Erayga Qaamuuska AI

Waa maxay QLoRA?

Qeexid

Farsamo hagaajin ah oo isku dareysa qiyaasidda miisaanka 4-bit iyo adaabiyeyaasha LoRA si loo yareeyo baahiyaha xusuusta.

Ka baadh Qaamuuska AI oo buuxaBaadh dhammaan hagayaasha AI ee bilaashka ah

Shuruudaha la xiriira

LoRA (Laqabsiga Darajada Hoose)Habka hagaajinta wanaagsan ee wax-ku-oolka ah ee ku daraya mitirada adabtarada ee darajada hoose.TiradaMiisaanka moodeelka oo loo beddelo qaababka saxda ah ee hoose sida 8-bit ama 4-bit.HagaajintaSii wadida tababarka xogta gaarka ah ee domain-ka si loo waafajiyo qaabka horay loo tababaray ee hawl gaar ah.Dajinta TilmaamahaHagaajinta qaab ku saabsan lammaanaha jawaab-celinta-tilmaan-bixinta si loo horumariyo hawsha soo socota.Tirade ModelYaraynta saxnaanta tirada ee miisaanka moodeelka si loo dhimo xusuusta iyo qiimaha la fiirsashada.Farsamaynta Fine-Tuning Waxtarka leh (PEFT)Hababka la qabsada moodooyinka iyadoo la tababarayo qayb yar oo xaddidaadyo lagu daray.

Wax badan ka baro hagayaashayada bilaashka ah

QLoRA and 4-Bit Fine-Tuning

Eeg sidoo kale

DPO (Direct Preference Optimization)Flash AttentionTree of ThoughtsMulti-Head AttentionReActPositional EncodingAgentic LoopRoPE (Rotary Positional Embeddings)