Isiqulatho[Fihla][Bonisa]
Amandla emodeli yokusetyenzwa kolwimi lwendalo (NLP) aqhubela phambili kunye nobuchwepheshe be-AI. I-NLP ibandakanya ukuhlalutya kunye nokuqonda ulwimi lwabantu oluthethwayo nolubhalwayo kusetyenziswa i-algorithms kunye neemodeli zamanani.
Iimodeli zeelwimi ezifana ne-AutoGPT kunye neLangChain ziye zavela njengezinye zezona zifikeleleke kakhulu ezifikelelekayo ngenxa yesidingo esikhulayo sokusebenzisana kweelwimi zendalo kwiinkqubo ezahlukeneyo.
I-AutoGPT, emele i-Automatic Generative Pre-Training Transformer, yimodeli yolwimi eyenza umbhalo ogqwesileyo usebenzisa iindlela zokufunda nzulu. Imodeli yolwimi lwaseLangChain, kwelinye icala, yenzelwe ngokucacileyo imisebenzi yokuguqulela ulwimi.
Eli nqaku lithelekisa kwaye lithelekisa iimodeli ezimbini zeelwimi eziyinkimbinkimbi ezikhoyo ngoku, i-AutoGPT kunye neLangChain, ukukunceda ekukhetheni imodeli efanelekileyo kwiimfuno zakho ezizodwa.
Siza kujonga imodeli nganye izibonelelo kunye neengxaki, kunye nezithintelo zayo kunye nezicelo ezicetyiswayo. Ekupheleni kwesi siqwenga, abafundi kufuneka babe nombono ongcono wokuba yeyiphi imodeli efanelekileyo kakhulu kwiimfuno zabo ezithile.
Yintoni i I-AutoGPT?
Isiguquli soQeqesho saPhambili esiZizimelayo (I-AutoGPT) yimodeli yolwimi ephucukileyo evelisa ukubhala okugqwesileyo kusetyenziswa iindlela zokufunda nzulu.
Ifumene uqeqesho olubanzi lwaphambi kolwazi oluninzi, kubandakanywa izicatshulwa ezivela ezincwadini nakwi-intanethi, ukuze ifunde kwaye iqonde izakhiwo zegrama kunye neepateni zolwimi lwabantu.
I-AutoGPT inokuvelisa ulwimi oluhambelanayo, oluchanekileyo ngokwegrama, kwaye lufanelekile kumxholo ngokubonga kolu qeqesho lwangaphambili.
Amandla e-AutoGPT ukuze azenzele ngokwawo kwimisebenzi eyahlukeneyo ye-NLP yenye yeempawu zayo ezibalaseleyo. I-AutoGPT inokwenzelwa imisebenzi efana nokwahlulahlula okubhaliweyo, ukuphendulwa kwemibuzo, kunye nokushwankathela okubhaliweyo kusetyenziswa nje ubungakanani obuncinci bedatha ethile yomsebenzi.
Ngenxa yoko, i-AutoGPT sisixhobo esiguquguqukayo nesisebenzayo kwizicelo ezininzi ze-NLP. I-AutoGPT inokuvelisa isicatshulwa esinesitayile kunye ne-acoustically ifana ngokuphawulekayo nomthombo wemathiriyeli eyayiqeqeshelwe kuyo. Ngenxa yoku, ukubhala okuyikopi echanekileyo yesicatshulwa esibhalwe ngabantu kunokuveliswa.
I-AutoGPT sisixhobo esiluncedo kwiinkampani kunye nabantu abafuna ukwenza umxholo ngeelwimi ezininzi kuba inokusetyenziselwa ukuvelisa umbhalo kuluhlu lweelwimi.
Iimbonakalo
UQeqesho oluPhezulu lwaPhambili
Uqeqesho olubanzi lwangaphambili lwe-AutoGPT yenye yezona zinto ziphambili.
