- Uhlaselo lufihla i-multimodal engabonakaliyo kwimifanekiso ethi, xa ilinganiswe kwi-Gemini, iphume ngaphandle kwesilumkiso.
- I-vector iphakamisa ukusetyenzwa kwangaphambili komfanekiso (224x224/512x512) kwaye ibangela izixhobo ezifana neZapier ukukhupha idatha.
- Ummelwane okufutshane, i-bilinear, kunye ne-bicubic algorithms zisengozini; isixhobo se-Anamorpher sivumela ukuba zitofwe.
- Iingcali zicebisa ukuba uthintele ukuthoba, ukujonga igalelo, kunye nokufuna ukuqinisekiswa ngaphambi kokuba wenze izinto ezinobuzaza.
Iqela labaphandi libhale indlela yokungena ekwaziyo ngokweba idata yobuqu ngokutofa imiyalelo efihlakeleyo kwimifanekisoXa ezo fayile zilayishwe kwiinkqubo ezininzi ezifana neGemini, ukucubungula kwangaphambili ngokuzenzekelayo kusebenze imiyalelo, kwaye i-AI iyazilandela ngokungathi ziyasebenza.
Ukufumanisa, okuchazwe yi-Trail of Bits, kuchaphazela iindawo zokuvelisa. njengeGemini CLI, iVertex AI Studio, iGemini API, uMncedisi kaGoogle okanye iGensparkUGoogle uye wavuma ukuba lo ngumceli mngeni obalulekileyo kwishishini, kungekho bungqina bokuxhaphazwa kwiindawo zehlabathi zokwenyani ukuza kuthi ga ngoku. Ukuba sesichengeni kuye kwaxelwa bucala ngenkqubo ye-0Din ye-Mozilla.
Uhlaselo lokulinganisa umfanekiso lusebenza njani
Isitshixo sikwinyathelo lokuhlalutya kwangaphambili: imibhobho emininzi ye-AI Ukutshintsha ubungakanani bemifanekiso ngokuzenzekela kwizisombululo eziqhelekileyo (224×224 okanye 512×512)Enyanisweni, imodeli ayiboni ifayile yokuqala, kodwa inguqu ephantsi, kwaye kulapho umxholo onobungozi utyhilwa khona.
Abahlaseli bafaka I-Multimodal prompts efihliweyo zii-watermark ezingabonakaliyo, rhoqo kwiindawo ezimnyama zefoto. Xa i-algorithms yokunyusa iqhuba, le mizekelo ivela kwaye imodeli itolika njengemiyalelo esemthethweni, enokukhokelela kwizenzo ezingafunekiyo.
Kwiimvavanyo ezilawulwayo, abaphandi bakwazile uku Khipha idatha kwiKhalenda kaGoogle kwaye uyithumele kwi-imeyile yangaphandle ngaphandle kokuqinisekiswa komsebenzisi. Ukongeza, ezi ndlela zidibanisa kwintsapho ye uhlaselo olukhawulezayo lwesitofu sele ibonisiwe kwizixhobo ze-agent (ezifana ne-Claude Code okanye i-OpenAI Codex), ekwaziyo khupha ulwazi okanye uqalise iintshukumo ezizenzekelayo ukusebenzisa ukuhamba okungakhuselekanga.
Ivektha yonikezelo ibanzi: umfanekiso kwiwebhusayithi, imeme ekwabelwana ngayo kuWhatsApp okanye a iphulo lokurhwaphiliza unakho Yenza i-prompt xa ucela i-AI ukuba iqhubekisele phambili umxholoKubalulekile ukugxininisa ukuba uhlaselo lubonakala xa umbhobho we-AI usenza isikali phambi kohlalutyo; ukujonga umfanekiso ngaphandle kokudlula kwelo nyathelo akuwuqalisi.
Ngoko ke, umngcipheko ugxininiswe ekuhambeni apho i-AI inokufikelela kwizixhobo ezixhunyiwe (umzekelo, thumela ii-imeyile, khangela iikhalenda okanye usebenzise ii-API): Ukuba akukho zikhuselo, iya kubenza ngaphandle kokungenelela komsebenzisi.
Ii-algorithms ezisesichengeni kunye nezixhobo ezibandakanyekayo
Uhlaselo lusebenzisa indlela ethile algorithms cinezela ulwazi olukwisisombululo esiphezulu kwiipikseli ezimbalwa xa kucuthwa: ungenelelo lommelwane okufutshane, uguqulelo lwe-bilinear, kunye nofakelo lwe-bicubic. Nganye ifuna ubuchule bokubethelela okwahlukileyo ukuze umyalezo usinde xa kusenziwa uhlengahlengiso.
