Dubawa
Distillation na ilimi yana horar da ƙaramin 'dalibi' samfurin don yin koyi da babban, ingantaccen samfurin 'malam'. Yana da mahimmanci saboda yana raguwa samfura masu ƙarfi don haka suna gudana cikin arha akan wayoyi da sabobin yayin kiyaye yawancin daidaito.
Distillation Ilimi tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli.
Zurfafa nutsewa
Manyan samfura daidai ne amma a hankali da tsada don turawa. Ƙwaƙwalwar ilimi tana canza ƙarfinsu zuwa ƙaramin ƙima ta hanyar sa ɗalibin ya koya daga abubuwan da malamin ya fitar maimakon kawai daga lakabi masu wuya. Mabuɗin fahimta, daga Hinton da abokan aiki, shine cikakken rarraba yiwuwar malami yana ɗaukar 'ilimin duhu': ko da lokacin da yake annabta 'kare', yiwuwar dangi na 'kerkeci' da 'mota' suna bayyana yadda malamin ke ganin kamanceceniya. Tausasa waɗannan yuwuwar tare da zafin jiki yana fallasa wannan tsarin, kuma an horar da ɗalibin don daidaita shi, galibi tare da takalmi na gaskiya. Sakamakon ƙarami ne, samfuri mai sauri wanda ya fi dacewa fiye da wanda aka horar da takalmi shi kaɗai. DistilBERT da TinyBERT sanannu ne nau'ikan yare masu tsantsa.
Fahimtar Fasaha
Asarar al'ada ta haɗu da lokacin distillation (banbancin KL tsakanin yuwuwar tausasa ɗalibi da malami) tare da madaidaicin giciye akan alamomin gaskiya. Tausasawa yana amfani da zafin jiki T a cikin softmax: mafi girma T yana daidaita rarraba don haka ƙananan kamanceceniya tsakanin aji su zama sigina waɗanda za a iya koyo; Distillation gradient yawanci ana auna shi ta T-squared. Bambance-bambancen sun wuce abubuwan da aka fitar: tushen siffa ya yi daidai da tsaka-tsaki na ɓoyayyun yadudduka, da ƙwanƙwasa tushen alaƙa yana daidaita alaƙa tsakanin misalai.
Jagorar Distillation Ilimi
Distillation na ilimi yana horar da ƙaramin 'dalibi' samfurin don yin koyi da babban, ingantaccen samfurin 'malam'. Yana da mahimmanci saboda yana raguwa samfura masu ƙarfi don haka suna gudana cikin arha akan wayoyi da sabobin yayin kiyaye yawancin daidaito. Distillation Ilimi tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli. Don gina zurfin fahimta, bi da Distillation Ilimi a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Distillation Ilimi suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa tare da dogaro da farashi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
DistilBERT yana matsawa BERT zuwa kusan 40% ma'auni yayin da yake riƙe mafi yawan fahimtar harshe don saurin fahimta.
Rage babban samfurin hangen nesa don haka mai rarraba hoto zai iya gudana a ainihin lokacin akan app na kyamarar wayar hannu.
Rarraba babban tsarin tunanin tunani cikin ƙaramin tsari don sanya shi amsa math ko yin tambayoyi cikin arha.
Matsa tarin samfura cikin ɗalibi ɗaya don samar da farashi da raguwar latency ba tare da asara mai yawa ba.
Hanyoyin Aiwatarwa
Distillation Ilimi a aikace
DistilBERT yana matsawa BERT zuwa kusan 40% ma'auni yayin da yake riƙe mafi yawan fahimtar harshe don saurin fahimta.
DistilBERT yana matsawa BERT zuwa ƙananan sigogi 40% yayin da yake riƙe mafi yawan fahimtar harshe don ƙungiyoyi masu saurin fahimta yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Distillation Ilimi a aikace
Rage babban samfurin hangen nesa don haka mai rarraba hoto zai iya gudana a ainihin lokacin akan app na kyamarar wayar hannu.
Rage babban samfurin hangen nesa don haka mai rarraba hoto zai iya gudana a cikin ainihin lokacin akan app ɗin kyamarar wayar salula Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Distillation Ilimi a aikace
Rarraba babban tsarin tunanin tunani cikin ƙaramin tsari don sanya shi amsa math ko yin tambayoyi cikin arha.
Rarraba babban tsarin tunanin tunani a cikin ƙaramin tsari don sanya shi amsa math ko yin tambayoyi cikin arha Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da farashi na kuskure akan lokaci.
Distillation Ilimi a aikace
Matsa tarin samfura cikin ɗalibi ɗaya don samar da farashi da raguwar latency ba tare da asara mai yawa ba.
Matsa tarin samfura a cikin ɗalibi ɗaya don haka samar da farashi da raguwar latency ba tare da daidaiton asara ba Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.