Incamake
Ibirindiro byumwanya (RoPE) kodegisi aho buri kimenyetso cyicaye murukurikirane mukuzenguruka ikibazo cyacyo hamwe nurufunguzo rwibanze ku mpande zingana n'umwanya. Ubu buriganya bwiza butuma abahindura bumva intera igereranijwe kandi bakagura neza murwego rurerure.
Umwanya wo Kuzenguruka Ibice ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Abahindura ntabwo bafite uburyo-bwuburyo bwo gutondekanya, bityo bakeneye amakuru yimyanya yongeweho muburyo runaka. Moderi yambere yongeyeho sinusoidal vectors cyangwa yize imyanya yashyizwe mubisubizo. RoPE, yatanzwe na Su na bagenzi be mumwaka wa 2021, ifata ubundi buryo: aho kongeramo icyerekezo cyumwanya, kizunguruka ibice bibiri mubibazo hamwe nibice byingenzi byerekeranye ninguni ikura hamwe nikimenyetso. Iyo icyitegererezo kibara akadomo hagati yikibazo kumwanya m nurufunguzo kumwanya n, imibare irakora kuburyo ibisubizo biterwa gusa nintera igereranije m ukuyemo n. Ibi bitanga isano nyayo-imyanya yo kumenya, ikina neza hamwe nintungamubiri zitaweho neza, kandi ikangirika neza hamwe nintera. RoPE ubu ikoreshwa muri Llama, Mistral, Qwen, hamwe na moderi igezweho igezweho.
Ubushishozi
RoPE ifata ibipimo byo gushyiramo ibice bibiri kandi ikoresha 2D kuzunguruka kuri buri jambo, hamwe na joriji zitandukanye zizunguruka kuri radiyo zitandukanye, cyane nkamaboko yamasaha menshi yikubita kumuvuduko utandukanye. Kuberako kuzunguruka kumwanya m hanyuma ugafata akadomo k'ibicuruzwa hamwe nikintu kizunguruka kumwanya n gisiga gusa itandukaniro ryinguni, amanota yo kwitondera ahinduka imikorere yumwanya ugereranije. Byinshi-byombi bifata gahunda nziza yaho; buke-buke buke bifata umwanya muremure. Byibanze, ihindura ibibazo nurufunguzo, ntabwo ari indangagaciro.
Kumenyekanisha Ibirindiro Umwanya
Ibirindiro byumwanya (RoPE) kodegisi aho buri kimenyetso cyicaye murukurikirane mukuzenguruka ikibazo cyacyo hamwe nurufunguzo rwibanze ku mpande zingana n'umwanya. Ubu buriganya bwiza butuma abahindura bumva intera igereranijwe kandi bakagura neza murwego rurerure. Umwanya wo Kuzenguruka Ibice ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ibyerekezo bya Rotary nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Rotary Position Embeddings igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. 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.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. 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
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. 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
Gutanga Llama, Mistral, na Qwen byerekana uburyo bwabo bwo gutondekanya ibimenyetso nta gushyiramo imyanya itandukanye
Kwagura imiterere ikoreshwa yicyitegererezo kuva ku bihumbi bike kugeza ku bihumbi mirongo ibimenyetso ukoresheje interpolation cyangwa YaRN
Gufasha kode yerekana ikigereranyo kiri hagati yinyuguti, imikorere, hamwe na dosiye ndende
Gushyigikira inyandiko-ndende ikibazo gisubiza aho umwanya ugereranije hagati yibibazo nibimenyetso bifatika
Uburyo bwo Gushyira mu bikorwa
Umwanya wo kuzunguruka Ibishushanyo mubikorwa
Gutanga Llama, Mistral, na Qwen byerekana uburyo bwabo bwo gutondekanya ibimenyetso nta gushyiramo imyanya itandukanye.
Gutanga Llama, Mistral, na Qwen byerekana uburyo bwabo bwo gutondekanya ibimenyetso nta gushyiramo imyanya itandukanye Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Umwanya wo kuzunguruka Ibishushanyo mubikorwa
Kwagura imiterere ikoreshwa yicyitegererezo kuva ku bihumbi bike kugeza ku bihumbi mirongo ibimenyetso binyuze muri interpolation cyangwa YaRN.
Kwagura imiterere yicyitegererezo ikoreshwa kuva ku bihumbi bike kugeza ku bihumbi mirongo byerekana ibimenyetso binyuze muri interpolation cyangwa YaRN Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Umwanya wo kuzunguruka Ibishushanyo mubikorwa
Gufasha kode yerekana ikigereranyo kiri hagati yinyuguti, imikorere, hamwe na dosiye ndende.
Gufasha kode yerekana intera igereranije intera iri hagati yinyuguti, imikorere, hamwe namakuru yerekanwe kumadosiye maremare Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Umwanya wo kuzunguruka Ibishushanyo mubikorwa
Gushyigikira inyandiko-ndende ikibazo gisubiza aho umwanya ugereranije hagati yibibazo nibimenyetso bifatika.
Gushyigikira ikibazo kirekire-cyibisubizo gisubiza aho umwanya ugereranije hagati yibibazo nibimenyetso Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.