Qulqulka mala awaalka ah iyo Kediska Saadaasha-Token-badan

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Waa maxay sababta caadiga ah ee goynta autoregressive ay inta badan u gaabis tahay GPU?
   • Calaamadaha waxaa la soo saaraa hal mar, taasoo ka dhigeysa GPU-da mid aan la isticmaalin tallaabo kasta
   • GPU-gu wuxuu ka dhamaanayaa xusuusta isla markiiba
   • Waa inay dib u tababarto calaamad kasta
   • Erayada waa mid aad u yar
2. Muxuu ka qabtaa 'qabyo-qodeeyaha' marka la eegayo dejinta malo-awaalka ah?
   • Waxay qori jawaabta ugu dambeysa oo keliya
   • Waxay si raqiis ah u soo jeedinaysaa musharraxiin dhowr ah oo mustaqbalka ah
   • Waxay tirtirtaa calaamadihii ixtimaalka hoose
   • Waxay cadaadisaa miisaanka moodada
3. Sidee loo ilaaliyaa tayada wax-soo-saarka ee dejinta malo-awaalka ah?
   • Iyadoo lagu soo koobayo ixtimaalka eber
   • Adigoo isticmaalaya eray bixin weyn
   • Xaqiijinta aqbala kaliya calaamado u dhigma qaybinta bartilmaameedka
   • Adigoo ka boodaya xaqiijinta gabi ahaanba
4. Maxaa ka sooca saadaasha calaamada badan ee qaabka Medusa ka soo saarida maloawaalka caadiga ah?
   • Waxay u baahan tahay laba nooc oo waaweyn oo kala duwan
   • Waxay u shaqeysaa oo kaliya jiilka sawirka
   • Waxay meesha ka saartaa baahida baas kasta oo hore loo qaado
   • Waxay ku darsataa saadaasha khafiifka ah ee dheeraadka ah si hal nooc uu u qabyo oo u xaqiijiyo
5. Muxuu transformer-ku u xaqiijin karaa boosas badan oo musharraxiin ah oo ku dhow sida mid raqiis ah marka la go'aaminayo?
   • Sababtoo ah kala-saariddu waxay ku xidhan tahay xusuusta-bandwidth-ka, ee ma xidhna xisaabinta
   • Sababtoo ah waxay kaydisaa internetka oo dhan
   • Sababtoo ah xaqiijintu waxay ka booddaa lakabyada dareenka
   • Sababtoo ah xawaaraha saacada GPU labanlaabma
6. Maxaa ugu horrayn go'aamiya xawaaraha ka imanaya habab mala-awaal ah ama calaamado badan?
   • Midabka GPU-da
   • Celceliska tirada calaamadaha la aqbalay tallaabo kasta
   • Dhererka magaca tusaalaha
   • Cabbirka saxanka
7. A draft proposes tokens A, B and C, but target verification first disagrees at B. Which proposal prefix can be accepted?
   • A, B and C
   • B and C only
   • A, the matching prefix before the first mismatch
   • None, even if A matches
8. Why can speculative decoding preserve the target model’s output distribution?
   • The drafter is guaranteed to be identical to the target
   • The target model is never run
   • All proposed tokens are accepted unconditionally
   • A verification and correction rule accepts or rejects draft tokens according to the target distribution