GET https://kbin.spritesserver.nl/index.php/m/selfhosted@lemmy.world/t/25267/How-would-you-build-a-GPU-heavy-node

Response
200 OK
IP
216.73.216.97
Profiled on
Token
77bbfc

Security

Token

There is no security token.

Firewall

main Name
Security enabled
Stateless

Configuration

Key Value
provider security.user.provider.concrete.app_user_provider
context main
entry_point App\Security\KbinAuthenticator
user_checker App\Security\UserChecker
access_denied_handler (none)
access_denied_url (none)
authenticators 
[
  "two_factor"
  "remember_me"
  "App\Security\KbinAuthenticator"
  "App\Security\FacebookAuthenticator"
  "App\Security\GoogleAuthenticator"
  "App\Security\GithubAuthenticator"
  "App\Security\KeycloakAuthenticator"
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Listeners

Listener Duration Response 
Symfony\Component\Security\Http\Firewall\ChannelListener {#723
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  -logger: Monolog\Logger {#783 …}
  -httpPort: 80
  -httpsPort: 443
}
 0.00 ms (none) 
Symfony\Component\Security\Http\Firewall\ContextListener {#706
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  -sessionKey: "_security_main"
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 42.13 ms (none) 
Symfony\Component\Security\Http\Firewall\AuthenticatorManagerListener {#584
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Scheb\TwoFactorBundle\Security\Http\Firewall\TwoFactorAccessListener {#582
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  -twoFactorAccessDecider: Scheb\TwoFactorBundle\Security\Authorization\TwoFactorAccessDecider {#581 …}
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 0.13 ms (none) 
Symfony\Component\Security\Http\Firewall\AccessListener {#579
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  -accessDecisionManager: Symfony\Component\Security\Core\Authorization\TraceableAccessDecisionManager {#937 …}
  -map: Symfony\Component\Security\Http\AccessMap {#722 …}
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 0.00 ms (none) 
Symfony\Component\Security\Http\Firewall\LogoutListener {#786
  -tokenStorage: Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage {#1018 …}
  -options: [
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  -eventDispatcher: Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher {#747 …}
}
 0.00 ms (none)

Authenticators

No authenticators have been recorded. Check previous profiles on your authentication endpoint.

Access Decision

affirmative Strategy
# Voter class
1 
"Symfony\Component\Security\Core\Authorization\Voter\AuthenticatedVoter"
2 
"Scheb\TwoFactorBundle\Security\Authorization\Voter\TwoFactorInProgressVoter"
3 
"Symfony\Component\Security\Core\Authorization\Voter\RoleHierarchyVoter"
4 
"Symfony\Component\Security\Core\Authorization\Voter\ExpressionVoter"
5 
"App\Security\Voter\EntryCommentVoter"
6 
"App\Security\Voter\EntryVoter"
7 
"App\Security\Voter\MagazineVoter"
8 
"App\Security\Voter\MessageThreadVoter"
9 
"App\Security\Voter\MessageVoter"
10 
"App\Security\Voter\NotificationVoter"
11 
"App\Security\Voter\OAuth2UserConsentVoter"
12 
"App\Security\Voter\PostCommentVoter"
13 
"App\Security\Voter\PostVoter"
14 
"App\Security\Voter\UserVoter"