Ukufumana kunye nokuqonda iipateni zolwimi kunye nezakhiwo zolwimi lwabantu, imodeli ifumene uqeqesho lwangaphambili olubanzi kwiintlobo ngeentlobo zedatha, kubandakanywa izicatshulwa ezivela kwiincwadi kunye ne-intanethi.
I-AutoGPT inokuvelisa ulwimi oluhambelanayo, oluchanekileyo ngokwegrama, kwaye lufanelekile kumxholo ngokubonga kolu qeqesho lwangaphambili.
Izakhono zoKulungisa kakuhle
Ukukwazi ukulungisa kakuhle i-AutoGPT selinye icandelo eliphambili.
I-AutoGPT inokulungiswa kwiindidi zemisebenzi ye-NLP, efana nokuhlelwa kweetekisi, ukuphendula imibuzo, kunye nesishwankathelo sombhalo, usebenzisa nje ubungakanani obuncinci bedatha ethile yomsebenzi. Oku kwenza i-AutoGPT ibe sisixhobo esisebenza ngeendlela ezininzi nesisebenzayo kwizicelo ezininzi.
Ukukwazi ukuVelisa iTeksi ekwiMgangatho oPhezulu
Umbhalo okumgangatho ophezulu unokuveliswa nge-AutoGPT ngokulula. Ayinakwahlulwa kwizinto ezibhalwe ngabantu, imodeli inokuvelisa umxholo ohambelana nesimbo kunye negrama ngokugqithisileyo kwidatha ekrwada eyayiqeqeshwe kuyo.
Oku kwenza i-AutoGPT ibe sisixhobo esiluncedo kwimibutho kunye nabantu abafuna ukuvelisa izinto ezininzi eziphezulu.
Uluhlu olubanzi lwezicelo ze-NLP
Imisebenzi emininzi ye-NLP, ebandakanya ukuhlelwa kombhalo, ukuphendula imibuzo, isishwankathelo sombhalo, ukuguqulelwa kolwimi, kunye nezinye, zinokuqhutywa nge-AutoGPT.
Inokuthi ke ngoko isetyenziswe yimibutho, abaphandi, kunye nabani na ongomnye ofuna ukujongana nedatha yolwimi.
Fikelela kwi-intanethi
Enye into eyahlula i-AutoGPT yikhono layo lokuqhuba uphando lwewebhu kunye nokubonelela ngolwazi lwamva nje kwisihloko esithile. Esi sixhobo siluncedo kakhulu kubantu kunye neenkampani ezifuna ukuhlala zinolwazi ngophuhliso lwamva nje kwicandelo labo.
I-AutoGPT inokuhlaziya amaphepha ewebhu, amanqaku eendaba, kunye nezithuba zemidiya yoluntu ukuze ufunde kabanzi malunga nesihloko. Inokuthi emva koko isebenzise olu lwazi ukwenza isishwankathelo esihle okanye iingxelo, ukugcina amashishini kunye nabaphandi itoni yexesha kunye neenzame.
Imida
Izixhobo ezifunekayo kwiKhompyutha
Izixhobo ezininzi zekhompyuter ezifunekayo ekuqeqesheni nasekusebenziseni imodeli yenye yeengxaki eziphambili ze-AutoGPT. I-AutoGPT inokuba ngumngeni kwabanye abantu ukuba bayisebenzise kuba idinga inkumbulo eninzi kunye namandla okusebenza.
Ngenxa yesi sithintelo, i-AutoGPT ayifumaneki kuye wonke umntu kuba ifuna i-hardware ebiza kakhulu kunye nolwazi olukhethekileyo lobugcisa.
Inkxaso kwiilwimi ezininzi iNcinyiwe
Inkxaso ethintelweyo yemisebenzi yeelwimi ezininzi kwi-AutoGPT yenye i-drawback. I-AutoGPT inokuvelisa isicatshulwa kwiilwimi ezininzi, kodwa ayiloncedo kangako kwimisebenzi efuna ulwazi olunzulu lolwimi lweelwimi ezininzi.
