Esikhathini sobuhlakani bokwenziwa, ukuvela kwamamodeli amasha okukhiqiza kuqhubeka nokumangaza abasebenzisi, onjiniyela, namabhizinisi ngokufanayo. Iziqhwaga ezimbili zesimo samanje, Gemma 3 y I-DeepSeek, babanga ubuholi bezobuchwepheshe kanye nokuthandwa yilabo abafuna izixazululo ze-AI eziphumelelayo nezinamandla, kokubili ukuze zisetshenziswe umuntu siqu kanye nomsebenzi.
Womabili amamodeli akhiqize intshisekelo enkulu emphakathini, ngayinye inezindlela ezihlukile zokuvuleka, ukusebenza kahle, namandla okucubungula. Nakuba eyodwa ivela emishinini emisha ye-Google, enye ukuzibophezela kwemboni yaseShayina ekwenzeni intando yeningi i-AI ngaphandle kokudela ukusebenza. Ngezansi, sihlola izici, izinzuzo, kanye nemikhawulo ye-Gemma 3 ne-DeepSeek ngokujulile ngokuhlaziywa okubanzi, okufinyelelekayo okuklanyelwe onjiniyela nabasebenzisi abanelukuluku lokwazi.
Iyini i-Gemma 3?
I-Gemma 3 imele isizukulwane sakamuva samamodeli e-AI avulekile athuthukiswe yi-Google. Ngokungafani neyakhe uvale umndeni wakwaGemini, okuyi-Google kuphela enokufinyelela kukhodi yayo, i-Gemma iyingxenye yomzamo wokuvula intuthuko yayo emphakathini. Ngokwakhiwa kwemithombo evulekile, i-Gemma 3 ifuna ukuheha abathuthukisi, abacwaningi, nezinkampani ezinentshisekelo yokusebenzisa i-AI ngaphandle kokuthembela kumasevisi angaphandle noma izindleko eziphezulu.
Okwenza i-Gemma 3 ihluke ukuguquguquka kwayo nokufinyeleleka kwayo. Itholakala ezinguqulweni eziningana ezingakala kuye ngenani lamapharamitha, kusukela kumamodeli anamapharamitha ayizigidi eziyizinkulungwane ezingu-1.000 kuya kwezithuthuke kakhulu ezinamapharamitha ayizigidi eziyizinkulungwane ezingu-27.000. Lobu bubanzi bukwenza kube usizo ezimweni ezihlukahlukene, kusukela emisebenzini elula yeselula kuye kweyinkimbinkimbi yezinkampani noma izicelo zezemfundo.
Izici zobuchwepheshe ezigqanyisiwe ze-Gemma 3
Enye yamandla amakhulu e-Gemma 3 ukuthi ingasebenza ngisho nakudivayisi ene-GPU eyodwa.. Lokhu kubeka imodeli ye-Google endaweni enenhlanhla uma iqhathaniswa nezimbangi zayo, ngokuvamile ezidinga izikhungo zedatha eziqine kakhulu noma ingqalasizinda.
Usekela izilimi ezingaphezu kuka-140, okwenza kube enye yamamodeli alungiselelwe kakhulu ezimo zezilimi eziningi. Lokhu kufaka phakathi izilimi ezisetshenziswa kabanzi nezingajwayelekile, okwenza ukufinyelela kwayo emhlabeni jikelele kuphawuleke ngempela.
Ngaphezu kombhalo, i-Gemma 3 iyakwazi ukucubungula izithombe namavidiyo amafushane.. Lokhu kusebenza kwe-multimodal kwandisa kakhulu izinhlelo zakho zokusebenza, kusukela ekuhlaziyeni okuqukethwe kwe-multimedia kuye ekukhiqizeni izimpendulo ezisekelwe ezibukweni.
