Wake wafisa ukuthi ungaxoxa ne-AI eqonda kokubili idatha ekhulunywayo nebonwayo? I-MultiModal-GPT paradigm ihlanganisa ukucubungula ulimi nokuqonda okubonakalayo.
Inikeza ithuba lokusebenzelana okunembile nokuhlukahlukene kwabantu namakhompyutha. I-MultiModal-GPT inganikeza amagama-ncazo achazayo, ibale izinto ngazinye, futhi iphendule imibuzo yabasebenzisi abajwayelekile.
Kodwa, ikwenza kanjani lokho? Futhi, yini ongayenza nge-MultiModal-GPT?
Ake siyiyise ekuqaleni indaba futhi siqonde amathuba aphambi kwethu.
Ngokuvela kwamamodeli olimi afana ne-GPT-4, ubuchwepheshe bokucubungula ulimi lwemvelo bubona uguquko. Izindlela ezintsha ezifana ne-ChatGPT sezivele zifakiwe ezimpilweni zethu.
Futhi, babonakala beqhubeka nokuza!
I-GPT-4 kanye Nemikhawulo Yayo
I-GPT-4 ibonise ubuchwepheshe obumangalisayo ezingxoxweni ze-multimodal nabantu. Ucwaningo lwenze umzamo wokuphinda lokhu kusebenza, kodwa ngenxa yenani elikhulu lamathokheni ezithombe, okuhlanganisa amamodeli anolwazi olunembile olubonakalayo lungabiza ngokwezibalo.
Amamodeli akhona futhi awabandakanyi ukuqondisa kolimi esifundweni sabo, okuvimbela ikhono labo lokubamba iqhaza ezingxoxweni zombhalo wesithombe ezishintshashintshayo eziningi.
Ukwakha phezu kweFlamingo Framework
Imodeli entsha ebizwa ngokuthi i-MultiModal-GPT yasungulwa ukuze ikwazi ukuxhumana nabantu kusetshenziswa kokubili izinkomba zolimi nezibonwayo.
Abathuthukisi basebenzise uhlelo olubizwa ngokuthi Uhlaka lwe-Flamingo, eyayiqeqeshelwe ukuqonda kokubili umbhalo nokubonwayo, ukwenza lokhu kwenzeke.
I-Flamingo yayidinga izinguquko ezithile, nokho, njengoba yayingakwazi ukuba nezingxoxo ezinwetshiwe ezihlanganisa umbhalo nokubonwayo.
Imodeli ebuyekeziwe ye-MultiModal-GPT ingaqoqa idatha ezithombeni futhi iyixube nolimi ukuze iqonde futhi yenze imiyalo yabantu.
I-MultiModal-GPT
I-MultiModal-GPT iwuhlobo lwemodeli ye-AI engalandela imibuzo ehlukahlukene yabantu njengokuchaza okubonwayo, ukubala izinto, nokuphendula imibuzo. Iqonda futhi ilandele imiyalo isebenzisa ingxube yedatha ebonakalayo neyomlomo.
Abacwaningi baqeqeshe imodeli besebenzisa idatha ebonakalayo neyolimi kuphela ukuze bakhulise ikhono le-MultiModal-GPT lokuxoxa nabantu. Ukwengeza, kubangele intuthuko ephawulekayo endleleni inkulumo yayo eyayenziwe ngayo. Kuphinde kwaholela ekuthuthukisweni okubonakalayo ekusebenzeni kwayo kwengxoxo.
Bathole ukuthi ukuba nedatha yokuqeqeshwa yekhwalithi ephezulu kubalulekile ekusebenzeni kahle kwengxoxo, ngoba idathasethi encane enezimpendulo ezimfushane ingase ivumele imodeli ukuthi idale izimpendulo ezimfushane kunoma yimuphi umyalo.
Yini Ongayenza Nge-MultiModal-GPT?
Ukuhlanganyela Ezingxoxweni
Njengamamodeli olimi afika ngaphambili, enye yezimpawu eziyinhloko ze-MultiModal-GPT amandla ayo okuzibandakanya ezingxoxweni zolimi lwemvelo. Lokhu kusho ukuthi abathengi bangase bazibandakanye nemodeli njengoba bebengenza nomuntu wangempela.
Isibonelo, i-MultiModal-GPT inganikeza amakhasimende iresiphi enemininingwane yokwenza ama-noodle noma income izindawo zokudlela ezingaba khona ukuze zidle. Imodeli iyakwazi futhi ukuphendula imibuzo ejwayelekile mayelana nezinhloso zohambo lwabasebenzisi.
