Dubawa
Ƙididdigar ƙididdiga na haɓaka babban ƙirar ƙirar harshe ta hanyar barin ƙaramin ƙirar ƙirar ƙira da alamu da yawa a gaba, waɗanda babban samfurin sannan ya tabbatar da wucewa ɗaya. EAGLE sigar zamani ce ta zamani wacce ke zayyana a matakin fasalin maimakon matakin alamar, yana ba da saurin gudu na 2-4x tare da asarar sifili a ingancin fitarwa.
Ƙaddamar da Hasashen Hasashen tare da EAGLE tubalin ginin fasaha ne wanda ke shafar ingancin ƙira, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Ƙarfin LLM na al'ada yana da juzu'i: samfurin yana samar da alama ɗaya, yana ciyar da shi, kuma yana maimaitawa, don haka kowace alamar tana buƙatar cikakken gaba ta hanyar biliyoyin sigogi. Ƙididdigar ƙira ta karya wannan ƙulli. Mai ƙira mai arha yana ba da ɓangarorin alamun ɗan takara, kuma ƙirar manufa mai tsada tana tabbatar da duka a cikin layi ɗaya na layi ɗaya, yana karɓar madaidaicin prefix mafi tsayi. EAGLE (Extrapolation Algorithm for Greater Language-Model Efficiency) yana inganta hanyoyin da suka gabata ta hanyar zayyana sararin fasalin fasalin da ke ɓoye da kuma ciyar da abin da ya gabata na gaskiya na token don rage rashin tabbas. EAGLE-2 yana ƙara bishiyar daftarin aiki mai ƙarfi, kuma EAGLE-3 yana sauke ƙayyadaddun yanayin-hasashen don auna mafi kyau. Mahimmanci, tabbatarwa yana ba da tabbacin abin da aka fitar ya yi daidai da abin da ƙirar da aka yi niyya za ta samar ita kaɗai.
Fahimtar Fasaha
EAGLE yana horar da ƙaramin shugaban kai-da-kai wanda yayi hasashen fasalin tsarin ɓoyayyiyar jihar gaba na gaba, sannan ya sake yin amfani da kan LM na kansa wanda aka yi niyya don juya fasali zuwa ƴan takara masu alama. Ta hanyar daidaita tsarin jujjuyawar alama tare da abubuwan da suka gabata, yana yanke shubuhar da ta addabi tsara fasalin-kawai. Ana tabbatar da bishiyar 'yan takara lokaci guda; Rarraba samfurin da aka yi niyya ana kiyaye shi daidai saboda karɓaɓɓun alamun dole ne su dace da abin da aka ƙirƙira ko zaɓin argmax, sa saurin gudu ya zama mara asara.
Ƙwararren Ƙwararren Ƙwarewa tare da EAGLE
Ƙididdigar ƙididdiga na haɓaka babban ƙirar ƙirar harshe ta hanyar barin ƙaramin ƙirar ƙirar ƙira da alamu da yawa a gaba, waɗanda babban samfurin sannan ya tabbatar da wucewa ɗaya. EAGLE sigar zamani ce ta zamani wacce ke zayyana a matakin fasalin maimakon matakin alamar, yana ba da saurin gudu na 2-4x tare da asarar sifili a ingancin fitarwa. Ƙaddamar da Hasashen Hasashen tare da EAGLE tubalin ginin fasaha ne wanda ke shafar ingancin ƙira, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, bi da Ƙirar Ƙwarewa tare da EAGLE a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da kuma 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 Ƙwarewar Hasashen tare da EAGLE suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan 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
Yanke latency a cikin mataimakan hira don haka martani yana gudana 2-3x cikin sauri ba tare da canza amsoshin samfurin ba.
Rage farashin sabis na GPU don masu samar da API mai girma ta hanyar samar da ƙarin alamu a kowane wucewar gaba
Hanzarta dogayen tsarin tunani na tunani inda ake samar da dubban alamu a kowace tambaya
Ƙaddamar da kayan aikin kammala lambar inda za'a iya iya faɗi, jerin alamu masu maimaitawa suna haifar da ƙimar yarda da ƙima.
Hanyoyin Aiwatarwa
Ƙwarewar Hasashen da EAGLE a aikace
Yanke jinkiri a cikin mataimakan taɗi don haka martani yana gudana 2-3x cikin sauri ba tare da canza amsoshin samfurin ba.
Yanke latency a cikin mataimakan taɗi don haka martani yana gudana 2-3x cikin sauri ba tare da canza amsoshi samfurin Ƙungiyoyi yawanci suna samun ingantacciyar sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Ƙwarewar Hasashen da EAGLE a aikace
Rage farashin sabis na GPU don masu samar da API mai girma ta hanyar samar da ƙarin alamu a kowane wucewar gaba.
Rage farashin sabis na GPU don masu samar da API mai girma ta hanyar samar da ƙarin alamu a kowane wucewa ta gaba 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.
Ƙwarewar Hasashen da EAGLE a aikace
Hanzarta dogayen tsarin tunani na tunani inda ake samar da dubban alamu a kowace tambaya.
Haɓaka samfuran tunani mai tsayi inda aka samar da dubban alamu a kowace tambaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Ƙwarewar Hasashen da EAGLE a aikace
Ƙaddamar da kayan aikin kammala lambar inda ake iya iya faɗi, jerin alamu masu maimaitawa suna haifar da ƙimar yarda da daftarin aiki.
Ƙaddamar da kayan aikin kammala lambar inda za'a iya iya faɗi, jerin alamu masu maimaitawa suna haifar da ƙimar karɓa mai girma 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.