Incamake
Ubwubatsi bubi busunika amakuru binyuze murwego ruto rwagati mbere yo kongera kwagura, guhatira umuyoboro kwiga guhuza, gukora neza. Nuburyo bwibanze bwo kubaka moderi yimbitse cyane, yihuta idaturika compte.
Ubwubatsi bwa Bottleneck nubwubatsi bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Bottleneck ishushanya amakuru nkana inzira binyuze murwego rwo hasi 'pinch point.' Muri ResNet, guhagarika icyuho bifashisha 1x1 kugirango ugabanye imiyoboro (vuga 256 kugeza 64), imyanzuro ya 3x3 ikora imirimo iremereye cyane ihendutse kumiyoboro yagabanijwe, nubundi 1x1 yemeza kugarura umubare wumuyoboro. Iyi sandwich igabanya kugwiza-kongerera igiciro cya 3x3 ihenze, kureka imiyoboro igera kuri 50, 101, cyangwa 152 ku buryo buhendutse. Ihame rimwe naryo riha imbaraga autoencoders, aho kodegisi yihishe ihatira kwikuramo, hamwe nuduce duto twa MobileNetV2, aho umuyoboro waguka noneho ugasezerana. Igitekerezo gihuza: kugabanya ibipimo ahantu hatoranijwe bitanga umusaruro, guhora, hamwe nibishobora gukoreshwa.
Ubushishozi
Kuzigama biva mugukora ibikorwa bihenze mubutaka bwagabanijwe. Imodoka ya 3x3 irenga 256 igura ~ 9x256x256 kugwiza-kongeraho kumwanya uri; kugabanuka kumiyoboro 64 ubanza gukata ibyo kuri ~ 9x64x64, hamwe na 1x1 bihendutse bikora projection. Muri autoencoders, ubunini bwa buke bugena umubare winjiza ugomba guhagarikwa, bikora nkigisenge cyamakuru decoder igomba kwiyubaka.
Kumenya Bottleneck Ubwubatsi
Ubwubatsi bubi busunika amakuru binyuze murwego ruto rwagati mbere yo kongera kwagura, guhatira umuyoboro kwiga guhuza, gukora neza. Nuburyo bwibanze bwo kubaka moderi yimbitse cyane, yihuta idaturika compte. Ubwubatsi bwa Bottleneck nubwubatsi bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Bottleneck Architecture nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Bottleneck Architecture atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
ResNet-50/101/152 koresha 1x1-3x3-1x1 guhagarika icyuho kugirango uhugure ibice amajana neza muburyo bwo gutondekanya amashusho.
MobileNetV2 ihindagurika yibisigisigi bisigara ituma iyerekwa ryigihe kuri terefone hamwe na chip yashyizwemo.
Autoencoders hamwe na autoencoders zitandukanye zikoresha icyuho cyihishe cyihishwa kugirango ugabanye amashusho yo kwerekana no gutahura anomaly.
LoRA itunganya neza yinjiza icyuho cyo hasi murwego rwindimi nini kugirango zishobore guhuzwa nigice gito cyibipimo byitozwa.
Uburyo bwo Gushyira mu bikorwa
Bottleneck Ubwubatsi mubikorwa
ResNet-50/101/152 koresha 1x1-3x3-1x1 guhagarika icyuho kugirango uhugure ibice amajana neza muburyo bwo gutondekanya amashusho.
ResNet-50/101/152 koresha 1x1-3x3-1x1 guhagarika icyuho kugirango uhugure ibice amagana neza kugirango ushireho amashusho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Bottleneck Ubwubatsi mubikorwa
MobileNetV2 ihindagurika yibisigisigi bisigara ituma iyerekwa ryigihe kuri terefone hamwe na chip yashyizwemo.
MobileNetV2 ihindagurika ryibisigisigi bisigara ituma iyerekwa ryigihe kuri terefone hamwe na chip yashizwemo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Bottleneck Ubwubatsi mubikorwa
Autoencoders hamwe na autoencoders zitandukanye zikoresha icyuho cyihishe cyihishwa kugirango ugabanye amashusho yo kwerekana no gutahura anomaly.
Autoencoders hamwe na autoencoders zinyuranye zikoresha icyuho cyihishe kugirango zihoshe amashusho yo kwerekana no gutahura anomaly Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Bottleneck Ubwubatsi mubikorwa
LoRA itunganya neza yinjiza icyuho cyo hasi murwego rwindimi nini kugirango zishobore guhuzwa nigice gito cyibipimo byitozwa.
LoRA itunganya neza yinjiza icyuho cyo hasi murwego rwindimi nini kugirango zishobore guhuzwa nigice gito cyibipimo byamahugurwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.