому +4

    Thank you for highlighting an underrated topic/options that company should re-consider within their compute infrastructure.

  • @dr.mikeybee
    @dr.mikeybee Рік тому +3

    Thank you. You got me started years ago with your lambda stack -- the only way I could get TensorFlow installed on Linux.

  • @lovanda2000
    @lovanda2000 6 місяців тому

    Best of the best presentation on server clusters. Author presented deep understanding of server clusters so that he explains things in an easy way. thank you!!!

  • @ProjectPhysX
    @ProjectPhysX 3 роки тому +26

    Lots and lots of A100 GPUs. Every single one of them is a monster, almost 2x faster memory than the next best GPU. An entire room full of A100 racks... holy cow.

  • @rosenangelow6082
    @rosenangelow6082 Рік тому +2

    Tell me how difficult it is so i can buy your solution kind of talk

  • @NSPK-
    @NSPK- Рік тому

    Very expert suggestions for hpc and compute sizing.

  • @zicarconsultancy
    @zicarconsultancy 2 місяці тому

    This is super insightful!

  • @austynr
    @austynr 2 роки тому +2

    Genius bait and switch. Props!

    • @metal_mo
      @metal_mo 2 роки тому +1

      Lambda needs an explanation on the difference between "building" and "designing".

  • @glennisholcomb592
    @glennisholcomb592 Рік тому +1

    I have three computers, and a nas, and a external hub. I think that I don’t need a another server because of the NAS. As far as my architecture goes, is there anything else that you can advise?

  • @ilyboc
    @ilyboc Рік тому

    Really good analysis and presentation!

  • @loadmastergod1961
    @loadmastergod1961 7 місяців тому

    I want to build a multi dual epyc 7742 based system for goofing around learning this stuff.

  • @HarishN.J
    @HarishN.J 8 місяців тому

    Hey Stephen, this is highly informative. I work on this clustering. Now am able to connect the dots and get the bigger picture.
    where can i read about the relationship between numa topology and GPU peering capability.

  • @mengxu2026
    @mengxu2026 3 роки тому +2

    Our group ordered around 10 lambda PCs 1 year ago. Right now more than 5 have problems. Some of them do not start up. Mine gets stuck randomly....

    • @yugr
      @yugr 3 роки тому

      Have you tried looking into the reasons?

    • @lambdacloud
      @lambdacloud  3 роки тому +3

      Meng Xu, you can email support@lambdalabs.com 24/7 or call +1 (866) 711-2025 during business hours. Sorry to hear you're having issues, I'm sure we'll be able to resolve them quickly.

    • @danielleza908
      @danielleza908 Рік тому +1

      Our team has 5 lambda laptops, they work perfectly for over a year now..
      We also have a workstation with 3 GPUs, works great too.

  • @jleonardoperez5402
    @jleonardoperez5402 10 місяців тому

    Looking for work would love to help

  • @cyberspider78910
    @cyberspider78910 7 місяців тому

    Highly appreciated...UA-cam should have a separate category called Founder's video.

  • @uzairqarni7782
    @uzairqarni7782 11 місяців тому

    This was amazing. Thank you.

  • @brianwesley28
    @brianwesley28 3 роки тому +4

    Thanks for the video.

  • @petevenuti7355
    @petevenuti7355 Рік тому

    What if I have a model that I just want to run as provided, it hasn't really been optimized to run around the cluster and has memory requirements greater than any individual system I have. I feel safe to assume that for that specific case a shared distributed memory model would be the solution to run that specific app, yes? Is there any distribution of Linux that has support for such a memory model? It doesn't have to be a full-blown single system image. Perhaps a patch to the memory management driver so storage can be treated as an extension of system memory and not swap memory?
    Does any such software exist?

  • @WorldMover
    @WorldMover 5 місяців тому

    What a remarkable video

  • @Bloodycub666
    @Bloodycub666 2 роки тому

    I just love this kind things. How do i can start this kind bussnes how i can find customer for like small node and start building up

  • @mayori-engineering-hub
    @mayori-engineering-hub Рік тому

    Does it work in man????

  • @sanaullah-qureshi
    @sanaullah-qureshi 2 роки тому +2

    very informative , thank you.

  • @anatolystrashkevich7621
    @anatolystrashkevich7621 2 роки тому +1

    very informative, thanks!

  • @xiaofu7883
    @xiaofu7883 6 місяців тому

    Is this opensourced?

  • @ikbo
    @ikbo 2 роки тому

    Do you guys have a gpu cluster optimized for 3d rendering.

  • @thePyiott
    @thePyiott 2 роки тому +1

    Great insight!

  • @vtrandal
    @vtrandal 3 роки тому +2

    Excellent.

  • @julianfiacconi709
    @julianfiacconi709 2 роки тому

    Still most relevant today, 2 years later. Thanks.

  • @natexetan5732
    @natexetan5732 3 роки тому +1

    thanks for the inspiration

  • @eyadmufti
    @eyadmufti 2 роки тому

    it is a lecture more than a tutorial, Thx.

  • @nathanthomas9395
    @nathanthomas9395 3 роки тому

    Does lambda products (gpu cluster) ship with a manual to help you set up the servers for use

  • @programmingwiththotho4641
    @programmingwiththotho4641 11 місяців тому

    Your are insane, thank you

  • @chaoticblankness
    @chaoticblankness Рік тому

    Very Based

  • @HankGallows
    @HankGallows 4 місяці тому

    My machine learning team consists of me baby

  • @ravnodinson
    @ravnodinson Рік тому

    Hell yes Lambda Lambda Lambda.

  • @micromicro9655
    @micromicro9655 5 місяців тому +1

    This guy is smart as fak

  • @JustPlainRob
    @JustPlainRob 11 місяців тому

    Now if only I was a billionaire so I could make use of this great information...

  • @thinkinginsomething1859
    @thinkinginsomething1859 Рік тому

    Half Life man!

  • @harshikamahesh9459
    @harshikamahesh9459 8 місяців тому

    Talk about what ur expert.. don’t talk useless stuff without knowing all facts

  • @huaveihuavei1045
    @huaveihuavei1045 3 роки тому

    headeggs

  • @mikepict9011
    @mikepict9011 Рік тому

    This dudes in full submission mode . Sad

  • @orthodoxNPC
    @orthodoxNPC 3 роки тому

    speak UP