Ukuqashelwa Kwezinto
I-MultiModal-GPT ingakwazi ukubona izinto ezithombeni futhi iphendule imibuzo ngazo. Isibonelo, imodeli ingabona uFreddie Mercury esithombeni bese iphendula imibuzo ngaye.
Ingakwazi futhi ukubala inani labantu ngabanye futhi ichaze ukuthi benzani esithombeni. Lo mthamo wokuhlonza into unezinhlelo zokusebenza emikhakheni eyahlukene, ehlanganisa i-e-commerce, ukunakekelwa kwezempilo, nokuphepha.
I-MultiModal-GPT ingakwazi futhi ukubona umbhalo ngaphakathi kwezithombe zedijithali. Lokhu kusho ukuthi imodeli ingakwazi ukufunda umbhalo ezithombeni futhi ikhiphe idatha ewusizo. Ngokwesibonelo, ingase ibone abalingiswa esithombeni bese ikhomba umbhali wencwadi.
Kuyithuluzi eliwusizo kakhulu ukuphathwa kwedokhumenti, okokufaka kwedatha, nokuhlaziywa kokuqukethwe.
Ukubonisana Nesizukulwane Solwazi
I-Multi-modal-GPT ingabonisana futhi ikhiqize ulwazi ngomhlaba. Lokhu kusho ukuthi inganikeza izincazelo ezigcwele zezithombe futhi ibatshele nokuthi isithombe sithathwe ngayiphi isizini.
Leli khono liwusizo emikhakheni eyahlukene, okuhlanganisa ukuqapha imvelo, ezolimo, kanye ne-meteorology. Imodeli ingaphinda ikhiqize izinto zobuciko njengezinkondlo, izinganekwane, nezingoma, iyenze ibe ithuluzi elihle kakhulu lemisebenzi yokudala.
Ukusebenza Kwangaphakathi kwe-MultiModal-GPT
Isifanekiso Semiyalo Ehlanganisiwe
Ithimba lethula isifanekiso esisodwa sokuhlanganiswa kwedatha yolimi olungaguquki kanye nedatha yombono nezilimi eziningi ukuze kuqeqeshwe kahle imodeli ye-MultiModal-GPT ngendlela ehambisanayo.
Leli su elihlanganisiwe lizama ukuthuthukisa ukusebenza kwemodeli kuyo yonke imisebenzi ehlukahlukene ngokusebenzisa amakhono ahambisanayo azo zombili izindlela zedatha nokukhuthaza ukuqonda okujulile kwemibono eyisisekelo.
Amasethi wedatha we-Dolly 15k ne-Alpaca GPT4 asetshenziswa ithimba ukukala amakhono okulandela imiyalelo yolimi kuphela. Lawa madathasethi asebenza njengesifanekiso esisheshayo sokuhlela okokufaka kwesethi yedatha ukuze kuqinisekiswe ifomethi elandela imiyalelo engashintshi.
Isithombe: Uhlolojikelele lwedathasethi ye-Doly 15k
Isebenza Kanjani Imodeli?
Izingxenye ezintathu ezibalulekile zakha imodeli ye-MultiModal-GPT: isiqophi solimi, isithwebuli kabusha sokubona, nesishumeki sombono. Isithombe sithathwa isifaki khodi sombono, esibe sesikhiqiza iqoqo lezici ezisibonakalisayo.
Isiqophi solimi sisebenzisa ulwazi olusuka kusifaki khodi sombono ukuze sidale umbhalo ochaza isithombe ngosizo lwesampler yesiboni.
Ingxenye yemodeli eqondisisa ulimi futhi ikhiqize umbhalo idikhoda yolimi. Ukuze ubikezele igama elilandelayo emshweni, imodeli iqeqeshwa kusetshenziswa idatha yolimi kuphela kanye nombono-kanye nolimi olulandela imiyalelo.
Lokhu kufundisa imodeli indlela yokusabela emiyalweni yabantu futhi kunikeza umbhalo owamukelekayo wezincazelo zesithombe.
Ithimba Emuva
I-MultiModal-GPT idalwe ithimba labacwaningi nonjiniyela be-Microsoft Research Asia eliholwa uTao Gong, uChengqi Lyu, noShilong Zhang. U-Yudong Wang, uMiao Zheng, u-Qian Zhao, u-Kuikun Liu, u-Wenwei Zhang, u-Ping Luo, no-Kai Chen bonke babe nesandla esifundweni nasekuthuthukisweni kwemodeli.