Access decision log

# Result Attributes Object
1 DENIED ROLE_USER 
null
 
"Scheb\TwoFactorBundle\Security\Authorization\Voter\TwoFactorInProgressVoter"
 ACCESS ABSTAIN 
"Symfony\Component\Security\Core\Authorization\Voter\RoleHierarchyVoter"
 ACCESS DENIED 
"App\Security\Voter\EntryCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\EntryVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MagazineVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageThreadVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\NotificationVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\OAuth2UserConsentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\UserVoter"
 ACCESS ABSTAIN
Show voter details
2 DENIED moderate 
App\Entity\Entry {#2419
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    +icon: Proxies\__CG__\App\Entity\Image {#246 …}
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      \n
      Rules:\n
      \n
      - Be civil: we’re here to support and learn from one another. Insults won’t be tolerated. Flame wars are frowned upon.\n
      - No spam posting.\n
      - Don’t duplicate the full text of your blog or github here. Just post the link for folks to click.\n
      - Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).\n
      - No trolling.\n
      \n
      Resources:\n
      \n
      - [awesome-selfhosted software](https://github.com/awesome-selfhosted/awesome-selfhosted)\n
      - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
      - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
      \n
      > Any issues on the community? Report it using the report flag.\n
      \n
      > Questions? DM the mods!
      """
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  +image: null
  +domain: Proxies\__CG__\App\Entity\Domain {#1915 …}
  +slug: "How-would-you-build-a-GPU-heavy-node"
  +title: "How would you build a GPU-heavy node?"
  +url: null
  +body: """
    Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
    \n
    So, dream machine, how could I accomplish building a big ol’ server with the GPUs I have hanging around and maybe a new one?\n
    \n
    What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
    \n
    Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
    """
  +type: "article"
  +lang: "en"
  +isOc: false
  +hasEmbed: false
  +commentCount: 9
  +favouriteCount: 11
  +score: 0
  +isAdult: false
  +sticky: false
  +lastActive: DateTime @1710703699 {#2414
    date: 2024-03-17 20:28:19.0 +01:00
  }
  +ip: null
  +adaAmount: 0
  +tags: null
  +mentions: null
  +comments: Doctrine\ORM\PersistentCollection {#1884 …}
  +votes: Doctrine\ORM\PersistentCollection {#1973 …}
  +reports: Doctrine\ORM\PersistentCollection {#1959 …}
  +favourites: Doctrine\ORM\PersistentCollection {#1927 …}
  +notifications: Doctrine\ORM\PersistentCollection {#2442 …}
  +badges: Doctrine\ORM\PersistentCollection {#2440 …}
  +children: []
  -id: 25267
  -titleTs: "'build':4 'gpu':7 'gpu-heavi':6 'heavi':8 'node':9 'would':2"
  -bodyTs: "'3':99 '4x':94 'accomplish':61 'alreadi':24 'around':10,73 'attach':29 'bet':124 'big':53,64 'build':15,62,108 'cluster':22 'consum':129 'cool':34 'could':59 'cpu/mobo':80 'crazi':104 'dream':56 'easi':39 'enough':40 'even':93 'gpu':17 'gpus':8,27,69,95 'hang':9,72 'hardwar':130 'horizon':49 'import':84 'kubernet':21 'like':36,110,121 'look':46 'lot':127 'm':43,102 'machin':57 'man':122 'mayb':75,82,92,97 'new':77 'next':52 'node':18 'ol':65 'one':26,78 'plex':38 'power':85 'project':54 'recommend':89 'run':91 'said':112 'server':66 'simpl':1 'start':44 'suppli':86 'support':132 'thing':35 'thought':116 'tomorrow':109 'transcod':37 'want':13 'won':105 'would':87,131"
  +cross: false
  +upVotes: 0
  +downVotes: 0
  +ranking: 1703705956
  +visibility: "visible             "
  +apId: "https://poptalk.scrubbles.tech/post/493415"
  +editedAt: null
  +createdAt: DateTimeImmutable @1703634956 {#1793
    date: 2023-12-27 00:55:56.0 +01:00
  }
}
 
