Uhlolojikelele
Ukushuna isiqalo kuyindlela ephumelelayo yepharamitha yokujwayela imodeli yolimi oluqandisiwe ngokuqeqesha isethi encane yamavekhtha aqhubekayo ancike kuqala kukho konke okokufaka kwesendlalelo. Ikuvumela ukuthi wenze ngendlela oyifisayo amamodeli amakhulu emisebenzi emisha ngenkathi ubuyekeza amapharamitha angaphansi kuka-1%.
Ukushuna Isiqalo kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali.
I-Deep Dive
Ukushuna isiqalo, kwethulwa abacwaningi base-Stanford uLi no-Liang ngo-2021, kushintsha isiguquli esiqeqeshwe kusengaphambili ngaphandle kokuthinta izisindo zayo. Esikhundleni sokulungisa kahle wonke amapharamitha, ilungiselela ukulandelana 'kwamathokheni abonakalayo' aqeqeshekayo (isiqalo) kokhiye namavelu kuzo zonke izingqimba zokunaka. Imodeli eqandisiwe inakekela lesi siqalo njengokungathi siwumongo wangempela, iqondisa ukuziphatha kwayo emsebenzini oqondiwe. Ngenxa yokuthi kufundwa amavekhtha esiqalo kuphela, ungagcina isiqalo esincane somsebenzi ngamunye esikhundleni sekhophi yemodeli egcwele. Lokhu kwenza ukukhonza imisebenzi eminingi kushibhile futhi kugweme ukuqhuma kwesitoreji sokulungisa kahle. Isebenza kahle kakhulu emisebenzini yokukhiqiza efana nethebula-kuya-kumbhalo kanye nokufingqa, ngokuvamile ukufanisa ukuhlela kahle okugcwele kuzilungiselelo zedatha ephezulu.
I-Technical Insight
Ngokungafani nokushuna okusheshayo, okwengeza kuphela ama-vector kungqimba yokushumeka okokufaka, ukulungisa isiqalo kujova ama-vectors wokhiye/inani oqeqeshekayo kukho konke ukuzinaka kwesendlalelo se-transformer. Ukuze uzinzise ukuqeqeshwa, isiqalo sivamise ukukhiqizwa inethiwekhi encane yokudluliswa kwesiphakeli (iqhinga lokuhlanganisa kabusha) esikhundleni sokuthuthukiswa ngokuqondile; leyo nethiwekhi iyalahlwa ngemva kokuqeqeshwa, kushiya nje ama-matrices esiqalo esifundiwe. Yilezi zinhlaka zesiqalo kuphela ezithola ama-gradients—wonke umgogodla uhlala ufriziwe.
I-Mastering Prefix Tuning
Ukushuna isiqalo kuyindlela ephumelelayo yepharamitha yokujwayela imodeli yolimi oluqandisiwe ngokuqeqesha isethi encane yamavekhtha aqhubekayo ancike kuqala kukho konke okokufaka kwesendlalelo. Ikuvumela ukuthi wenze ngendlela oyifisayo amamodeli amakhulu emisebenzi emisha ngenkathi ubuyekeza amapharamitha angaphansi kuka-1%. Ukushuna Isiqalo kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali. Ukuze wakhe ukuqonda okujulile, phatha i-Prefix Tuning njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, cacisa ukuqagela, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa imiyalo yedizayini ye-Prefix Tuning, ukubuyisa, nokubuyekeza amaluphu njengohlelo olulodwa lokuxhumana oludidiyelwe. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukulungisa umgogodla owodwa we-GPT-2 oqandisiwe ukuze wenze itafula libe umbhalo ngokuqeqesha isiqalo esincane kudathasethi ye-WebNLG
Inikeza inqwaba yezitayela zokufingqa eziqondene nekhasimende ezisuka kumodeli eyodwa eyabiwe, ngasinye njengefayela eliyisiqalo elishintshwayo
Ukuqondisa ithoni yemodeli yolimi noma umuntu we-chatbot ngaphandle kokuqeqesha kabusha izisindo eziyisisekelo
Ukuzijwayeza kwesizinda sedatha ephansi, njengokukhiqiza umbhalo wezomthetho noma wezokwelapha, lapho ukulungisa kahle kuzogcwala ngokweqile
Amaphethini Okusebenzisa
I-Prefix Tuning in practice
Ukujwayela umgogodla owodwa oqandisiwe we-GPT-2 ukuze kwenziwe ithebula-kuya-kumbhalo ngokuqeqesha isiqalo esincane kudathasethi ye-WebNLG.
Ukujwayelanisa umgogodla owodwa oqandisiwe we-GPT-2 ukuze kwenziwe itafula-kuya-umbhalo ngokuqeqesha isiqalo esincane kudathasethi ye-WebNLG Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Prefix Tuning in practice
Inikeza inqwaba yezitayela zokufingqa eziqondene nekhasimende ezisuka kumodeli eyodwa eyabiwe, ngayinye njengefayela eliyisiqalo elishintshwayo.
Ukunikeza inqwaba yezitayela zokufingqa eziqondene namakhasimende ezisuka kumodeli eyodwa okwabelwana ngayo, ngasinye njengefayela eliyisiqalo elishintshwayo Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Prefix Tuning in practice
Ukuqondisa ithoni yemodeli yolimi noma umuntu we-chatbot ngaphandle kokuqeqesha kabusha izisindo eziyisisekelo.
Ukuqondisa ithoni yemodeli yolimi noma ubuntu be-chatbot ngaphandle kokuqeqesha kabusha izisindo eziyisisekelo Amaqembu ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Prefix Tuning in practice
Ukuzijwayeza kwesizinda sedatha ephansi, njengokukhiqiza umbhalo wezomthetho noma wezokwelapha, lapho ukulungisa kahle kuzogcwala ngokweqile.
Ukuzijwayeza kwesizinda sedatha ephansi, njengokukhiqizwa kombhalo wezomthetho noma wezokwelapha, lapho ukulungisa kahle okugcwele kungase kudlulele Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.