Dulmar
Isbarbardhigga khabiirku wuxuu kala qaybiyaa moodalka Isku-dhafka-Khubarada ee 'khubaro' horudhac u ah 'khubaro' badan oo GPU-yada kala duwan ah sidaa darteed aalad kastaa waxay haysaa jeex ka mid ah cabbirrada. Waa furaha loogu adeegayo moodooyinka MoE-ga ee trillion-ka ah si raqiis ah, maadaama khubaro yar oo kaliya ay ku shaqeeyaan calaamad kasta.
Isbarbardhigga Khabiirka ee Adeegga MOE waa dhisme farsamo oo saameeya tayada moodeelka, kharashka kaabayaasha, daahitaanka, iyo isku halaynta cabbirka.
quusitaanka qoto dheer
Lakabka Isku-dhafka-Khubarada (MoE) wuxuu beddelaa hal shabakad-horumarineed oo weyn oo leh kuwo badan oo yaryar (khubaro) oo lagu daray router ka soo qaada top-k (badanaa 1 ama 2) khubaro calaamad kasta. Isbarbar yaaca khabiirka (EP) ayaa khubaro kala duwan dhiga GPU-yada kala duwan. Marka la eego, router-ku wuxuu go'aamiyaa khabiirada calaamad kastaa u baahan yahay, ka dib tallaabo isgaarsiin oo dhan-dhan ah ayaa isku shaandheynaysa calaamadaha GPU-yada haysta khubarada ay doorteen, waxay maamulaan FFN, oo natiijooyinka dib u habeyn ku sameeyaan. Tani waxay u oggolaanaysaa moodalku inuu yeesho cabbirro wadarta guud (yar yar) iyadoo la hawlgelinayo qayb yar oo keliya calaamadiiba (FLOPs hoose). Moodooyinka sida Mixtral 8x7B, DeepSeek-V3, iyo GPT-OSS ayaa isticmaala tan. Qaybaha adagi waa isku-dheellitirka culeyska khubarada iyo labada boodbood ee qaaliga ah ee-dhammaan-dhammaan lakabkiiba.
Aragtida Farsamada
Farsamoyaqaanka xudunta u ah waa laba wadar oo dhan-dhan lakabkii MoE: diri (u dir calaamado khubaradooda) oo isku dar ah (soo-ururinta dib-u-soo-celinta). Sababtoo ah marinku waa xog-ku-tiirsane, tirada calaamadaha garaaca khabiir kasta way kala duwan tahay, taasoo keenaysa dheelitir la'aanta culeyska iyo 'stragglers'. Nidaamyada adeegyadu waxay ku daraan arrimo karti, kayd-qabaro khabiir ah, iyo hoos u dhigista ama suufka si loo ilaaliyo GEMM-yada (matrix-ku-dhufashada) labbiska, oo inta badan isku-kordhaya wada-xiriirka-dhan-dhammaan xisaabinta khabiirada si loo qariyo daahitaanka.
Isbarbardhigga Khabiirka Sare ee Adeegga MOE
Isbarbardhigga khabiirku wuxuu kala qaybiyaa moodalka Isku-dhafka-Khubarada ee 'khubaro' horudhac u ah 'khubaro' badan oo GPU-yada kala duwan ah sidaa darteed aalad kastaa waxay haysaa jeex ka mid ah cabbirrada. Waa furaha loogu adeegayo moodooyinka MoE-ga ee trillion-ka ah si raqiis ah, maadaama khubaro yar oo kaliya ay ku shaqeeyaan calaamad kasta. Isbarbardhigga Khabiirka ee Adeegga MOE waa dhisme farsamo oo saameeya tayada moodeelka, kharashka kaabayaasha, daahitaanka, iyo isku halaynta cabbirka. Si loo dhiso faham qoto dheer, ula dhaqan Isbarbardhigga Khubarada ee MoE U adeegida qaab hawleed, ma aha hal sifo: qeex natiijooyinka la rabo, cadee fikradaha, oo kala saar waxa nidaamku si kalsooni leh u qaban karo iyo waxa weli u baahan go'aan khabiir.
Ficil ahaan, kooxaha xoogga leh ee isticmaalaya Isbarbardhigga Khubarada ee Adeegga MOE waxay wanaajiyaan qaab dhismeedka, xogta, iyo doorashooyinka kaabayaasha lidka ku ah isku halaynta iyo qiimaha. Waxay diiwaangeliyaan shuruudaha guusha ee cad, tijaabiyaan xogta dhabta ah iyo qulqulka shaqada, waxayna ku celceliyaan ku saleysan qaababka guul darrida ee la arkay halkii ay hal mar ku guuleysan lahaayeen halbeegyada. Tani waa halka fahamka aragtida uu isu beddelo karti waara oo dhan badeecada, siyaasadda, iyo hawlgallada.
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha. Isla mar ahaantaana, hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran. Habka ugu adkeysi badan waa in la isku daro xawaaraha tijaabada iyo anshaxa maamulka: socodsiinta duuliyayaasha, qabashada caddaynta, daabacaadda go'aanka, iyo si joogto ah u cusboonaysii ilaalinta sida habdhaqanka moodeelka, filashada isticmaale, iyo shuruudaha sharciyaynta.
Saamaynta Istiraatijiyadeed
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha. Hawlgelinta tayada sare leh, tan waxaa loo tarjumaa shuruuc hawleed la cabbiri karo, xuduudaha lahaanshaha, iyo caadooyinka dib u eegista soo noqnoqda si kooxuhu ay u cabbiraan kalsoonida halkii ay ka saari lahaayeen madmadowga.
