Networking rau AI Workloads: Dab tsi yog Network Yuav Tsum Tau rau AI?

Dab tsi ua 8 xov hlau hauv Ethernet cable ua

Taw qhia

Artificial Intelligence (AI) tab tom hloov pauv kev lag luam, los ntawm kev kho mob mus rau kev tsim khoom, los ntawm kev ua kom muaj kev txiav txim siab zoo dua thiab kev siv tshuab. Txawm li cas los xij, kev vam meej ntawm AI daim ntawv thov hnyav nyob ntawm lub hauv paus network infrastructure. Tsis zoo li kev siv huab cua ib txwm muaj, AI cov haujlwm ua haujlwm tsim cov ntaub ntawv loj heev, yuav tsum muaj kev sib txuas lus zoo thiab muaj txiaj ntsig. Yog li, dab tsi yog qhov yuav tsum tau ua hauv network rau AI, thiab koj yuav ua li cas kom ntseeg tau tias koj cov kev tsim kho vaj tse nyob ntawm txoj haujlwm? Cia peb tshawb nrhiav.

Qhov Kev Sib Tw Tshwj Xeeb ntawm AI Workloads

AI workloads, xws li kev cob qhia cov qauv kev kawm sib sib zog nqus lossis khiav cov kev xav hauv lub sijhawm tiag tiag, tsim cov ntaub ntawv ntws uas txawv ntawm cov haujlwm suav nrog. Cov kev sib tw no suav nrog:

Elephant Flows

AI workloads feem ntau tsim cov ntaub ntawv loj, txuas mus ntxiv hu ua "tso ntws." Cov dej ntws no tuaj yeem cuam tshuam cov kev sib txuas tshwj xeeb, ua rau muaj kev sib tsoo thiab qeeb.

Ntau-rau-ib qho kev tsheb

Hauv AI pawg, ntau cov txheej txheem yuav xa cov ntaub ntawv mus rau ib tus neeg txais, ua rau lub network backpressure, congestion, thiab txawm pob ntawv poob.

Tsawg Latency Requirements

Cov ntawv thov AI tiag tiag, zoo li lub tsheb tsis muaj zog lossis cov neeg hlau, xav tau ultra-low latency los xyuas kom meej lub sijhawm txiav txim siab.

Cat.6 UTP

Cat6 kab

Cat5e kab

Cat.5e UTP 4 Pair

Cov Kev Xav Tau Tseem Ceeb rau AI

Txhawm rau daws cov teeb meem no, AI networks yuav tsum ua raws li cov cai hauv qab no:

Siab Bandwidth

AI workloads xav tau kev xa cov ntaub ntawv ceev ceev los tswj cov ntaub ntawv loj. Ethernet cables zoo li Cat6, Cat7, thiab Cat8 feem ntau siv, nrog Cat8 muab ceev txog li 40 Gbps nyob rau hauv luv luv.

Tsawg latency

Hauv AI pawg, ntau cov txheej txheem yuav xa cov ntaub ntawv mus rau ib tus neeg txais, ua rau lub network backpressure, congestion, thiab txawm pob ntawv poob.

Cov khoom sib txuas

Standard RJ45 lossis M12 connectors yog siv los txuas cables rau cov khoom siv, muab kev sib txuas ruaj ntseg thiab muaj txiaj ntsig zoo.

Cov yam ntxwv tseem ceeb ntawm Industrial Ethernet Cables

Kev ntseeg siab

Shielded designs txo EMI, kom ntseeg tau tias ruaj khov cov ntaub ntawv kis tau tus mob txawm nyob rau hauv nyuaj ib puag ncig xws li high humidity, huab cua kub, los yog tshuaj lom neeg raug.

Tsawg latency

Kev txo qis latency yog qhov tseem ceeb rau kev siv AI real-time. Cov thev naus laus zis zoo li RDMA (Remote Direct Memory Access) thiab RoCE (RDMA dhau Converged Ethernet) pab txo qis qeeb los ntawm kev ua kom lub cim xeeb nkag ncaj qha ntawm cov khoom siv.

Adaptive Routing

Txhawm rau sib npaug ntawm ntxhw ntws thiab tiv thaiv kev tsis sib haum, kev hloov pauv hloov pauv hloov pauv cov ntaub ntawv hla txoj hauv kev tsawg kawg nkaus.

Congestion Control

Advanced algorithms saib xyuas thiab tswj kev sib txuas hauv network, kom ntseeg tau tias kev ua haujlwm zoo txawm tias nyob rau hauv qhov hnyav.

Scalability

AI tes hauj lwm yuav tsum ntsuas seamlessly kom haum raws li cov ntaub ntawv xav tau. Cov txheej txheem cabling, xws li thaj vaj huam sib luag thiab cov kab tsis muaj oxygen, muab qhov yooj yim thiab kev ntseeg siab xav tau rau kev nthuav dav.

Yuav ua li cas RDMA thiab RoCE Txhim Kho AI Networks

RDMA thiab RoCE yog qhov hloov pauv kev ua si rau AI networking. Lawv pab:

Direct Data Transfer Los ntawm kev hla lub CPU, RDMA txo latency thiab txhim kho kev ua haujlwm.
Adaptive Routing RoCE tes hauj lwm siv cov kev hloov pauv hloov mus faib cov tsheb sib npaug, tiv thaiv kev tsis sib haum xeeb.
Kev Tswj Xyuas Congestion Advanced algorithms thiab pooled buffers xyuas kom meej cov ntaub ntawv txaus, txawm tias thaum lub sij hawm ncov loads.

Xaiv Txoj Cai Cable Solutions

Lub hauv paus ntawm ib qho AI network yog nws cov kab ke txuas. Nov yog yam uas yuav tsum xav txog:

Ethernet Cables Cat6 thiab Cat7 cables yog tsim rau feem ntau AI daim ntaub ntawv, tab sis Cat8 yog zoo tagnrho rau high-ceev, luv-nyob deb kev twb kev txuas.
Patch Panels Patch panels teeb tsa thiab tswj cov kev sib txuas hauv network, ua kom yooj yim rau kev teev thiab tswj koj cov vaj tse.
Oxygen-Free Cables Cov cables no muab cov teeb liab zoo tshaj plaws thiab ua haujlwm ntev, ua kom ntseeg tau tias kev ua tau zoo hauv qhov xav tau ib puag ncig.
微信图片_20240614024031.jpg ib

Xaiv Txoj Cai Cable Solutions

Ntawm Aipu Waton Group, peb tshwj xeeb hauv kev ua haujlwm siab ua haujlwm cabling tsim los ua kom tau raws li qhov xav tau ntawm AI workloads. Txawm hais tias koj tab tom tsim lub network tshiab AI lossis kho dua ib qho uas twb muaj lawm, Aipu Waton cov kev daws teeb meem cabling muab kev ntseeg siab thiab kev ua haujlwm uas koj xav tau.

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Rau BMS, BUS, Industrial, Instrumentation Cable.

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Network & Data, Fiber-Optic Cable, Patch Cord, Modules, Faceplate

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Post lub sij hawm: Mar-06-2025