"Scheb\TwoFactorBundle\Security\Authorization\Voter\TwoFactorInProgressVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\EntryCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\EntryVoter"
 ACCESS DENIED 
"App\Security\Voter\MagazineVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageThreadVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\NotificationVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\OAuth2UserConsentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\UserVoter"
 ACCESS ABSTAIN
Show voter details
3 DENIED edit 
App\Entity\Entry {#2419
  +user: Proxies\__CG__\App\Entity\User {#1970 …}
  +magazine: App\Entity\Magazine {#265
    +icon: Proxies\__CG__\App\Entity\Image {#246 …}
    +name: "selfhosted@lemmy.world"
    +title: "selfhosted"
    +description: """
      A place to share alternatives to popular online services that can be self-hosted without giving up privacy or locking you into a service you don’t control.\n
      \n
      Rules:\n
      \n
      - Be civil: we’re here to support and learn from one another. Insults won’t be tolerated. Flame wars are frowned upon.\n
      - No spam posting.\n
      - Don’t duplicate the full text of your blog or github here. Just post the link for folks to click.\n
      - Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).\n
      - No trolling.\n
      \n
      Resources:\n
      \n
      - [awesome-selfhosted software](https://github.com/awesome-selfhosted/awesome-selfhosted)\n
      - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
      - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
      \n
      > Any issues on the community? Report it using the report flag.\n
      \n
      > Questions? DM the mods!
      """
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    +visibility: "visible             "
    +createdAt: DateTimeImmutable @1703473826 {#271
      date: 2023-12-25 04:10:26.0 +01:00
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  }
  +image: null
  +domain: Proxies\__CG__\App\Entity\Domain {#1915 …}
  +slug: "How-would-you-build-a-GPU-heavy-node"
  +title: "How would you build a GPU-heavy node?"
  +url: null
  +body: """
    Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
    \n
    So, dream machine, how could I accomplish building a big ol’ server with the GPUs I have hanging around and maybe a new one?\n
    \n
    What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
    \n
    Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
    """
  +type: "article"
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  +votes: Doctrine\ORM\PersistentCollection {#1973 …}
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"Scheb\TwoFactorBundle\Security\Authorization\Voter\TwoFactorInProgressVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\EntryCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\EntryVoter"
 ACCESS DENIED 
"App\Security\Voter\MagazineVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageThreadVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\MessageVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\NotificationVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\OAuth2UserConsentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostCommentVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\PostVoter"
 ACCESS ABSTAIN 
"App\Security\Voter\UserVoter"
 ACCESS ABSTAIN
Show voter details
4 DENIED moderate 
App\Entity\Entry {#2419
  +user: Proxies\__CG__\App\Entity\User {#1970 …}
  +magazine: App\Entity\Magazine {#265
    +icon: Proxies\__CG__\App\Entity\Image {#246 …}
    +name: "selfhosted@lemmy.world"
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      A place to share alternatives to popular online services that can be self-hosted without giving up privacy or locking you into a service you don’t control.\n
      \n
      Rules:\n
      \n
      - Be civil: we’re here to support and learn from one another. Insults won’t be tolerated. Flame wars are frowned upon.\n
      - No spam posting.\n
      - Don’t duplicate the full text of your blog or github here. Just post the link for folks to click.\n
      - Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).\n
      - No trolling.\n
      \n
      Resources:\n
      \n
      - [awesome-selfhosted software](https://github.com/awesome-selfhosted/awesome-selfhosted)\n
      - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
      - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
      \n
      > Any issues on the community? Report it using the report flag.\n
      \n
      > Questions? DM the mods!
      """
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  +image: null
  +domain: Proxies\__CG__\App\Entity\Domain {#1915 …}
  +slug: "How-would-you-build-a-GPU-heavy-node"
  +title: "How would you build a GPU-heavy node?"
  +url: null
  +body: """
    Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
    \n
    So, dream machine, how could I accomplish building a big ol’ server with the GPUs I have hanging around and maybe a new one?\n
    \n
    What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
    \n
    Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
    """
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        - No spam posting.\n
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      \n
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    +root: null
    +body: """
      If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
      Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
      \n
      A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
      So, if you know your workload and bandwidth requirements, then you can work from that.  \n
      If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
      If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
      \n
      I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
      \n
      Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
      """
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  +root: App\Entity\EntryComment {#4023}
  +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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        \n
        Rules:\n
        \n
        - Be civil: we’re here to support and learn from one another. Insults won’t be tolerated. Flame wars are frowned upon.\n
        - No spam posting.\n
        - Don’t duplicate the full text of your blog or github here. Just post the link for folks to click.\n
        - Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).\n
        - No trolling.\n
        \n
        Resources:\n
        \n
        - [awesome-selfhosted software](https://github.com/awesome-selfhosted/awesome-selfhosted)\n
        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
        \n
        > Any issues on the community? Report it using the report flag.\n
        \n
        > Questions? DM the mods!
        """
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    +slug: "How-would-you-build-a-GPU-heavy-node"
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    +url: null
    +body: """
      Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
      \n
      So, dream machine, how could I accomplish building a big ol’ server with the GPUs I have hanging around and maybe a new one?\n
      \n
      What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
      \n
      Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
      """
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  +magazine: App\Entity\Magazine {#265}
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    +magazine: App\Entity\Magazine {#265}
    +image: null
    +parent: App\Entity\EntryComment {#4023
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      +entry: App\Entity\Entry {#2419}
      +magazine: App\Entity\Magazine {#265}
      +image: null
      +parent: null
      +root: null
      +body: """
        If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
        Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
        \n
        A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
        So, if you know your workload and bandwidth requirements, then you can work from that.  \n
        If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
        If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
        \n
        I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
        \n
        Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
        """
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    +root: App\Entity\EntryComment {#4023}
    +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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      "@towerful@programming.dev"
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    -id: 260011
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    +ranking: 0
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      date: 2023-12-28 19:27:32.0 +01:00
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  }
  +root: App\Entity\EntryComment {#4023}
  +body: """
    5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
    Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
    In OPs case, however, that’s not a problem
    """
  +lang: "en"
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    "@scrubbles@poptalk.scrubbles.tech"
    "@towerful@programming.dev"
    "@ielisa@lemmy.world"
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}
 
