Incamake
Ubwoko bw'icyitegererezo ni uburyo bwo kwandika inyandiko itoranya ijambo rikurikira uhereye ku bimenyetso birimo amakuru yicaye hafi yicyitegererezo cyateganijwe, aho guhora ufata ibishoboka cyane. Igamije gusohora ibyiyumvo bisanzwe kandi bisa nabantu muguhuza uburyo ururimi nyarwo ruringaniza ibiteganijwe nudushya.
Icyitegererezo gisanzwe ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Iyo ururimi rwicyitegererezo ruvuga ibimenyetso bizakurikiraho, rutanga amahirwe yo gukwirakwiza ibihumbi byinshi. Umururumba na top-k uburyo bushigikira ibimenyetso byinshi-byerekana ibimenyetso, bishobora gutuma inyandiko isubiramo kandi bland. Icyitegererezo gisanzwe, cyatangijwe na Meister na bagenzi be mu 2022, gifata indi mpande yashinze imizi mubitekerezo byamakuru. Icyitegererezo kibara amakuru ateganijwe (entropy yo kugabura). Tokens noneho itangwa nuburyo intera yabo itunguranye yicaye kubyo biteze. Icyitegererezo gisanzwe gikomeza urutonde rwibimenyetso bitunguranye byegereye ikigereranyo kugeza igihe ibyo bahuriyemo bigera ku mbibi, hanyuma ingero ziva kuri iyo seti. Igisubizo ni inyandiko idatunguranye cyangwa ngo ihanurwe kimwe, yerekana uburyo abantu basanzwe bavugana hafi yikigereranyo gihamye.
Ubushishozi
Kuri buri mukandida ikimenyetso cyerekana icyitegererezo gitunguranye, log-bishoboka. Irabara kandi entropiya isabwa, impuzandengo-uburemere buringaniye butunguranye hejuru yikimenyetso cyose. Ubwoko bw'icyitegererezo butondekanya ibimenyetso byerekana itandukaniro ryuzuye hagati yabo itunguranye na entropiya, hanyuma umururumba ukongeramo ibimenyetso byegereye kugeza igihe amahirwe yabo yo guhuriza hamwe akubita ibipimo tau (akenshi hafi 0.9 kugeza 0.95). Gutoranya bibaho gusa muribi bisanzwe bisanzwe, guhagarika byombi bikabije hamwe nibishobora kuba byoroshye.
Kumenya icyitegererezo gisanzwe
Ubwoko bw'icyitegererezo ni uburyo bwo kwandika inyandiko itoranya ijambo rikurikira uhereye ku bimenyetso birimo amakuru yicaye hafi yicyitegererezo cyateganijwe, aho guhora ufata ibishoboka cyane. Igamije gusohora ibyiyumvo bisanzwe kandi bisa nabantu muguhuza uburyo ururimi nyarwo ruringaniza ibiteganijwe nudushya. Icyitegererezo gisanzwe ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Sample isanzwe 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 uburyo bwa Sampling 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
Kubyara ibihimbano cyangwa imivugo aho decoding yerekana umururumba itanga imvugo ituje, isubiramo kandi abanditsi bifuza ubwoko butandukanye.
Imbaraga za chatbot zisubiza zirinda robotic, formulaire interuro mugihe ugumye hamwe kandi kumutwe.
Kuboneka nkibendera rya decoding (bisanzwe_p) muri Hugging Face Transformers kubateza imbere bahuza isoko-yisoko yicyitegererezo.
Byakoreshejwe mubikorwa bya LLM byaho nka llama.cpp hamwe ninyandiko-ibisekuruza-webui nkuburyo bwa top-p kubwinyandiko ikize, idatesha agaciro.
Uburyo bwo Gushyira mu bikorwa
Icyitegererezo gisanzwe mubikorwa
Kubyara ibihimbano cyangwa imivugo aho decoding yerekana umururumba itanga imvugo ituje, isubiramo kandi abanditsi bifuza ubwoko butandukanye.
Kubyara ibihimbano cyangwa ibisigo aho decoding yuzuye umururumba itanga imvugo ituje, isubiramo kandi abanditsi bifuza ko ubwoko butandukanye bwibisanzwe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Icyitegererezo gisanzwe mubikorwa
Imbaraga za chatbot zisubiza zirinda robotic, formulaire interuro mugihe ugumye hamwe kandi kumutwe.
Guha imbaraga chatbot ibisubizo birinda imvugo ya robo, formulaire mugihe ukomeje guhuza hamwe no kumutwe-Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Icyitegererezo gisanzwe mubikorwa
Kuboneka nkibendera rya decoding (bisanzwe_p) muri Hugging Face Transformers kubateza imbere bahuza isoko-yisoko yicyitegererezo.
Kuboneka nkibendera rya decoding (bisanzwe_p) muri Hugging Face Transformers kubateza imbere bahuza isoko-yisoko yerekana icyitegererezo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo gisanzwe mubikorwa
Byakoreshejwe mubikorwa bya LLM byaho nka llama.cpp hamwe ninyandiko-ibisekuruza-webui nkuburyo bwa top-p kubwinyandiko ikize, idatesha agaciro.
Ikoreshwa mugihe cyimikorere ya LLM nka llama.cpp hamwe ninyandiko-ibisekuruza-webui nkuburyo bwo hejuru-p kubutunzi bukize, butangirika cyane Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana 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.