Ukuzinzisa le miyalelo isixhobo esivulelekileyo sisetyenzisiwe I-Anamorpher, eyenzelwe ukujova i-prompts kwimifanekiso esekelwe kwi-algorithm ekujoliswe kuyo kwaye uzifihle kwiipatheni ezifihlakeleyo. Ukulungiswa komfanekiso we-AI emva koko ekugqibeleni ubatyhile.
Nje ukuba i-prompt ibonakalisiwe, imodeli inako yenza udibaniso lusebenze njengeZapier (okanye iinkonzo ezifana ne-IFTTT) kunye nezenzo zamatsheyini: ukuqokelelwa kwedatha, ukuthumela ii-imeyile okanye uqhagamshelo kwiinkonzo zomntu wesithathu, yonke into ihamba ngendlela eqhelekileyo.
Ngamafutshane, oku akukona ukusilela okuzimeleyo komthengisi, kodwa kunokuba a ubuthathaka besakhiwo ekuphatheni imifanekiso enemilinganiselo ngaphakathi kwemibhobho ye-multimodal edibanisa umbhalo, umbono, kunye nezixhobo.
Amanyathelo okunciphisa kunye nezenzo ezilungileyo
Abaphandi bayacebisa kuphephe ukuthoba izinga xa kunokwenzeka kwaye endaweni yoko, nciphisa imilinganiselo yomthwalo. Xa ukulinganisa kuyimfuneko, kuyacetyiswa ukuba kufakwe a imboniso yento eza kubonwa yimodeli, nakwizixhobo ze-CLI nakwi-API, kwaye usebenzise izixhobo zokufumanisa ezifana Google SynthID.
Kwinqanaba loyilo, olona khuselo luqinileyo ludlula iipatheni zokhuseleko kunye nolawulo olucwangcisiweyo ngokuchasene nesitofu somyalezo: akukho mxholo ofakwe kumfanekiso onokuthi uqalise Iminxeba kwizixhobo ezibuthathaka ngaphandle kokuqinisekiswa okucacileyo umsebenzisi.
Kwinqanaba lokusebenza, bubulumko Kuphephe ukufaka imifanekiso yemvelaphi engaziwayo kwiGemini kwaye uphonononge ngononophelo iimvume ezinikwe umncedisi okanye usetyenziso (ukufikelela kwi-imeyile, ikhalenda, ii-automations, njl.). Le miqobo inciphisa kakhulu impembelelo enokubakho.
Kumaqela obugcisa, kuyafaneleka ukuphicotha i-multimodal preprocessing, ukuqinisa i-sandbox yesenzo, kunye irekhodi/isilumkiso kwiipateni ezingaqhelekanga ukusebenza kwesixhobo emva kokuhlalutya imifanekiso. Oku kuhambelana nokhuselo lwenqanaba lemveliso.
Yonke into yalatha kwinto yokuba sijongene nayo enye inguqu yesitofu esikhawulezayo Isetyenziswa kwiitshaneli ezibonakalayo. Ngamanyathelo okuthintela, ukuqinisekiswa kwegalelo, kunye nokuqinisekiswa okunyanzelekileyo, umda wokuxhaphazwa uyancipha kwaye umngcipheko ulinganiselwe kubasebenzisi kunye namashishini.
Uphando lujolise kwindawo engaboniyo kwiimodeli ezininzi: Ukulinganisa umfanekiso kunokuba yinto yokuhlasela Ukuba ayikhange iqwalaselwe, ukuqonda ukuba igalelo liqhutyelwe njani na, ukunqandwa kweemvume, kwaye kufuna iziqinisekiso phambi kokuba izenzo ezibalulekileyo zingenza umahluko phakathi komfanekiso okhawulezayo kunye nesango kwidatha yakho.
Ndingumntu othanda itekhnoloji ojike umdla wakhe we "geek" waba ngumsebenzi. Ndichithe ngaphezulu kweminyaka eli-10 yobomi bam ndisebenzisa itekhnoloji yokusika kwaye ndikhenkceza ngazo zonke iintlobo zeenkqubo ngenxa yokufuna ukwazi okumsulwa. Ngoku ndiqeqeshelwe ubugcisa bekhompyutha nakwimidlalo yevidiyo. Oku kungenxa yokuba ngaphezu kweminyaka emi-5 ndibhalela iiwebhusayithi ezahlukeneyo kwitekhnoloji kunye nemidlalo yevidiyo, ndisenza amanqaku afuna ukukunika ulwazi oludingayo ngolwimi oluqondakalayo kuye wonke umntu.
Ukuba unayo nayiphi na imibuzo, ulwazi lwam lusuka kuyo yonke into enxulumene nenkqubo yokusebenza yeWindows kunye ne-Android yeefowuni eziphathwayo. Kwaye ukuzinikela kwam kukuwe, ndihlala ndikulungele ukuchitha imizuzu embalwa kwaye ndikuncede usombulule nayiphi na imibuzo onokuba nayo kweli lizwe le-intanethi.