Kedis ku xidhan hagaha · Adag Heerka

Buuxinta la kala saaray oo Decode u adeegida Kediska

Wuxuu hubiyaa buuxinta hor-u-buuxinta oo qeexayaa cilad-xumada, KV-cache wareejinta, faragelinta wejiga, hagaajinta kheyraadka iyo nidaamyada adeeg ee la kala saaray.

Wadooyinka haga ee la xidhiidhaBuuxinta Kala Saaran Oo Go'aamin Adeegga
Su'aal 1 ee 8

Waa maxay sababta qalabka aasaasiga ah ee kala soocida hor-buuxinta iyo kala-saarista barkadaha GPU ee kala duwan?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. Waa maxay sababta qalabka aasaasiga ah ee kala soocida hor-buuxinta iyo kala-saarista barkadaha GPU ee kala duwan?
    • Buuxinta hordhaca ah waxay ku xidhan tahay xisaabinta halka go'aaminta ay ku xidhan tahay xusuusta-bandwidth-ka
    • Waxay adeegsadaan luuqado kala duwan
    • Go'aaminta waxay u baahan tahay koronto ka badan tan hor-buuxinta
    • Prefix-buuxinta gabi ahaanba kuma shaqayn karto GPU-yada
  2. Qaabkee xogta ay tahay in laga wareejiyo shaqaalaha hordhaca ah si loo kala saaro shaqaalaha?
    • Miisaanka qaabka
    • Kaydka KV (qiimaha-furaha)
    • Erayada tokenizer
    • Gobolka optimizer
  3. Dhibkee ayaa kala qaybsanaantu si gaar ah u yaraynaysaa habaynta GPU-ga la wadaago?
    • Darawalka GPU shil
    • Khasaarada xirmada shabakada ee internetka
    • Xiritaanka madaxa-line halka buuxinta dheer ee horudhaca ah ay joojiso koodka kuwa kale
    • Qaabka dhalanteedka
  4. Waa maxay sababta hor-u-buuxinta loogu habayn karaa si adag balse loo dejiyo faa'iidooyinka habaynta kala duwan?
    • Decode waligeed ma isticmaalin GPU-ga
    • Buuxinta hordhaca ah waxay socotaa kaliya hal mar maalintii
    • Dubitaanku waa wax aan suurtagal ahayn inta lagu jiro buuxinta horudhaca
    • Calaamadaha hordhaca ah waxaa loo akhriyaa si isbar-bar socda, iyadoo la kordhinayo isticmaalka xisaabinta baaskiiba
  5. Waa kuwee kuwa isku xidha ee sida caadiga ah loo isticmaalo in lagu raro kaydka KV inta u dhaxaysa barkadaha la kala saaray?
    • NVLink ama InfiniBand
    • Modem-ka garaaca
    • USB 2.0 fiilooyinka
    • Bluetooth
  6. Nidaamkee la magacaabay ayaa ku xidhan adeega buuxinta/koodka kala saaray?
    • TCP, UDP, iyo HTTP
    • DistServe, Kala qaybsan, iyo Mooncake
    • Word, Excel, iyo PowerPoint
    • JPEG, PNG, iyo GIF
  7. Why must the KV cache produced during prefill be available to the decode workers?
    • It contains the model’s optimizer state
    • It stores the user’s GPU allocation
    • Decode uses cached prompt keys and values to generate subsequent tokens without recomputing the whole prompt
    • It is needed only to calculate validation accuracy
  8. What is a resource-allocation benefit of separating prefill and decode pools?
    • Both phases must use identical batch sizes
    • The model no longer needs a KV cache
    • The scheduler can eliminate all network communication
    • Each phase can be sized and parallelized for its own compute or memory bottleneck