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Show voter details
15 DENIED edit 
App\Entity\EntryComment {#4239
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    +user: Proxies\__CG__\App\Entity\User {#1970 …}
    +magazine: App\Entity\Magazine {#265
      +icon: Proxies\__CG__\App\Entity\Image {#246 …}
      +name: "selfhosted@lemmy.world"
      +title: "selfhosted"
      +description: """
        A place to share alternatives to popular online services that can be self-hosted without giving up privacy or locking you into a service you don’t control.\n
        \n
        Rules:\n
        \n
        - Be civil: we’re here to support and learn from one another. Insults won’t be tolerated. Flame wars are frowned upon.\n
        - No spam posting.\n
        - Don’t duplicate the full text of your blog or github here. Just post the link for folks to click.\n
        - Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).\n
        - No trolling.\n
        \n
        Resources:\n
        \n
        - [awesome-selfhosted software](https://github.com/awesome-selfhosted/awesome-selfhosted)\n
        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
        \n
        > Any issues on the community? Report it using the report flag.\n
        \n
        > Questions? DM the mods!
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      Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
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      Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
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        If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
        Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
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        I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
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        Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
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    +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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    5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
    Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
    In OPs case, however, that’s not a problem
    """
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
      \n
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      What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
      \n
      Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
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        If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
        Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
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        \n
        I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
        \n
        Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
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    +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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    5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
    Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
    In OPs case, however, that’s not a problem
    """
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      \n
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      \n
      What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
      \n
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          If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
          Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
          \n
          A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
          So, if you know your workload and bandwidth requirements, then you can work from that.  \n
          If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
          If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
          \n
          I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
          \n
          Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
          """
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      +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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    +body: """
      5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
      Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
      In OPs case, however, that’s not a problem
      """
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  +body: "I think you can get it to work with windows somehow , but I’ve never needed to try: [github.com/keylase/nvidia-patch/issues/520](https://github.com/keylase/nvidia-patch/issues/520)"
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      Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
      \n
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      \n
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      \n
      Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
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          If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
          Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
          \n
          A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
          So, if you know your workload and bandwidth requirements, then you can work from that.  \n
          If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
          If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
          \n
          I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
          \n
          Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
          """
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      +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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    +body: """
      5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
      Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
      In OPs case, however, that’s not a problem
      """
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  +body: "I think you can get it to work with windows somehow , but I’ve never needed to try: [github.com/keylase/nvidia-patch/issues/520](https://github.com/keylase/nvidia-patch/issues/520)"
