Dubawa
Hankalin layi yana maye gurbin hankali mai laushi mai laushi a cikin masu canzawa tare da dabarar lissafi wanda ke daidaita layi tare da tsayin jeri. Mai aiwatarwa hanya ce mai alamar ƙasa wacce ke kusantar softmax ta amfani da kernels bazuwar, yin jerin dogayen jeri cikin araha.
Hankalin Linear da Mai Aikata Kernels wani shingen ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Daidaitaccen Mai Canjawa Hankali yana ƙididdige maki tsakanin kowane nau'i biyu na alamu, lokacin kashe kuɗi da ƙwaƙwalwar ajiya waɗanda ke girma tare da murabba'in tsayin jeri (O(n^2)). Hankalin layi yana sake rubuta lissafin don haka farashi yana girma a layi (O(n)) kawai. Mahimmin ra'ayi: hankalin softmax shine softmax (QK^T) V, amma idan kun maye gurbin softmax tare da taswirar kernel phi, zaku sami phi (Q) (phi (K) ^T V). Saboda yawan matrix ɗin haɗin gwiwa ne, kuna ƙididdige phi(K)^T V farko (ƙaramin d-by-d matrix), guje wa babban matrix n-by-n gabaɗaya. Mai yin, daga Google a cikin 2020, ya sanya wannan amintacce kimar softmax na gaskiya ta amfani da FAVOR+ (Saurin Hankali ta hanyar ingantattun siffofi na Orthogonal Random), zana tsinkaya bazuwar da ke kiyaye kimar kwaya ba ta nuna son kai ba.
Fahimtar Fasaha
FAVOR+ na mai yin yana ƙayyadad da softmax kernel exp(q.k) ta amfani da ingantattun siffofi na bazuwar: yana tsara taswirori da maɓalli ta hanyar tsinkayar Gaussian bazuwar da aka nannade cikin ma'auni, yana ba da tabbacin ma'aunin kulawa mara kyau da kuma guje wa rashin daidaituwar lambobi na masu kimantawa a baya. Amfani da sifofin bazuwar orthogonal yana rage bambance-bambance. Mahimmanci, matrix na n-by-n ba a taɓa yin abu ba, don haka ƙwaƙwalwar ajiya tana faɗuwa daga ma'auni zuwa madaidaiciya, yana ba da damar jerin dubun dubatar alamu.
Jagoran Hankalin Layi da Ƙwararren Ƙwararru
Hankalin layi yana maye gurbin hankali mai laushi mai laushi a cikin masu canzawa tare da dabarar lissafi wanda ke daidaita layi tare da tsayin jeri. Mai aiwatarwa hanya ce mai alamar ƙasa wacce ke kusantar softmax ta amfani da kernels bazuwar, yin jerin dogayen jeri cikin araha. Hankalin Linear da Mai Aikata Kernels wani shingen ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, kula da Hankalin Linear da Kernels a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Hankalin Litattafai da Ma'aikata Kernels suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa a kan 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
Sarrafa dogayen tsarin kwayoyin halitta ko furotin inda cikakken kulawar kwatanci zai ƙare ƙwaƙwalwar GPU
Takaitacciyar matakin daftarin aiki akan dogon rahotanni ba tare da gunaguni ba, ta amfani da kashin baya mai salo.
Ingantacciyar tsarin sauti mai tsayi ko ƙirar lokaci-lokaci inda jeri ya wuce dubunnan matakai
Rage ƙimar ƙima a cikin tsarin tattaunawa na dogon lokaci ta hanyar maye gurbin wasu yadudduka na softmax tare da bambance-bambancen hankali
Hanyoyin Aiwatarwa
Hankali na layi da kernels masu yin aiki a aikace
Sarrafa dogayen tsarin kwayoyin halitta ko furotin inda cikakken kulawar kwatanci zai ƙare ƙwaƙwalwar GPU.
Yin aiwatar da dogon tsarin kwayoyin halitta ko furotin inda cikakken kulawar kwatanci zai ƙare Ƙungiyoyin ƙwaƙwalwar ajiya na GPU 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 a kan lokaci.
Hankali na layi da kernels masu yin aiki a aikace
Takaitacciyar matakin daftarin aiki akan dogon rahotanni ba tare da gunaguni ba, ta amfani da kashin baya mai salo.
Takaitacciyar matakin daftarin aiki akan rahotanni masu tsayin gaske ba tare da chunking ba, ta yin amfani da Ƙungiyoyin kashin baya na masu aiwatarwa 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.
Hankali na layi da kernels masu yin aiki a aikace
Ingantacciyar tsarin sauti mai tsayi ko ƙirar lokaci-lokaci inda jeri ya wuce dubunnan matakai.
Ingantacciyar tsarin sauti mai tsayi ko ƙirar lokaci-lokaci inda jeri ya wuce dubun dubatar matakai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hankali na layi da kernels masu yin aiki a aikace
Rage ƙimar ƙima a cikin tsarin tattaunawa na dogon lokaci ta hanyar maye gurbin wasu yadudduka na softmax tare da bambance-bambancen hankali na layi.
Rage ƙimar ƙima a cikin tsarin tattaunawa na dogon lokaci ta hanyar maye gurbin wasu yadudduka softmax tare da bambance-bambancen hankali-daidaita ƙungiyoyi ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararrakin gaba, 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.