Isici esiphawulekayo iwindi lomongo elifinyelela kumathokheni angu-128.000, okukuvumela ukuthi usebenze ngamadokhumenti amakhulu noma idatha eminingi exhunywe, ebalulekile emisebenzini efana nezifinyezo ezinde, ukuhlaziya okujulile, noma izingxoxo eziwuketshezi zesikhathi eside.
Izindlela ezintsha zobuchwepheshe ezithuthukisa i-Gemma 3
I-Gemma 3 ihlanganisa i-architecture esekelwe ku-transformer ethuthukisiwe ene-decoder ehlanzekile, ilungele ukwenziwa kombhalo. Ukunakekelwa kuklanywe ngendlela eyingxube nge izingqimba ezinhlanu zendawo kanye nesendlalelo esisodwa somhlaba, ukuvumela ukusebenza kahle kugcinwe ngaphandle kokudela ukuqonda kokuncika kwesikhathi eside.
Imodeli ihlanganisa isifaki khodi esibonakalayo esiguqula izithombe zibe amathokheni ahambisanayo, okuvumela umbhalo nesithombe ukuthi kucutshungulwe ndawonye ngokushelela. Lokhu kuguqulwa okubonakalayo kuthuthukisa amandla ayo e-multimodal.
Futhi, I-Quantization isetshenziselwa ukunciphisa usayizi wemodeli ngaphandle kokuphazamisa ukusebenza kakhulu., kanye namanye amasu afana ne-grouped query attention (GQA), ukukhishwa kolwazi kusuka kumamodeli wezinga eliphezulu, kanye nekhophasi eqeqeshwe ngezilimi eziningi.
Elinye iphuzu elibalulekile yi- usebenzisa ukulungiswa kwempendulo yomuntu (RLHF/AR), okukuvumela ukuthi ulungise kahle impatho yemodeli yemisebenzi efana nale Ukuhlela, izibalo, ukucabanga okunengqondo, kanye nokukhiqiza izimpendulo ezizethemba kakhulu.
Izinzuzo ze-Gemma 3 ngaphezu kwamamodeli avaliwe
I-Gemma 3 iyindlela enamandla kakhulu uma ufuna ukuzimela nokulawula okuphelele.. Ikhodi yayo yomthombo ovulekile kanye nosayizi othengekayo kuyivumela ukuthi isebenze ezindaweni zasendaweni ngaphandle kwesidingo sama-API okuhweba, okuyenza ilungele ukuthuthukiswa kwangasese, kwezemfundo, noma ngisho nokungaxhunyiwe ku-inthanethi.
Ukuqalisa imodeli endaweni kuthuthukisa ubumfihlo futhi kunciphisa izikhathi zokubambezeleka. Ngenxa yedizayini yayo ethuthukisiwe, kungenzeka ukuthi uyisebenzise kukhompuyutha ephathekayo ngaphandle kwe-GPU noma uyisebenzise ezixazululweni ezishumekiwe nge-Google AI Edge.
Ngaphezu kwalokho, i-Google isithuthukile Ukuphepha nge-ShieldGemma 2 classifier, ehlunga ngempumelelo izithombe eziyingcaca noma ezinodlame. Lokhu kubaluleke kakhulu ezinhlelweni eziqondiswe kuzithameli ezihlukene noma izindawo ezinamazinga aphezulu okuvikela okuqukethwe.
Ukuqhathaniswa kokusebenza: Ingabe i-Gemma 3 idlula i-DeepSeek?
Ezivivinyweni ezihlukahlukene zebhentshimakhi kanye nezinkundla zokuhlola ezingathathi hlangothi njenge I-LMSYS Chatbot Arena, i-Gemma 3 ithole imiphumela yokuncintisana kakhulu, ngisho Inamamodeli asebenze kahle kakhulu njenge-LLaMA-405B ne-DeepSeek-V3 ngekhwalithi yokusabela okukalwa umuntu..
