Samfurin Haɗuwa
Haɗin ƙirar yana haɗa ma'aunin hanyoyin sadarwa na ƙwararrun ƙwararrun ƙwararrun ƙwararrun biyu ko fiye zuwa samfuri ɗaya - ba tare da wani horo ko samun damar zuwa ainihin bayanan horon ba.
Dubawa
It matters because it lets teams blend specialized skills cheaply, turning expensive fine-tuned models into reusable building blocks.
Zurfafa nutsewa
Haɗin ƙirar ƙira yana haɗa ainihin sigogi (masu nauyi) na ƙira da yawa waɗanda ke raba gine-gine iri ɗaya. Hanya mafi sauƙi, matsakaicin nauyi, kawai yana ɗaukar ma'anar ma'aunin nauyi. Hanyoyi masu wayo suna aiki tare da 'task vectors' - bambanci tsakanin ƙirar mai kyau da tushe. Ƙara aikin vector yana shigar da fasaha; Rage shi zai iya cire halayen da ba a so. Dabaru kamar TIES-Merging da DARE datsa kuma suna sake siffanta waɗannan hanyoyin don rage tsangwama lokacin da aka haɗa samfura da yawa. Saboda ba a buƙatar saukar ƙasa ko bayanai, haɗuwa yana gudana cikin daƙiƙa guda akan kwamfutar tafi-da-gidanka. Kama: yana aiki ne kawai lokacin da samfura suka sauko daga tushe na gama gari kuma suna rayuwa a cikin yankuna masu jituwa na sararin samaniya.
Fahimtar Fasaha
Babban ra'ayin shine daidaitawa mai kyau yana motsa ma'auni tare da ɗan ƙaramin 'basin asarar' kusa da ƙirar tushe. Aiki vector ne mai sauƙi (kyakkyawan daidaita ma'aunin nauyi tare da ma'aunin tushe). Saboda waɗannan nau'ikan madaidaicin layi ɗaya kuma galibi suna kusa-orthogonal a cikin ayyuka daban-daban, zaku iya ƙara da yawa tare kuma ƙirar haɗin gwiwa tana riƙe kowace fasaha. TIES da DARE da farko suna datse ƙananan ƙananan ko kuma masu cin karo da juna don yanke alamar rashin jituwa, sannan su haɗu, tare da hana wani aiki sake rubuta wani.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Haɗin Model
Yi tsammanin haɗuwa ya zama daidaitaccen ɓangaren samfurin' sarƙoƙi na kayayyaki. Wuraren sun riga sun karɓi dubunnan wuraren bincike masu haɗaka, kuma kayan aikin kamar mergekit suna yin raba girke-girke. Bincike yana matsawa zuwa binciken haɗa kai ta atomatik (algorithms na juyin halitta suna ɗaukar ma'auni na gauraya-hikima), haɗawa a cikin gine-gine daban-daban, da kuma haɗa abubuwan haɗin gwiwar masana a kan tashi. Yayin da buɗaɗɗen wakoki ke yaɗuwa, haɗakarwa tana ba da hanya marar-kusa don tsara iyawa, kodayake ba da lasisi da tabbatar da samfuran haɗaɗɗiyar za su buƙaci ƙarin ƙa'idodi.
Aiwatar da Gaskiyar Duniya
Haɗa ƙirar ƙididdigewa tare da ƙirar taɗi don haka LLM ɗaya ya rubuta lamba kuma yana tattaunawa a zahiri, ba tare da sake horarwa ba.
Gwaje-gwajen haɗe-haɗe na juyin halitta waɗanda suka haɗa samfurin yaren Jafananci tare da ƙirar lissafi na Ingilishi don samar da ƙaƙƙarfan warware lissafin Jafananci.
Rage aikin 'mai guba' daga ma'aunin ƙira don rage abubuwan da ke cutarwa ba tare da tattara sabbin bayanan aminci ba.
Haɗa adaftan LoRA da yawa waɗanda aka horar akan salon rubutu daban-daban zuwa samfuri ɗaya wanda zai iya jujjuya sautin.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Sakana AI Tsarin Juyin Juyin Halitta
Tambayoyin da ake yawan yi
What is Model Merging?
Haɗin ƙirar yana haɗa ma'aunin hanyoyin sadarwa na ƙwararrun ƙwararrun ƙwararrun ƙwararrun biyu ko fiye zuwa samfuri ɗaya - ba tare da wani horo ko samun damar zuwa ainihin bayanan horon ba. Yana da mahimmanci saboda yana ƙyale ƙungiyoyi su haɗu da ƙwarewa na musamman cikin rahusa, suna mai da ƙira masu tsada masu tsada zuwa tubalan ginin da za a sake amfani da su.
Menene haɗe-haɗe da farko?
Haɗin samfurin yana aiki kai tsaye akan ma'aunin ma'auni/ma'auni na ƙira, yana haɗa su zuwa saiti ɗaya, maimakon haɗa bayanai ko bayanan lokacin aiki.
Me yasa haɗin samfurin zai iya gudana a cikin daƙiƙa akan kayan masarufi masu sauƙi?
Domin haɗawa da gaske ƙididdiga ce mai nauyi akan ma'aunin da ake da shi, babu wani haɓaka mai tsada ko wucewar bayanai da ke ciki.
Wace matsala ce hanyoyin kamar TIES-Merging da DARE ke magance musamman?
TIES da DARE suna datsa da sake daidaita abubuwan aikin don rage sabuntawar rikice-rikice (alama ta gaba), don kada wani aiki ya sake rubuta wani.
Ta yaya za a yi amfani da haɗakarwa don *cire* halin da ba a so?
Rage (raguwa) na'urar aikin da ke daure da wani hali maras so, kamar guba, na iya kawar da samfurin daga wannan hali.