Dubawa
Hasashen yawo da hasashen alamu da yawa suna haɓaka ƙirar ƙirar harshe ta hanyar ƙididdige alamu da yawa na gaba lokaci ɗaya da kuma tabbatar da su a cikin fasfo ɗaya, maimakon samar da alama ɗaya a lokaci guda. Sun yanke latency ba tare da canza rubutun da samfurin zai rubuta ba.
Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa ne wanda ke shafar ingancin samfurin, farashin kayan aiki, latency, da aminci a sikelin.
Zurfafa nutsewa
Decoding autoregressive na al'ada yana jinkirin saboda kowane alamar yana buƙatar cikakken izinin wucewa kuma ana samar da alamun gaba ɗaya bayan ɗaya, yana barin GPU mara amfani. Ƙididdigar ƙididdigewa tana gyara wannan tare da mai ƙira mai arha wanda ke ba da shawara ga gunkin alamun ɗan takara, wanda babban samfurin manufa sannan ya tabbatar a layi daya; duk wani kari da ya yi daidai da abin da maƙasudin zai samar ana karɓa kyauta, kuma an gyara rashin daidaituwa na farko. Hasashen yawo da salo iri-iri na Medusa na ninke mai ƙira a cikin ƙirar kanta: ƙarin shuwagabannin hasashen masu nauyi (ko rafi na alamun hasashe) bar ƙira ɗaya duka daftarin kuma tabbatarwa, guje wa keɓan ƙirar ƙirar. Saboda tabbatarwa daidai ne, rarrabawar kayan aiki iri ɗaya ne da daidaitaccen yanke hukunci, kawai kuna samun ƙarancin matakai sau 2 zuwa 3.
Fahimtar Fasaha
Makullin shi ne cewa na'urar taswira na iya samun matsayi da yawa a cikin wucewa ɗaya mai arha kamar ɗaya, tunda yana da ɗauren ƙwaƙwalwar ajiya-bandwidth, ba ƙididdigewa ba, yayin yanke hukunci. Shugabannin hasashen da yawa suna fitar da alamun ɗan takara don mukamai da yawa na gaba; bishiya ko jerin ƴan takara an tabbatar da su tare, kuma karɓa yana amfani da samfurin ƙi (ko madaidaicin haɗama) don haka alamun da aka yarda da su suna bin ainihin rarraba manufa. Tsawon da aka yarda kowane mataki yana ƙayyade saurin gudu.
Jagorar Hasashen Hasashen Yawo da Hasashen Multi-Token
Hasashen yawo da hasashen alamu da yawa suna haɓaka ƙirar ƙirar harshe ta hanyar ƙididdige alamu da yawa na gaba lokaci ɗaya da kuma tabbatar da su a cikin fasfo ɗaya, maimakon samar da alama ɗaya a lokaci guda. Sun yanke latency ba tare da canza rubutun da samfurin zai rubuta ba. Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙaƙwalwa na Ƙaƙwalwa ne wanda ke shafar ingancin samfurin, farashin kayan aiki, latency, da aminci a sikelin. Don gina fahimta mai zurfi, bi da Hasashen Hasashen Hasashen da Multi-Token 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 yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Hasashen Hasashen Yawo da Multi-Token Hasashen 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 jinkirin mayar da martani na mai taimakawa taɗi ta 2 zuwa 3x ta amfani da ƙarin shugabannin tsinkaya irin na Medusa
Ƙara ƙididdige ƙididdiga na kai-tsaye zuwa uwar garken ra'ayi don haka babu wani samfurin daftarin aiki daban da ke buƙatar ɗaukar bakuncin
Ƙaddamar da ƙaƙƙarfan lambar inda dogon, alamar da za a iya tsinkaya ke gudana ana karɓar karɓa cikin manyan gungu
Rage farashin GPU akan buƙatu ta hanyar ciro ƙarin alamu daga kowane fasfo na gaba mai ɗaure ƙwaƙwalwar ajiya
Hanyoyin Aiwatarwa
Hasashen Yawo da Hasashen Multi-Token a aikace
Yanke jinkirin mayar da martani na mai taimakawa taɗi ta 2 zuwa 3x ta amfani da ƙarin shugabannin tsinkaya irin na Medusa.
Yanke jinkirin mayar da martani na mai taimakawa taɗi ta hanyar 2 zuwa 3x ta amfani da tsarin Medusa-style ƙarin shugabannin tsinkaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hasashen Yawo da Hasashen Multi-Token a aikace
Ƙara ƙididdige ƙididdiga na kai-tsaye zuwa uwar garken ra'ayi don haka babu wani samfurin daftarin aiki daban da ke buƙatar ɗaukar bakuncin.
Ƙara ƙididdige ƙididdiga na kai-tsaye zuwa uwar garken ƙididdiga don haka babu wani samfurin daftarin da ke buƙatar ɗaukar bakuncin 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 ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hasashen Yawo da Hasashen Multi-Token a aikace
Ƙaddamar da ƙaƙƙarfan lambar inda tsayin daka, alamar da za a iya tsinkaya ke gudana ana karɓa cikin manyan gungu.
Ƙaddamar da ƙayyadaddun lambobi inda aka sami karɓuwa mai tsayi, alamar da za a iya faɗi a cikin manyan chunks 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.
Hasashen Yawo da Hasashen Multi-Token a aikace
Rage farashin GPU akan buƙatu ta hanyar ciro ƙarin alamu daga kowane fasfo na gaba mai ɗaure ƙwaƙwalwar ajiya.
Rage farashin GPU akan buƙatun ta hanyar fitar da ƙarin alamu daga kowane fasfo na gaba na ƙwaƙwalwar ajiya 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.
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.