Abasebenzisi abafuna ukujongana neelwimi ezininzi kunokufuneka basebenzise ezinye iimodeli zolwimi okanye izixhobo ngenxa yesi sinyanzelo.
Isiphumo esiSekelwe
Xa usebenzisa i-AutoGPT, abasebenzisi kufuneka bathathele ingqalelo inani leminye imiba ngaphezu kwezi zithintelo. Ngokomzekelo, i-AutoGPT inokunikezela ngeziphumo zomkhethe okanye eziphosakeleyo ukuba idatha yoqeqesho esetyenziselwa ukuphuhlisa imodeli yayinomkhethe okanye ayithembekanga.
Ukuqonda ngokunzulu iimvakalelo zomntu okanye imvelaphi yenkcubeko kunokuba yimfuneko kweminye imisebenzi, kwaye i-AutoGPT inokuba nengxaki nayo.
Yintoni i LangChain?
I-LangChain yenye i-paradigm yolwimi entsonkothileyo eye yanda kakhulu kwiminyaka yakutshanje. Ifana ne-AutoGPT, LangChain yimodeli yolwimi esekwe kwinethiwekhi ye-neural enokuvelisa ukubhala okugqwesileyo.
Kodwa iLangChain ihluke kwezinye iimodeli zolwimi ngenxa yeempawu ezimbalwa ezahlukileyo.
ILangChain inamandla okufunxa kunye nokuguqula impendulo yomsebenzisi. Ngokufanelekileyo, imodeli inokufundiswa ukuvelisa umxholo obonisa ngokusondeleyo incasa kunye nesimbo somsebenzisi othile okanye umbutho.
Ngenxa yobuchule bayo obubalaseleyo bokuthetha iilwimi ezininzi, iLangChain ikwalukhetho olufanelekileyo kwimisebenzi efuna ukuqonda ngokucokisekileyo iilwimi ezininzi ezahlukeneyo.
Yakhiwe ngokusebenzisa i-cutting-edge uyilo lwenethiwekhi ye-neural, yaye ngenxa yendlela eyilwe ngokukhethekileyo ngayo, inokufunda ize iluqonde ulwimi ngendlela ephantse ifane nolwazelelelo lomntu.
Kubantu kunye nemibutho efuna ukujongana nomxholo kwiilwimi ezininzi, iLangChain sisixhobo esixabisekileyo kuba inokubonelela ngeenguqulelo ezigqwesileyo kunye nezishwankathelo kwiilwimi ezahlukeneyo ze-100.
Amandla eLangChain ukuvelisa ulwimi oluvakalayo lwendalo yenye yezona zinto zibalaseleyo, okwenza kube sisixhobo esifanelekileyo kwizicelo ezifana nee-chatbots kunye nabancedisi abangabonakaliyo. Ngaphezu koko, iLangChain inokushwankathela kwaye ihlalutye amaphepha anzima, inike abathengi izishwankathelo ezicacileyo, eziqondakalayo.
Iimbonakalo
Ukuchaneka okuphezulu kunye nesantya
Ubuchwephesha beLangChain ekuguquleleni ulwimi yenye yeempawu zayo eziphambili.
ILangChain ngumzekelo wolwimi owenziwe ngokucacileyo ukunika iinguqulelo ezikumgangatho ophezulu kwiilwimi ezingaphezu kwe-100, ngokuchaseneyo nezinye iimodeli zeelwimi ezinikezela ngeempendulo eziqhelekileyo.
Sisixhobo esiyimfuneko kuye wonke umntu ekufuneka asebenze ngedatha yolwimi ngenxa yoyilo olukhethekileyo, oluvumela ukuba inike iinguqulelo ezichanekileyo nezithembekileyo.
Inkxaso eyakhelwe-ngaphakathi kwiiLwimi ezingaphezu kwe-100
Ukuchaneka okukhulu kunye nesantya seLangChain yenye into ebalulekileyo.