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub. Hawlgelinta tayada sare leh, tan waxaa loo tarjumaa shuruuc hawleed la cabbiri karo, xuduudaha lahaanshaha, iyo caadooyinka dib u eegista soo noqnoqda si kooxuhu ay u cabbiraan kalsoonida halkii ay ka saari lahaayeen madmadowga.
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka. Hawlgelinta tayada sare leh, tan waxaa loo tarjumaa shuruuc hawleed la cabbiri karo, xuduudaha lahaanshaha, iyo caadooyinka dib u eegista soo noqnoqda si kooxuhu ay u cabbiraan kalsoonida halkii ay ka saari lahaayeen madmadowga.
Dhaqangelinta Adduunka-dhabta ah
U adeegida Mixtral 8x7B guud ahaan 2-4 GPUs iyadoo la gelinayo 2-4 ka mid ah 8deeda khabiiro qalab kasta
DeepSeek-V3 iyada oo la adeegsanayo marin-u-socod xaddidan si loo daboolo inta nood ee khubarada calaamaduhu ay ku taallo, gooynta noodhka-dhammaan-dhan
Isticmaalka vLLM ama SGLang khabiir-qaab isbarbar socda si aad u martigeliso moodal yar oo 200B+ ah hal 8-GPU
Isku darka isbarbardhigga khabiirada iyo isbarbardhigga tensor ee lakabyada dareenka ee geynta EP+
Hababka Dhaqangelinta
Isbarbar-dhigga Khabiirka ee MoE-ga oo si ficil ahaan ah ugu adeegaya
U adeegida Mixtral 8x7B guud ahaan 2-4 GPUs iyadoo la gelinayo 2-4 ka mid ah 8-da khabiir ee qalab kasta.
U adeegida Mixtral 8x7B ee guud ahaan 2-4 GPUs iyadoo la gelinayo 2-4 ka mid ah 8-da khabiir ee qalab kasta Kooxuhu waxay inta badan helaan natiijooyin ka wanaagsan marka ay qeexaan heerarka tayada ee hore, u hayaan dariiqa kor u qaadida bini'aadamka ee kiisaska cirifka ah, oo la socdaan labadaba faa'iidooyinka wax soo saarka iyo kharashyada qaladka waqti ka dib.
Isbarbar-dhigga Khabiirka ee MoE-ga oo si ficil ahaan ah ugu adeegaya
DeepSeek-V3 iyada oo la adeegsanayo marin-u-socod xaddidan si loo daboolo inta nood ee khubarada calaamaduhu ay ku fidsan yihiin, gooynta noodhka-dhammaan-dhan-dhan.
DeepSeek-V3 iyada oo la adeegsanayo marin-u-socod xaddidan si loo xaddido inta nood ee khubarada calaamaduhu taako, jarista noodhka dhammaan-kooxaha oo dhan waxay caadi ahaan helaan natiijooyin ka wanaagsan marka ay qeexaan heerarka tayada ee xagga hore, dhawraan dariiqa kor u qaadida bini'aadamka ee kiisaska cirifka ah, oo la socdaan labadaba faa'iidooyinka wax soo saarka iyo kharashyada khaladka waqti ka dib.
Isbarbar-dhigga Khabiirka ee MoE-ga oo si ficil ahaan ah ugu adeegaya
Isticmaalka vLLM ama SGLang khabiir-isbarbaryaal si aad u martigeliso 200B+ moodal yar oo hal 8-GPU ah.
Isticmaalka vLLM ama SGLang khabiir-isbarbardhigga moodelka 200B+ ee ku-meel-gaadhka ah ee hal 8-GPU kooxuhu waxay caadi ahaan helaan natiijooyin wanaagsan marka ay qeexaan heerarka tayada ee hore, u hayaan dariiqa kor u kaca bini'aadamka ee kiisaska cirifka ah, oo la socdaan labadaba faa'iidooyinka wax soo saarka iyo kharashyada qaladka waqti ka dib.
Isbarbar-dhigga Khabiirka ee MoE-ga oo si ficil ahaan ah ugu adeegaya
Isku darka isbarbardhigga khabiirada iyo isbarbardhigga tensor-ka ee lakabyada dareenka ee geynta EP+TP-ga isku-dhafka ah.
Isku-dhafka khubarada isbarbardhigga ah ee isku midka ah ee isbarbardhigga lakabyada dareenka ee isku-dhafka EP + TP kooxuhu waxay badanaa helaan natiijooyin ka wanaagsan marka ay qeexaan heerarka tayada ee hore, u hayaan dariiqa kor u qaadista bini'aadamka ee kiisaska cirifka ah, oo la socdaan labadaba faa'iidooyinka wax soo saarka iyo kharashyada khaladka waqti ka dib.
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin. Tallaabo kasta ula dhaqan sida albaabka caddaynta: haddii shuruudaha la buuxin waayo, hakad soo bixidda, xidh farqiga, ka dibna balaadhi isticmaalka.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta. Tallaabo kasta ula dhaqan sida albaabka caddaynta: haddii shuruudaha la buuxin waayo, hakad soo bixidda, xidh farqiga, ka dibna balaadhi isticmaalka.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha. Tallaabo kasta ula dhaqan sida albaabka caddaynta: haddii shuruudaha la buuxin waayo, hakad soo bixidda, xidh farqiga, ka dibna balaadhi isticmaalka.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan. Tallaabo kasta ula dhaqan sida albaabka caddaynta: haddii shuruudaha la buuxin waayo, hakad soo bixidda, xidh farqiga, ka dibna balaadhi isticmaalka.