Ukucubungula ulimi lwemvelo, umbono wekhompyutha, nokufunda ngomshini kuyizo zonke izindawo zekhono leqembu. Banezindatshana ezimbalwa ezishicilelwe ezingqungqutheleni nasekushicilelweni kwezinga eliphezulu, kanye nokuhlonishwa nokutuswa okuhlukahlukene ngemizamo yabo yesayensi.
Ucwaningo lwethimba lugxile ekuthuthukisweni kwamamodeli aphambili nezindlela zokunika amandla ukusebenzisana okungokwemvelo nokukhaliphile phakathi kwabantu nobuchwepheshe.
Ukuthuthukiswa kwe-Multi-modal-GPT kuwumsebenzi ophawulekayo kulo mkhakha njengoba kungenye yezindlela zokuqala zokuhlanganisa umbono nolimi ngohlaka olulodwa lwezingxoxo eziyindilinga eziningi.
Iminikelo yeqembu ocwaningweni nasekuthuthukisweni kwe-MultiModal-GPT inamandla okuba nomthelela omkhulu ekusaseni lokucutshungulwa kolimi lwemvelo kanye nokusebenzisana kwemishini yabantu.
Ungayisebenzisa kanjani i-MultiModal-GPT
Kwabaqalayo, ukusebenzisa ithuluzi le-MultiModal-GPT kulula. Vele uye ku https://mmgpt.openmmlab.org.cn/ bese ucindezela inkinobho ethi “Layisha Isithombe”.
Khetha ifayela lesithombe ozolilayisha, bese uthayipha umyalo wombhalo endaweni yombhalo. Ukuze udale impendulo evela kumodeli, chofoza inkinobho ethi "Hambisa", ezovela ngezansi kwenkambu yombhalo.
Ungazama ngezithombe ezahlukene kanye nemiyalelo ukuze ufunde kabanzi mayelana namakhono emodeli.
Ifaka
Ukufaka iphakheji ye-MultiModal-GPT, sebenzisa umyalo wetheminali “git clone https://github.com/open-mmlab/Multimodal-GPT.git” ukuze uhlanganise indawo yokugcina ku-GitHub. Ungamane ulandele lezi zinyathelo:
git clone https://github.com/open-mmlab/Multimodal-GPT.git
cd Multimodal-GPT
pip install -r requirements.txt
pip install -v -e .
Ngaphandle kwalokho, sebenzisa conda env create -f environment.yml
ukusungula indawo entsha ye-conda. Ungase usebenzise idemo endaweni ngemva kokuyifaka ngokulanda izisindo eziqeqeshwe kusengaphambili futhi uzigcine kufolda yezindawo zokuhlola.
Idemo ye-Gradio ingase yethulwe ngokusebenzisa umyalo othi “python app.py”.
Amaphutha Angenzeka
Imodeli ye-MultiModal-GPT isenamaphutha nendawo yokuthuthuka naphezu kokusebenza kwayo okuhle kakhulu.
Isibonelo, uma ubhekene nokufaka okubonakalayo okuyinkimbinkimbi noma okungaqondakali, imodeli ingase ingakwazi njalo ukubona nokuqonda umongo wokokufaka. Lokhu kungase kubangele izibikezelo ezinganembile noma ukusabela okuvela kumodeli.
Ukwengeza, ikakhulukazi uma okokufaka kuyinkimbinkimbi noma kuvulekile, imodeli ingase ingahlali iveza ukusabela okuhle noma umphumela. Impendulo yemodeli, ngokwesibonelo, kungenzeka ukuthi ithintwe indlela amakhava ezincwadi ezimbili ayebukeka ngayo esimweni sokuhlonzwa okungalungile kwekhava yencwadi.
Isiphetho
Sekukonke, imodeli ye-MultiModal-GPT imele isinyathelo esikhulu esiya phambili ekucutshungulweni kolimi lwemvelo nokufunda ngomshini. Futhi, kuyajabulisa kakhulu ukuyisebenzisa nokuzama ngayo. Ngakho-ke, kufanele uzame noma!
Kodwa-ke, inemikhawulo, njengawo wonke amamodeli, futhi idinga ukucwengwa okwengeziwe nokuthuthukiswa ukuze uthole ukusebenza okuphezulu ezinhlotsheni zezinhlelo zokusebenza nezizinda.
shiya impendulo