Ikakhulu Inguqulo yepharamitha eyizigidi eziyizinkulungwane ezingama-27.000 ye-Gemma 3 izuze isilinganiso se-Elo sika-1338, uma kuqhathaniswa namamodeli asebenzisa amapharamitha angaphezu kokuphindwe kabili noma kathathu. Lokhu kuyamangaza uma kucatshangelwa ukuthi imodeli ingasetshenziswa ezindaweni ezinezinsiza ezingatheni.
Ezivivinyweni zezemfundo ezifana ne-MATH ne-MMLU-Pro, ithole amaphuzu angu-89 nangu-67,5 ngokulandelana, igqama ekucabangeni okuhlelekile, ukuhlela kanye nemisebenzi yokuqonda ethuthukisiwe.
Ngokubuka, Isebenze kahle kuma-benchmarks afana ne-TextVQA ne-InfoVQA, nakuba isawela ngemuva kwamamodeli avaliwe njenge-GPT-4V. Kodwa-ke, izimpendulo zabo zazihlale zibonakala zinembile ngokomongo futhi zihambisana nokufaka okubukwayo okunikezwayo.
Iyini i-DeepSeek futhi yini eyenza ikhetheke?
I-DeepSeek isizuze udumo njengenye ye-AI enamandla kakhulu yomsuka wamaShayina, igqame ikakhulukazi ngo-2024 nango-2025.. Imodeli yayo eyaziwa kakhulu, I-DeepSeek R1, yathuthukiswa e-Hangzhou futhi ibonakala ngokunikeza ukusebenza okukhethekile okuhlanganiswe nokusebenza kahle kanye nentando yeningi ngenxa yemvelo yayo evulekile.
I-DeepSeek inikeza izinhlobo ezimbili eziyinhloko: u-R1, ogxile ekucabangeni, kanye V3, isebenziseka ngezindlela eziningi ngemisebenzi evamile. Zombili izinguqulo zingasetshenziswa kukho kokubili ukuthuthukiswa kwamahhala nokukhokhelwayo, umehluko kuba ubude bomongo namandla ekhompyutha.
DeepSeek Amakhono Abalulekile
I-DeepSeek ingafinyelela ku-inthanethi, ilayishe amafayela futhi ihlaziye okuqukethwe, kanye nokukwazi ukwenza ikhodi, izibalo ezithuthukile nokucabanga okunengqondo. Ilungiselelwe imisebenzi yobuchwepheshe neyesayensi, iyenze ibe ukukhetha okuhle kumaphrofayili ezemfundo nawomsebenzi.
Enye yezinzuzo zayo eziphawulekayo ukuthi ingalandwa ukuze isebenze ungaxhunyiwe ku-inthanethi, okuyingxenye yesu lokuvikeleka nobumfihlo lapho onjiniyela benokulawula okwengeziwe kudatha.
Ukusebenza kwayo emisebenzini yokucabanga kuhle kakhulu, okugqugquzele izinkampani eziningi ukuthi ziyisebenzise njengengxenye yezinqubo zazo zangaphakathi noma abasizi abakhethekile.
Umehluko omkhulu phakathi kwe-Gemma 3 ne-DeepSeek
Womabili amamodeli anokufana okuthile, njengokutholakala njengomthombo ovulekile nokuvumela ukwenziwa kwasendaweni, kodwa kunomehluko omningi omaka indlela yawo kanye nezimo zokusebenzisa:
- I-Gemma 3 ilula futhi ivumelana nehadiwe enamandla aphansi, kuyilapho i-DeepSeek idinga izinsiza eziningi zekhompyutha.
- I-Gemma 3 isekela izilimi ezingaphezu kuka-140. futhi i-DeepSeek igxile kakhulu ekusetshenzisweni kobuchwepheshe, nakuba ibuye ibe ngezilimi eziningi.
- I-DeepSeek ithuthukiselwe ukucabanga okuhlelekile, ingqondo yezibalo nemisebenzi enzima, nakuba i-Gemma 3 ihlangabezane noma yadlula ekuhlolweni okumbalwa.