ILangChain sisisombululo esigqibeleleyo semisebenzi ekufuneka igqitywe ngokukhawuleza kuba isebenzisa i-edge-edge neural network architecture ukubonelela ngeenguqulelo ezichanekileyo ngokukhawuleza.
Ngaphaya koko, iLangChain yakhelwe ukufunda kwiimpazamo zayo kwaye yandise ukusebenza kwayo ekuhambeni kwexesha, iqinisekisa ukuba iinguqulelo zayo zihlala zibangcono.
Ii-APIs kunye nengxelo yexesha lokwenyani
Abasebenzisi banokufikelela kwinani le-API ngeLangChain, eyenza kube lula ukubandakanya imodeli yolwimi kwiinkqubo esele zikhona kunye neenkqubo.
Inika abathengi ingxelo ekhawulezileyo malunga nokusebenza kweenguqulelo zabo, ibenza bakwazi ukwenza naluphi na uhlengahlengiso oluyimfuneko kunye nokuqhubela phambili.
Imida
Usetyenziso olulinganiselweyo
Eyona nto ijoliswe ekuguquleleni ulwimi yenye yeengxaki eziphambili zikaLangChain.
Ayiguquguquki kakhulu kuneemodeli zolwimi ezizezinye ezibonelela ngezisombululo ezibandakanya konke, kodwa zibonelela ngeenzuzo ezahlukeneyo kubasebenzisi ekufuneka banxibelelane nedatha yolwimi.
Kubasebenzisi abafuna ukusebenzisana nedatha yolwimi kwiimeko ezahlukeneyo, iLangChain isenokungabi yeyona ndlela ilungileyo.
Ukuchaneka okulinganiselweyo kwiiLwimi eziNqabileyo
Kwiilwimi ezingaqhelekanga, ezisetyenziswa kancinci, ukuchaneka kweLangChain kunokunyanzeliswa. Ixhasa iilwimi ezingaphezu kwe-100, kodwa kwiilwimi ezingasetyenziswa kakhulu, ukuchaneka kwayo kunokuba ngaphantsi.
Oku kunokwenza ukuba kube luncedo kangako kwabo kufuneka basebenze ngedatha yolwimi esuka kwiilwimi ezingaqhelekanga.
Ukuthelekiswa kwe-AutoGPT kunye neLangChain
Kulula ukuyisebenzisa
Ngaphandle kokwahluka okuthile phakathi kweemodeli ezimbini, iLangChain kunye ne-AutoGPT zombini zilula ngokufanelekileyo ukuzisebenzisa. I-AutoGPT lukhetho oluthandwayo lwabaphuhlisi abafuna ukuzama i-NLP ngaphandle kokwakha yonke into ukususela ekuqaleni kuba imodeli yomthombo ovulekileyo elula ukubandakanya kwiziseko zekhowudi zangoku.
Indlela yodwa yokufikelela kwimodeli yeLangChain, ngakolunye uhlangothi, ngeGoogle Cloud Translation API.
Kubaphuhlisi abasebenzisa iinkonzo zikaGoogle ngoku, oku kwenza kube lula ukuyisebenzisa, kodwa isenokungafikeleleki kwabanye abafuna ukusebenzisa ababoneleli ngenkonzo yelifu.
Inyaniso yokuba i-LangChain iza kunye nenkxaso eyakhelwe-ngaphakathi kwiilwimi ezahlukeneyo ze-100 yenza kube lula ukubandakanya kwizicelo ezifuna inkxaso yeelwimi ezininzi, enye inzuzo yokusebenzisa iLangChain nge-API yokuguqulela i-Cloud.
Ngokuchaseneyo, i-AutoGPT inokufuna uqwalaselo olungakumbi lwezandla ukuze ikwazi ukuphatha iilwimi ezininzi.
izicelo
Imodeli yolwimi eguquguqukayo ye-AutoGPT inokusetyenziswa kwimisebenzi eyahlukeneyo ye-NLP, efana nokudala umbhalo, Uhlalutyo lweemvakalelo, kunye nokuguqulelwa kolwimi.
ILangChain, kwelinye icala, yenzelwe ngokukodwa ukuguqulelwa kolwimi kwaye isenokungasebenzi kwezinye izicelo ze-NLP.
ukuchaneka
Bobabini i-AutoGPT kunye neLangChain inokuchaneka okulungileyo kwaye ivelise isicatshulwa esihle kakhulu. Ukuchaneka kweLangChain kunokunyanzelwa kwiilwimi ezingaqhelekanga, ngelixa ukuchaneka kwe-AutoGPT kunokuba phezulu kwiilwimi ezingaqhelekanga.
Ngokwezifiso
Amanqanaba aphezulu okwenziwa ngokwezifiso afumaneka nge-AutoGPT, evumela abasebenzisi ukuba bahlengahlengise imodeli yokusetyenziswa kunye neemeko ezithile.
Nangona iLangChain ibonelela ngokhetho olulungeleyo, abanakukwazi ukuguquguquka njengaleyo inikezelwe yi-AutoGPT.
isantya
Kuba i-AutoGPT yamkelwa ngexesha layo elikhawulezayo lokusetyenzwa, lolona khetho lulungileyo lwezicelo ezifuna iziphumo zangoko.
Nangona i-LangChain inikezela ngokukhawuleza ukuqhutyelwa phambili, kwezinye iimeko, ingaba yincinci kune-AutoGPT.
Inkxaso yeelwimi ezininzi
Abasebenzisi abafuna ukusebenza ngeelwimi ezininzi kufuneka basebenzise i-AutoGPT kuba ixhasa iindidi ezininzi zazo. I-LangChain lukhetho oluphezulu kubantu abahlala besebenza ngeelwimi ezininzi ngenxa yenkxaso eyakhelwe-ngaphakathi kwiilwimi ezahlukeneyo ze-100.
Izixhobo zeKhompyutha
Kubasebenzisi abanezibonelelo ezilinganiselweyo, iqondo eliphezulu lekhompuyutha elifunekayo ukuze usebenze kunye nokuqeqesha i-AutoGPT ingaba ngumqobo.
Kodwa ngenxa yokuba iLangChain ithatha amandla amancinci okubala, lukhetho olusebenzayo ngakumbi kubantu abanezixhobo ezilinganiselweyo.
Yeyiphi imodeli ofanele ukuyisebenzisa?
Impendulo ngokuyintloko ixhomekeke koko ufuna ukukuzuza.
I-LangChain ingaba yinto engcono kakhulu ukuba ugxininiso lwakho luyinguqulelo yolwimi kwaye ufuna imodeli enokusingatha isicatshulwa ngokukhawuleza nangokuchanekileyo.
Nangona kunjalo, i-AutoGPT inokuba lolona khetho lungcono ukuba ufuna imodeli yolwimi eguquguqukayo ngakumbi kwaye inokwenziwa ngokwezifiso kwiinkqubo ezahlukeneyo ze-NLP.
Ekugqibeleni, ukuzama ngazo zombini ukufumanisa ukuba yeyiphi eyona ifanele iimfuno zakho kuya kukunceda wenze isigqibo sokuba yeyiphi imodeli ekulungeleyo. Ngethamsanqa, kungakhathaliseki ukuba imodeli oyisebenzisayo, i-AutoGPT kunye neLangChain zombini zifikeleleke kwaye zilula ukuyisebenzisa, ngoko unokuqalisa ukusebenzisa i-NLP ngokukhawuleza.
I-AutoGPT kunye neLangChain zombini iimodeli zolwimi eziphucukileyo ezivelisa isicatshulwa esikumgangatho ophezulu usebenzisa iindlela zokufunda ezinzulu. Nangona imodeli nganye ineenzuzo kunye neengxaki, ekugqibeleni kufuneka usekele isigqibo sakho kwiimfuno zakho ezizodwa kunye nokusetyenziswa kwemeko.
Shiya iMpendulo