I-Google ipapashe usapho olutsha lweemodeli zolwimi ezinkulu, i-Gemma 4, ngokusekelwe kwimodeli ye-Gemini 3. I-Gemma 4 isasazwa phantsi kweLayisensi ye-Apache kwiinguqulelo ezineeparameter eziyi-2.3, 4.5, 25.2, kunye ne-30.7 yeebhiliyoni (i-E2B, i-E4B, i-31B, kunye ne-26B A4B). Iinguqulelo ze-E2B kunye ne-E4B zifanelekile ukusetyenziswa kwizixhobo eziphathwayo, iinkqubo ze-Intanethi yezinto (i-IoT), kunye neebhodi ezifana ne-Raspberry Pi, ngelixa ezinye iinguqulelo zifanelekile ukusetyenziswa kwiindawo zokusebenza kunye neenkqubo ezinee-GPU zabathengi. Ubungakanani bomxholo obujongwa yimodeli yi-128 token kwiimodeli ze-E2B kunye ne-E4B, kunye ne-256 token kwiimodeli ze-31B kunye ne-26B A4B.
Iimodeli zisetyenziswa ngeelwimi ezininzi kwaye zineendlela ezininzi: iilwimi ezingama-35 zixhaswa ngaphandle kwebhokisi (ngaphezulu kweelwimi ezili-140 zisetyenziswe ngexesha loqeqesho), kwaye umbhalo kunye nemifanekiso zinokucutshungulwa njengengeniso (iimodeli ze-E2B kunye ne-E4B zikwaxhasa ukucutshungulwa kweaudio). Imodeli ye-26B A4B isekelwe kuyilo lweMixture-of-Experts (MoE), apho imodeli yahlulwe yaba luluhlu lweenethiwekhi zeengcali (ukuveliswa kwempendulo kunokusebenzisa kuphela iiparameter ze-3.8 yeebhiliyoni, kodwa isantya siphezulu kakhulu kuneso seemodeli ezinkulu zakudala), ngelixa ezinye iinguqulelo zisebenzisa uyilo lwe-monolithic lwakudala.
Ezi modeli zixhasa iindlela zokuqiqa kunye neendlela zokuxoxa ezinokwenziwa ngokwezifiso, kwaye zixhasa iNkqubo yeNdima yokucubungula imiyalelo (imithetho, imiqathango) ngokwahlukileyo kwidatha. Ezi modeli zingasetyenziselwa ukubhala ikhowudi, ukuqaphela izinto kwimifanekiso, uhlalutyo lwevidiyo yefreyimu ngefreyimu, ukuhlalutya amaxwebhu kunye neePDF, ukuqatshelwa koonobumba ababonakalayo (OCR) bombhalo oshicilelweyo nobhalwe ngesandla, ukuqatshelwa kwentetho, kunye nokuguqulela phakathi kweelwimi. Zingasetyenziswa njengeearhente ezizimeleyo ezisebenzisana nezixhobo ezahlukeneyo kunye nee-API.
Kwiimvavanyo ezininzi, iimodeli zeGemma 4 ziphumelele kakhulu kunemodeli yeGemma 3 yee-parameter ezingama-27-billion. IGemma 4 ixhasa iLiteRT-LM, vLLM, llama.cpp, MLX, Ollama, NVIDIA NIM kunye neNeMo, LM Studio, Unsloth, SGLang, Cactus, Basetan, MaxText, Tunix, kunye neKeras.
umthombo: opennet.ru