- I-Gemma inikeza ukusekelwa kwe-multimedia ngamakhono okubuka okuthuthuke kakhulu, okuhlanganisa izithombe namavidiyo amafushane ezinqubweni zawo.
I-Gemma 3 kumadivayisi wangempela: indlela yokuyisebenzisa
I-Gemma 3 ingahlolwa kalula kusuka kusiphequluli ku-Google AI Studio., ithuluzi eliku-inthanethi elingadingi ukulungiselelwa okwengeziwe. Iyatholakala nasezinkundleni zokuxhumana ezifana ne-Google Colab, Hugging Face, Kaggle, ne-Ollama.
Enye yezinzuzo ezinhle ukuthi i-Ollama ikuvumela ukuthi usebenzise imodeli endaweni ngaphandle kwe-GPU., esiza ukuthuthukiswa kwezindawo ezingaxhunyiwe ku-inthanethi ngokuphelele. Lesi yisixazululo esifunwa kakhulu kulabo abasebenza ezindaweni ezinokuxhumana okuphansi noma ezinobumfihlo obuphezulu.
Kusuka kumadivayisi eselula, I-Gemma 3 ingahlanganiswa ne-Google AI Edge, okuvula amathuba okusebenzisa i-AI ungaxhunyiwe ku-inthanethi ngemisebenzi efana nokutolika izithombe, ukukhiqizwa kokuqukethwe okusheshayo, nokuhlaziywa kombhalo.
Ukuqhathanisa okungokoqobo: Iyiphi ongakhetha kuye ngecala?
Womabili amamodeli agqama ezicini ezahlukene. Uma udinga imodeli ye-AI efinyelelekayo, esebenza kahle, ehambisana nezilimi eziningi futhi ekwazi ukusebenza ngokuzimela ngaphandle kwamafu, I-Gemma 3 ingaphezu kokubheja okuqinile.
Ngakolunye uhlangothi, Uma okugxilwe kukho kuwubuchwepheshe kakhulu futhi udinga imodeli ephendula ngokunembile izinkinga zezibalo, ukuhlela noma ukucatshangwa kwesayensi okuyinkimbinkimbi, i-DeepSeek R1 ingase ibe inketho engcono kakhulu.
Ngokuvumelana nezimo, i-Gemma 3 inenzuzo ngokukwazi ukusetshenziswa ku-GPU noma ngaphandle kweyodwa, okunciphisa izithiyo zokungena. I-DeepSeek, nakuba inamandla, idinga izidingo eziphakeme kancane ukuze isebenze kahle kakhulu.
Ezivivinyweni eziyimpumputhe namabhentshimakhiI-Gemma 3 iphumelele kakhulu kumamethrikhi amaningi abalulekile, ekhombisa ukuvuthwa kwayo njengesixazululo esiphelele se-AI ngo-2025.
Kusukela yethulwa, I-Gemma 3 iguqule ukufinyelela kubuhlakani bokwenziwa obusebenza kahle. ngokugxila ekusebenzeni kahle, ukuphepha nokuvuleleka. Nakuba i-DeepSeek isalokhu iyibhentshimark ngokwamandla okucabanga kanye nengqondo yobuchwepheshe, isiphakamiso se-Google sinikeza isisombululo esinokulinganisela phakathi kwamandla, ukufinyeleleka, kanye nezinhlelo zokusebenza zomhlaba wangempela.
Zombili ezinye izindlela zinikeza izindlela eziqinile, kepha uma ufuna i-AI eguquguqukayo, engasindi, futhi enothile ngesici, i-Gemma 3 ngokungangabazeki iyindlela ephoqelela kakhulu ku-AI ecosystem yanamuhla evulekile. Yabelana ngolwazi ukuze abantu abaningi bazi ngesihloko..