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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          If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
          Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
          \n
          A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
          So, if you know your workload and bandwidth requirements, then you can work from that.  \n
          If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
          If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
          \n
          I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
          \n
          Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
          """
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      +body: "Nvidia transcode limit is 5 for consumer GPUs these days, and its very easy to lift that limit if you need with [github.com/keylase/nvidia-patch](https://github.com/keylase/nvidia-patch)"
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    +body: """
      5? Holy heck, that’s amazing. I remember helping people that had built streaming rigs to use during the pandemic, and wondering why their production was stuttering and having issues with a bunch remote callers. Some of that work ended up being CPU bound.  \n
      Although, looks like that patch is for Linux? Not much use if your running vmix or some other windows-only software.  \n
      In OPs case, however, that’s not a problem
      """
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  +body: "I think you can get it to work with windows somehow , but I’ve never needed to try: [github.com/keylase/nvidia-patch/issues/520](https://github.com/keylase/nvidia-patch/issues/520)"
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      Simple as that, I have a few GPUs hanging around and I want to build a GPU node for my kubernetes cluster. I already have one, GPUs are attached and it can do cool things like transcoding plex easy enough, but I’m starting to look to the horizon for my next big projects.\n
      \n
      So, dream machine, how could I accomplish building a big ol’ server with the GPUs I have hanging around and maybe a new one?\n
      \n
      What CPU/Mobo, and maybe most important, power supply, would you recommend for running maybe even 4x GPUs? Or maybe just 3 and I’m being crazy.\n
      \n
      Won’t be building tomorrow like I said, but I just thought of this and was like “man, I bet not a lot of consumer hardware would support this…”
      """
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      If you are doing high bandwidth GPU work, then PCIe lanes of consumer CPUs are going to be the bottleneck, as they generally only support 16 lanes.  \n
      Then there are the threadrippers, xeons and all the server/professional class CPUs that will do 40+ lanes of PCIe.\n
      \n
      A lane of PCIe3.0 is about 1GBps (Byte not bit).  \n
      So, if you know your workload and bandwidth requirements, then you can work from that.  \n
      If you don’t need full 16 lanes per GPU, then a motherboard that supports bifurcation will allow you to run 4 GPUs with 4 lanes each from a CPU that has 16 lanes if PCIe. That’s 4GBps per GPU, or 32Gbps.  \n
      If it’s just for transcoding, and you are running into limitations of consumer GPUs (which I think are limited to 3 simultaneous streams), you could get a pro/server GPU like the Nvidia quadros, which have a certain amount of resources but are unlimited in the number of streams it can process (so, it might be able to do 300 FPS of 1080p. If your content is 1080p 30fps, that’s 10 streams). From that, you can work out bandwidth requirements, and see if you need more than 4 lanes per GPU.\n
      \n
      I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
      \n
      Ultimately, if you think your workload can consume more than 4 lanes per GPU, then you have to think about where that data is coming from. If it’s coming from disk, then you are going to need raid0 NVMe storage which will take up additional PCIe lanes.
      """
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  +body: """
    > I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
    \n
    If you’re talking about training models, I think it requires both massive compute and massive amounts of data.
    """
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        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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    > I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
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    If you’re talking about training models, I think it requires both massive compute and massive amounts of data.
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        - No spam posting.\n
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        - No trolling.\n
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      \n
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    > I’m not sure what’s required for AI. I feel like it is similar to crypto mining, massive compute but relatively small amounts of data.\n
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        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
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        - No spam posting.\n
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        - [awesome-sysadmin](https://github.com/awesome-foss/awesome-sysadmin) resources\n
        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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Show voter details
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        - [Self-Hosted Podcast from Jupiter Broadcasting](https://selfhosted.show)\n
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      \n
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN
Show voter details
41 DENIED edit 
App\Entity\Magazine {#265
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS DENIED 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN 
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 ACCESS ABSTAIN
Show voter details