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Qaababka isku dhafan iyo kuwa aan badnayn
Mixtral 8x7B is a sparse mixture-of-experts language model.
Dhageyso hagahanAI-waa laga sheekeeyay · ~1 min
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Dulmar
A router selects two of eight expert feed-forward networks for each token, while other model components remain part of the deployed checkpoint.
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The Mixtral 8x7B model card describes a sparse mixture-of-experts transformer with eight experts and top-two routing per token. It reports about 46.7B total parameters, with about 12.9B active per token. Active parameters affect computation, but conventional inference still needs access to the full expert weights. Results depend on implementation, batch size, context length, and hardware. A smaller active count does not guarantee higher speed or quality than a dense model. Mistral lists English, French, Italian, German, and Spanish as supported languages for this release. The Instruct variant is further optimized with supervised fine-tuning and direct preference optimization; these are release-specific details.
Dhaqangelinta Adduunka-dhabta ah
Inspect the released model card for architecture, routing, and license terms.
Estimate serving memory using the full checkpoint size, not only active parameters.
Benchmark a selected checkpoint on target prompts and hardware.
Compare models under the same workload and quality criteria.
Mustaqbalka moodooyinka isku dhafan iyo kuwa aan badnayn
Mixture-of-experts research explores conditional computation and scaling. Treat claims about efficiency or future parameter counts as hypotheses until measured on a specified model, hardware, and workload.
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Maxay muhiim u tahay
- Qiimaha iyo miisaaniyada. Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
- Go'aamo cad. Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
- Xakamaynta tayada. Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Iska ilaali
- 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.
Tallaabooyinka xiga
- Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
- Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
- La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
- U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the Mixtral and Sparse Models quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
What is Mixtral and Sparse Models?
Mixtral 8x7B is a sparse mixture-of-experts language model. A router selects two of eight expert feed-forward networks for each token, while other model components remain part of the deployed checkpoint.
Mixtral 8x7B, imisa khubaro ah ayaa farsameeya calaamad kasta?
Mixtral waxay isticmaashaa habka-2-sare: router-ku wuxuu doortaa laba ka mid ah siddeedda khabiir si uu u farsameeyo calaamad kasta.
Qaybtee ayaa go'aamisa khabiirada calaamada loo diro?
Shabakad yar oo gating ah, oo loo yaqaan router, ayaa dhibcaha khubarada oo doorta kuwa gacanta ku haya calaamad kasta.
In kasta oo Mixtral 8x7B uu leeyahay qiyaastii 47B wadarta, qiyaas ahaan imisa ayaa firfircooni halkii calaamad?
Sababtoo ah laba khabiir oo kaliya ayaa ordaya halkii calaamad, qiyaastii 13 bilyan oo cabbir ayaa firfircoon, taasoo siinaysa xawaaraha nooc aad u yar.
Maxay tahay in Mixtral u adeegaya koontada dejinta xitaa marka laba khabiir kaliya ay wadaan calaamad kasta?
Jid-ku-wareejintu waxay yaraynaysaa xisaabinta calaamad kasta, laakiin hagaha ayaa sheegaya in isbaarada buuxda ay tahay in la helo; hirgalintu waxa ay adeegsan kartaa saarid ama xeelad kale oo xusuusta ah.
Ruqsaddee ayay Mistral AI ku sii daysay Mixtral, taasoo sii shiday korsashada furan?
Mixtral waxaa lagu siidaayay shatiga la ogolyahay ee Apache 2.0, taasoo u ogolaanaysa isticmaalka ganacsi ee bilaashka ah iyo hagaajinta ganaaxa.
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Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan