Ururimi Ruto
Ururimi ruto (SLMs) ni moderi ya AI yoroheje, akenshi miriyoni magana kugeza kuri miliyari nkeya, yagenewe gukora neza kuri terefone, mudasobwa zigendanwa, hamwe nibikoresho bikoreshwa.
Incamake
They trade some raw capability for speed, privacy, and the ability to run without a data center.
Kwibira cyane
Mugihe imipaka yimipaka ishobora kugira miliyari amagana cyangwa trillioni yibipimo hamwe nibisabwa bya GPUs, imvugo ntoya yerekana ko imyitozo yitonze ishobora gupakira imikorere ikomeye mumapaki mato cyane. Icyitegererezo nka __AIU_PROTECTED_5 __ 'umuryango wa Phi, __AIU_PROTECTED_11 __' Gemma, na __AIU_PROTECTED_13 __ 'ntoya ya Llama yerekana ko ubwiza bwamakuru, atari ingano gusa, butwara ubushobozi. Ikintu gitangaje ni uko amahugurwa yerekeye isuku, yitonze yamakuru yatunganijwe areka icyitegererezo gito gihanganye kinini kinini kubikorwa byinshi. SLMs ifungura ku gikoresho cya AI: ikorera mu karere kuri mudasobwa igendanwa cyangwa telefoni, bityo amakuru yawe akaba atigera ava mu gikoresho, ubukererwe buri hasi, kandi nta giciro cyibicu kiboneka. Birahendutse kandi neza kugirango uhuze neza na domaine yihariye. Gucuruza ni uko bakunda kugira ubumenyi buke ku isi no gukora intege nke kubikorwa bigoye byo gutekereza ugereranije nicyitegererezo kinini.
Ubushishozi
Moderi ntoya ikorwa neza binyuze mubuhanga butandukanye. Kumenyekanisha ubumenyi bitoza icyitegererezo cyabanyeshuri kwigana umwarimu munini, kwimura ubushobozi mubintu bike. Quantisation igabanya imibare yuburemere, urugero kuva 16-bit kugeza kuri 4-bit, kugabanya kwibuka no kwihutisha umwanzuro hamwe no gutakaza ubuziranenge buke. Gukata bikuraho uburemere bwikirenga. Byibanze, byujuje ubuziranenge, byungurujwe neza byamahugurwa, nkuko mubyitegererezo bya Phi byahuguwe kubice bisa nibitabo, reka ibipimo bike bigere kure kurenza igipimo gito cyonyine cyabigaragaza.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'ururimi ruto
Ururimi ruto ruto ni kamwe mu turere twihuta cyane muri AI, biterwa no gusaba ubuzima bwite, igiciro gito, hamwe nubushobozi bwa interineti. Tegereza SLMs igenda yinjizwa muburyo butaziguye muri sisitemu y'imikorere, mushakisha, na porogaramu, gukora imirimo isanzwe ku gikoresho mugihe uyobora ibibazo bikomeye gusa kubicu. Gukomeza gutera imbere mukugereranya, gusibanganya, no gutunganya amakuru komeza uziba icyuho hamwe na moderi nini. Birashoboka ko ejo hazaza ari urusobe rwibinyabuzima aho moderi ntoya ikora imirimo myinshi ya buri munsi kandi imiterere nini yimipaka yabitswe kubitekerezo bisabwa cyane.
Gushyira mu bikorwa Isi
Gukoresha umufasha wa AI kumurongo wose kuri terefone kugirango amakuru yihariye atigera ava mubikoresho
Guha imbaraga ubwenge-gusubiza hamwe nincamake yubatswe muri sisitemu ikora mudasobwa igendanwa
Kuringaniza neza moderi yoroheje kubitabo byihariye byibitaro utohereje amakuru kubicu
Gushyiramo moderi yoroheje mubikoresho bya IoT cyangwa imodoka kubyihuta, amategeko yijwi ryaho
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Ubushobozi bwihutirwa bwururimi runini
Ibibazo bikunze kubazwa
What is Small Language Models?
Ururimi ruto (SLMs) ni moderi ya AI yoroheje, akenshi miriyoni magana kugeza kuri miliyari nkeya, yagenewe gukora neza kuri terefone, mudasobwa zigendanwa, hamwe nibikoresho bikoreshwa. Bagurisha ubushobozi buke bwihuta, ubuzima bwite, nubushobozi bwo gukora nta data center.
Ni ubuhe butumwa bukuru bw'ururimi ruto?
SLMs irahagije kugirango ikore mugace kubikoresho byabaguzi, itanga ubukererwe buke, ubuzima bwite, kandi nta giciro cyibicu cyabajijwe.
Niki kintu gitangaje cyaretse moderi nto zirwanya nini cyane?
Abanyamideli nkumuryango wa Phi berekanye ko amakuru asukuye, yujuje ubuziranenge, harimo nibitabo bisa nibitabo, bituma ibipimo bike bigera kubisubizo bikomeye.
Gukuraho ubumenyi bikora iki?
Disillation yimura ubushobozi bwumwarimu munini muburyo buto bwabanyeshuri, gupakira imikorere mubice bike.
Ni ubuhe buryo bwo kubara bugera ku rugero ruto rw'ururimi?
Quantisation ibika uburemere muburyo buke, nka 4-bit aho kuba 16-bit, kugabanya imikoreshereze yibuka no kwihutisha umwanzuro hamwe no gutakaza ubuziranenge buke.
Ni ubuhe buryo busanzwe bwo gucuruza gukoresha urugero ruto rw'ururimi?
Ubwitonzi buza kubiciro: SLMs muri rusange izi bike kandi zitekereza cyane kubibazo bitoroshye kuruta imiterere nini yimipaka.