I-Microsoft namuhla bathi ukuthi ikhiphe “izinhlobo zezilimi ezincane ezikwaziyo kakhulu nezingabizi kakhulu (SLM) ezitholakalayo,” kusho Phi-3- ukuphindwa kwesithathu kwayo Umndeni wakwaPhi wamamodeli Olimi Oluncane (SLMs)—isebenza kahle kakhulu kunamamodeli anosayizi ngokuqhathaniswa namanye amakhulu ambalwa.
Imodeli Yolimi Oluncane (SLM) iwuhlobo lwemodeli ye-AI eklanyelwe ukusebenza kahle kakhulu ekwenzeni imisebenzi ethile ehlobene nolimi. Ngokungafani namamodeli olimi amakhulu (ama-LLM), afaneleka kahle enhlobonhlobo yemisebenzi ejwayelekile, ama-SLM akhelwe phezu kwedathasethi encane ukuze awenze asebenze kahle futhi angabizi izimo ezithile zokusetshenziswa.
I-Phi-3 iza ngezinguqulo ezahlukene, iMicrosoft yachaza, encane kunazo zonke i-Phi-3 Mini, imodeli yepharamitha eyizigidi eziyizinkulungwane ezingu-3.8 eqeqeshwe kumathokheni we-3.3 trillion. Naphezu kobukhulu bayo obuncane ngokuqhathaniswa—i-Llama-3's corpus inesisindo esiningi I-15 trillion amathokheni edatha—I-Phi-3 Mini isakwazi ukuphatha amathokheni angu-128K komongo. Lokhu kuyenza ifaniswe ne-GPT-4 futhi ishaya i-Llama-3 ne-Mistral Large ngokomthamo wamathokheni.
Ngamanye amazwi, ama-behemoth e-AI afana ne-Llama-3 ku-Meta.ai kanye ne-Mistral Large angase awe ngemva kwengxoxo ende noma asheshise ngaphambi kokuba le modeli engasindi iqale ukudonsa kanzima.
Enye yezinzuzo ezibaluleke kakhulu ze-Phi-3 Mini amandla ayo okulingana nokusebenzisa i-smartphone evamile. IMicrosoft ihlole imodeli ku-iPhone 14, futhi yahamba ngaphandle kwezinkinga, ikhiqiza amathokheni ayi-14 ngomzuzwana. Ukugijima kwe-Phi-3 Mini kudinga kuphela i-1.8GB ye-VRAM, okuyenza ibe enye indlela engasindi futhi ephumelelayo kubasebenzisi abanezidingo ezigxilwe kakhulu.
Nakuba i-Phi-3 Mini ingase ingawafaneli amakhodi asezingeni eliphezulu noma abantu abanezidingo ezibanzi, ingaba enye indlela ephumelelayo kubasebenzisi abanezidingo ezithile. Isibonelo, iziqalo ezidinga i-chatbot noma abantu abasebenzisa ama-LLM ukuze bahlaziye idatha bangasebenzisa i-Phi-3 Mini emisebenzini efana nokuhlela idatha, ukukhipha ulwazi, ukwenza izibalo, nama-ejenti wokwakha. Uma imodeli inikezwa ukufinyelela ku-inthanethi, ingaba namandla kakhulu, inxephezele ukuntula kwayo amakhono ngolwazi lwesikhathi sangempela.
I-Phi-3 Mini ithola amaphuzu aphezulu ngenxa yokugxila kwe-Microsoft ekukhetheni idathasethi yayo ngolwazi oluwusizo kakhulu ngangokunokwenzeka. Umndeni wakwa-Phi obanzi, empeleni, awulungele imisebenzi edinga ulwazi lweqiniso, kodwa amakhono aphezulu okucabanga ababeka ngaphezu kwezimbangi ezinkulu. I-Phi-3 Medium (imodeli yepharamitha yebhiliyoni engu-14) ihlezi ihlula ama-LLM anamandla njenge-GPT-3.5—i-LLM inika amandla inguqulo yamahhala ye-ChatGPT— futhi inguqulo ye-Mini ihlula amamodeli anamandla afana ne-Mixtral-8x7B kuningi lamabhentshimakhi okwenziwa.
Kuyaphawuleka, nokho, ukuthi i-Phi-3 akuwona umthombo ovulekile njengowandulelayo, i-Phi-2. Kunalokho, iyinhlangano imodeli evulekile, okusho ukuthi iyafinyeleleka futhi iyatholakala ukuthi isetshenziswe, kodwa ayinayo ilayisense yomthombo ovulekile efana ne-Phi-2, evumela ukusetshenziswa okubanzi nezinhlelo zokusebenza zentengiso.
Emasontweni ezayo, iMicrosoft ithe izokhipha amamodeli engeziwe emndenini wakwaPhi-3, okuhlanganisa iPhi-3 Small (amapharamitha ayizigidi eziyizinkulungwane eziyi-7) kanye nePhi-3 Medium eshiwo ngenhla.
IMicrosoft yenze iPhi-3 Mini yatholakala ku-Azure AI Studio, Hugging Face, kanye no-Ollama. Imodeli icushwe iziyalezo futhi yenzelwe i-ONNX Runtime ngokusekelwa kweWindows DirectML, kanye nokusekelwa kwenkundla yonkana kuwo wonke ama-GPU ahlukene, i-CPU, kanye nezingxenyekazi zekhompyutha zeselula.
Hlala unolwazi lwezindaba ze-crypto, thola izibuyekezo zansuku zonke ebhokisini lakho lokungenayo.
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- Source: https://decrypt.co/227974/microsoft-phi-3-mini-small-ai-language-model
