Gukata Icyitegererezo
Gukata icyitegererezo bigabanya urusobe rw'imitsi ikuraho uburemere cyangwa ibyubaka byose bigira uruhare runini mubisohoka.
Incamake
It cuts size, memory, and compute cost while aiming to keep accuracy nearly intact.
Kwibira cyane
Imiyoboro yimyitozo yatojwe mubisanzwe birenze urugero: amasano menshi atwara uburemere buto butagira ingaruka kubihanurwa. Gukata biranga kandi bikuraho ibi, hasigara icyitegererezo. Gutema bitubatswe zeru zipima uburemere bwa buri muntu, bikabyara matrike nkeya zishobora guhagarikwa cyane ariko zikeneye ibyuma bidasanzwe cyangwa amasomero kugirango byihute. Gutema byubatswe bikuraho ibice byose - neuron, imitwe yitabwaho, imiyoboro, cyangwa ibice - bitanga urugero ruto rworoshye rukora vuba kubikoresho bisanzwe. Igisanzwe gisanzwe ni itera itera: gari ya moshi, kata ibipimo byibuze byingenzi ukurikije ibipimo bimwe na bimwe (akenshi ubunini bw'uburemere), hanyuma utegure neza kugirango ugarure ukuri gutakaye, usubiremo kugeza igihe ingano cyangwa intego byihuta. Gukata byombi mubisanzwe hamwe no kugereranya no gusibanganya imiyoboro yoherejwe.
Ubushishozi
Gutanga amanota y'ingenzi bihitamo icyo kugabanya. Ibipimo byoroheje cyane ni ubunini - uburemere buto bwuzuye bufatwa nkibidafite akamaro. Uburyo bunonosoye bugereranya ingaruka zuburemere ku gihombo ukoresheje gradients cyangwa icyiciro cya kabiri (gishingiye kuri Hessian), nkuko biri muburyo bwa Optimal Brain Surgeon-buryo. Hypothesis ya Tombora ya tombora yabonye ko imiyoboro yuzuye irimo sisitemu ntoya, yatojwe kuva itangizwa ryukuri, ishobora guhuza icyitegererezo cyuzuye - byerekana ko umuyoboro mwinshi ari mwinshi kuva ugitangira.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Ejo hazaza ho Gukata Icyitegererezo
Gukata bigenda bikoreshwa muburyo bunini bw'ururimi, aho uburyo bwubatswe bukuraho imitwe yitabwaho, neuron, ndetse nibice kugirango bihuze moderi kuri GPU ntoya nibikoresho bikoreshwa. Ibyuma nibikoresho byifashisha bike (nka NVIDIA ya 2: 4 byubatswe) birakura, bigatuma gutema bitubatswe byihuse. Tegereza gutema guhuzwa buri gihe no kubara no gusibanganya nkigice cyumuyoboro wogusunika wikora ugamije gutinda, ingufu, na bije yibuka.
Gushyira mu bikorwa Isi
Gucomeka ururimi runini rwicyitegererezo kugirango ukore kumuguzi umwe GPU aho kuba seriveri.
Kugabanya icyerekezo cyerekezo kuburyo gihuye nibuka rya terefone cyangwa kamera yashyizwemo.
Kuraho ibitekerezo bitagira ingano imitwe muri Transformer hamwe nigabanuka rito ripimwa mubwiza.
Kugabanya ingufu zifatika nubukererwe kuri serivisi-nyinshi zo kugabanya ibiciro byigicu.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Gukurikirana Icyitegererezo cya AI
Ibibazo bikunze kubazwa
What is Model Pruning?
Gukata icyitegererezo bigabanya urusobe rw'imitsi ikuraho uburemere cyangwa ibyubaka byose bigira uruhare runini mubisohoka. Igabanya ingano, kwibuka, hamwe no kubara ikiguzi mugihe igamije kugumana ukuri hafi.
Niki gitekerezo cyibanze inyuma yo gutema icyitegererezo?
Gukata bikoresha kurenza urugero mugukata uburemere buke buke cyangwa ibice kugirango ugabanye icyitegererezo mugihe ubitse byinshi mubyukuri.
Ni iki gitandukanya gutema byubatswe no gutema bitubatswe?
Gutema byubatswe bikuraho ibice byose, bitanga urugero ruto ruto rwihuta rwihuta kubikoresho bisanzwe, mugihe utubatswe utubatswe zeru uburemere bwa buri muntu, bigatera ubuke.
Ni ukubera iki gutema bitubatswe akenshi binanirwa kwihutisha icyitegererezo kubikoresho bisanzwe?
Zeru zitatanye ntabwo zihita zihindura kubara gake; ibyuma byimbitse biracyabitunganya keretse niba intoki zidasanzwe cyangwa yihuta zikoreshwa.
Ni ubuhe buryo busanzwe bwo gutema ibiti?
Gutema ibice bisimburana hagati yo gukuraho ibipimo bito-byingenzi no guhuza neza kugirango ugarure neza, buhoro buhoro ugera kubunini cyangwa intego yihuta.
Hypothesis ya Tike ya Tombora isaba iki?
Hypothesis yabonye ko byatoranijwe neza ('itike yatsindiye'), byatojwe kuva byatangira, bishobora kugera kumurongo wuzuye.