Mixtral uye Sparse Models
Mixtral ndiyo Mistral AI yakavhurika musanganiswa-ye-nyanzvi modhi iyo inopa yakakura-modhi yemhando padiki-modhi yekumhanya.
Pfupiso
Sparse models like it activate only a fraction of their parameters per token, cutting compute without sacrificing capability.
Kudzika Kwakadzika
Mixtral 8x7B, yakaburitswa neMistral AI mukupera kwa2023, yakasimudzira nzira yekusanganisa-yenyanzvi (MoE) mumamodhi akavhurika. Iyo ine sere dzakaparadzana 'nyanzvi' yekudyisa-mberi network padanho, inosvika 47 bhiriyoni yakazara paramita, asi isingaremi router inosarudza nyanzvi mbiri chete pachiratidzo chega chega. Nekuda kweizvozvo, ingangoita bhiriyoni gumi nematatu paramita inoshanda pachiratidzo, saka fungidziro inomhanya nekukurumidza seye 13B dense modhi ichisvika pamhando inofananidzwa neyakakura kwazvo. Mixtral inofananidzwa kana kurova GPT-3.5 uye Llama 2 70B pane akawanda mabhenji uku uchikurumidza uye nekuchipa kushanda. Mistral akazoburitsa Mixtral 8x22B. Iyo modhi inopihwa pachena rezinesi pasi peApache 2.0, ichikurudzira kutorwa nekukurumidza uye kugadzirisa zvakanaka munharaunda yakavhurika-sosi.
Technical Insight
Mune imwe shoma yeMoE layer, iyo dense feed-forward block inotsiviwa neN nyanzvi network pamwe nediki network network (iyo router). Pachiratidzo chega chega, iyo router inoverengera zvibodzwa uye inotora yepamusoro-k nyanzvi (yepamusoro-2 muMixtral), ichifambisa chiratidzo kuburikidza neavo. Migumisiro yavo inoyerwa uye inopfupikiswa. Nekuti nyanzvi zhinji dzinogara dzisina basa pane tokeni, modhi inobata ma paramita mazhinji mundangariro asi ichiita kushoma komputa. Iko kutengeserana-kure: nyanzvi dzese dzinofanirwa kutakurwa muVRAM kunyangwe vamwe vachimhanya.
Strategic Impact
Mutengo uye bhajeti
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Sarudzo dzakajeka
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Kudzora kwemhando yepamusoro
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Ramangwana reMixtral uye Sparse Models
Sparse MoE ikozvino iri pakati pemuganhu weAI. Tarisira kuburitswa kwakavhurika kweMoE, nzira yakatsetseka nenyanzvi diki dzakawanda, uye akagovaniswa kana mahybrid nyanzvi madhizaini anovandudza kushanda zvakanaka. Sezvo mamodheru anokwira akananga kumatiririyoni ezvese paramita, sparsity ndiyo huru lever yekuchengeta inference inokwanisika. Tsvagiridzo iri kubata nzvimbo dzisina kusimba dzeMoE, kuyera kuyera kune nyanzvi, ndangariro pamusoro, uye kugadzikana kwekudzidziswa, nepo Hardware uye masheki ekushandira achiwedzera kukwenenzvera kune nyanzvi nzira.
Real-World Implementation
Kushandira chatbot yemhando yepamusoro pamutengo uye nekumhanya kweiyo diki diki modhi
Kuzvibata wega iyo Apache-2.0 ine rezinesi modhi yezvigadzirwa zvekutengesa pasina mubhadharo wekushandisa
Kunyatsogadzirisa maitiro emunhu paMixtral yekukodha, kupfupisa, kana mabasa emitauro yakawanda
Kumhanya kukurumidza kufungidzira pane imwechete yakawanda-GPU server uko 70B dense modhi yaizonyanya kunonoka
Njodzi & Guardrails
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
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Gaidhi rinotevera
Model uye Pipeline Parallelism
Mibvunzo inowanzo bvunzwa
What is Mixtral and Sparse Models?
Mixtral ndiyo Mistral AI yakavhurika musanganiswa-we-nyanzvi modhi iyo inopa yakakura-modhi yemhando padiki-modhi yekumhanya. Sparse modhi senge iyo inomutsa chete chidimbu chemaparamita patokeni, yekucheka komputa pasina kupa kupa kugona.
MuMixtral 8x7B, vangani nyanzvi dzinogadzira chiratidzo chega chega?
Mixtral inoshandisa top-2 routing: router inosarudza mbiri kubva kune masere nyanzvi kugadzirisa chiratidzo chimwe nechimwe.
Ndechipi chikamu chinosarudza kuti ndedzipi nyanzvi chiratidzo chinotumirwa?
Idiki network yegedhi, inonzi router, inokora nyanzvi uye inosarudza kuti ndeipi inobata chiratidzo chega chega.
Kunyangwe Mixtral 8x7B ine inenge 47B yakazara paramita, ingangoita mangani ari kushanda pachiratidzo?
Nekuti nyanzvi mbiri chete dzinomhanya pane tokeni, ingangoita 13 bhiriyoni paramita inoshanda, ichipa iyo kumhanya kweiyo diki modhi.
Chii chakakosha kutengeserana-kunze kwevashoma MoE modhi seMixtral?
MoE inochengetedza komputa pane tokeni asi ichiri kuda kuti nyanzvi dzese dzibatwe muVRAM, zvichiwedzera ndangariro zvinodiwa.
Iri pasi ripi rezinesi iro Mistral AI yakaburitsa Mixtral, ichikurudzira kutorwa kwakavhurika?
Mixtral yakaburitswa pasi pemvumo yeApache 2.0 rezinesi, ichibvumira kushandiswa kwemahara kwekutengesa uye kugadzirisa zvakanaka.