I-Google ishicilele umndeni omusha wamamodeli ezilimi amakhulu, i-Gemma 4, ngokusekelwe kumodeli ye-Gemini 3. I-Gemma 4 isatshalaliswa ngaphansi kweLayisensi ye-Apache ngezinhlobo ezinemingcele engu-2.3, 4.5, 25.2, kanye ne-30.7 billion (i-E2B, i-E4B, i-31B, kanye ne-26B A4B). Izinhlobo ze-E2B kanye ne-E4B zifanele ukusetshenziswa kumadivayisi eselula, izinhlelo ze-Internet of Things (IoT), kanye namabhodi afana ne-Raspberry Pi, kanti ezinye izinhlobo zifanele ukusetshenziswa ezindaweni zokusebenza kanye nezinhlelo ezinama-GPU abathengi. Usayizi womongo ocatshangelwa yimodeli ngamathokheni angu-128 amamodeli e-E2B kanye ne-E4B, kanye namathokheni angu-256 amamodeli e-31B kanye ne-26B A4B.
Amamodeli anezilimi eziningi futhi anezindlela eziningi: izilimi ezingu-35 zisekelwa ngaphandle kwebhokisi (kusetshenziswe izilimi ezingaphezu kuka-140 ngesikhathi sokuqeqeshwa), futhi umbhalo nezithombe kungacutshungulwa njengokufakwayo (amamodeli e-E2B kanye ne-E4B asekela nokucutshungulwa komsindo). Imodeli ye-26B A4B isekelwe kusakhiwo se-Mixture-of-Experts (MoE), lapho imodeli ihlukaniswe khona ngochungechunge lwamanethiwekhi ochwepheshe (ukwenziwa kwempendulo kungasebenzisa kuphela amapharamitha ayizigidi eziyizinkulungwane ezingu-3.8, kodwa ijubane liphakeme kakhulu kunelemodeli ezinkulu zakudala), kuyilapho ezinye izinhlobo zisebenzisa isakhiwo se-monolithic sakudala.
Amamodeli asekela izindlela zokucabanga kanye nezokuxoxa ngendlela ongayenza ngokwezifiso, futhi asekela iSigaba Sesistimu sokucubungula imiyalelo (imithetho, imikhawulo) ngokwehlukana nedatha. Amamodeli angasetshenziswa ekubhaleni ikhodi, ukuqaphela izinto ezithombeni, ukuhlaziywa kwevidiyo yohlaka ngohlaka, ukuhlaziya amadokhumenti nama-PDF, ukuqashelwa kwezinhlamvu ezibonakalayo (i-OCR) kombhalo ophrintiwe nobhalwe ngesandla, ukuqashelwa kwenkulumo, kanye nokuhumusha phakathi kwezilimi. Angasetshenziswa futhi njengezithunywa ezizimele ezisebenzisana namathuluzi ahlukahlukene kanye nama-API.
Ezivivinyweni eziningi, amamodeli e-Gemma 4 asebenze kakhulu kunemodeli ye-Gemma 3 engamapharamitha ayizigidigidi ezingu-27. I-Gemma 4 isekela i-LiteRT-LM, i-vLLM, i-llama.cpp, i-MLX, i-Ollama, i-NVIDIA NIM kanye ne-NeMo, i-LM Studio, i-Unsloth, i-SGLang, i-Cactus, i-Basetan, i-MaxText, i-Tunix, kanye ne-Keras.
Source: opennet.ru
