Dubawa
Samfurin datse yana raguwa cibiyar sadarwa ta jijiyoyi ta hanyar cire ma'auni ko gabaɗayan tsarin da ke ba da gudummawa kaɗan ga fitarwa. Yana yanke girma, ƙwaƙwalwar ajiya, da ƙididdige farashi yayin da yake ƙoƙarin kiyaye daidaito kusan daidai.
Model Pruning wani shingen ginin fasaha ne wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a ma'auni.
Zurfafa nutsewa
Horarwar hanyoyin sadarwa na jijiyoyi galibi ana daidaita su: yawancin haɗin gwiwa suna ɗaukar ƙananan ma'auni waɗanda ke da kyar ke shafar tsinkaya. Yanke yana ganowa kuma yana cire waɗannan, yana barin mafi ƙarancin ƙima. Tsirewar da ba a tsara ba yana fitar da ma'aunin nauyi ɗaya, yana samar da ƙananan matrices waɗanda za'a iya matsawa sosai amma suna buƙatar kayan aiki na musamman ko ɗakunan karatu don a zahiri sauri. Tsare-tsare yana kawar da duka raka'a - neurons, kawunan hankali, tashoshi, ko yadudduka - yana ba da ƙaramin ƙima mai yawa wanda ke gudana cikin sauri akan kayan masarufi na yau da kullun. Girke-girke na yau da kullun shine madauki na maimaitawa: jirgin ƙasa, datse mafi ƙarancin mahimman sigogi ta wasu ma'auni (sau da yawa girman nauyi), sa'an nan kuma daidaitawa don dawo da daidaiton da aka rasa, maimaita har sai girman ko maƙasudin saurin ya cika. Yanke nau'i-nau'i ta dabi'a tare da ƙididdigewa da distillation a cikin bututun turawa.
Fahimtar Fasaha
Ƙimar mahimmanci ta yanke shawarar abin da za a yanke. Ma'auni mafi sauƙi shine girma - ƙananan ma'auni cikakke ana ɗauka ba su da amfani. Ƙarin ingantattun hanyoyin ƙididdige tasirin kowane nauyi akan asarar ta amfani da gradients ko tsari na biyu (na tushen Hessian), kamar yadda yake cikin mafi kyawun salon salon Likitan Kwakwalwa. Hasashen tikitin Lottery ya lura cewa cibiyoyin sadarwa masu yawa sun ƙunshi ƙananan ƙananan hanyoyin sadarwa waɗanda, horarwa daga farkon farawa, za su iya dacewa da cikakken samfurin - yana nuna yawancin hanyar sadarwa ba ta da yawa daga farko.
Jagoran Samfurin Yankewa
Samfurin datse yana raguwa cibiyar sadarwa ta jijiyoyi ta hanyar cire ma'auni ko gabaɗayan tsarin da ke ba da gudummawa kaɗan ga fitarwa. Yana yanke girma, ƙwaƙwalwar ajiya, da ƙididdige farashi yayin da yake ƙoƙarin kiyaye daidaito kusan daidai. Model Pruning wani shingen ginin fasaha ne wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a ma'auni. Don gina zurfin fahimta, bi Model Pruning a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Model Pruning 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
Matsa babban samfurin harshe don aiki akan GPU ɗin mabukaci ɗaya maimakon tarin uwar garke.
Slimming samfurin hangen nesa don ya dace a cikin ƙwaƙwalwar wayar hannu ko kyamarar da aka saka.
Cire jagororin hankali daga na'urar Transformer tare da ɗigon ma'aunin inganci.
Rage kuzarin ƙididdigewa da latency don manyan ayyukan zirga-zirga don rage farashin girgije.
Hanyoyin Aiwatarwa
Samfurin Yankewa a aikace
Matsa babban samfurin harshe don aiki akan GPU ɗin mabukaci ɗaya maimakon tarin uwar garke.
Matsa babban samfurin harshe don gudana akan GPU ɗin mabukaci guda ɗaya maimakon ƙungiyar sabar uwar garken 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 ƙimar kuskure akan lokaci.
Samfurin Yankewa a aikace
Slimming samfurin hangen nesa don ya dace a cikin ƙwaƙwalwar wayar hannu ko kyamarar da aka saka.
Slimming samfurin hangen nesa don haka ya dace a cikin ƙwaƙwalwar wayar hannu ko haɗin kyamara 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Samfurin Yankewa a aikace
Cire jagororin hankali daga na'urar Transformer tare da ɗigon ma'aunin inganci.
Cire jagororin hankali daga Mai Canjawa tare da ƙarancin ma'auni a cikin ƙungiyoyi masu inganci 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 duk nasarorin samarwa da farashi na kuskure akan lokaci.
Samfurin Yankewa a aikace
Rage kuzarin ƙididdigewa da latency don manyan ayyukan zirga-zirga don rage farashin girgije.
Rage ƙima da latency don manyan zirga-zirgar ababen hawa don rage farashin girgije 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 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.