Dubawa
Hankalin taga mai zamewa yana ƙuntata kowace alama don halarta kawai zuwa ƙayyadadden ƙayyadadden yanki na alamun da ke kusa a maimakon duka jeri. Wannan yana rage ƙimar ƙima na daidaitattun hankali zuwa layi, yana mai da samfuran yanayi mai tsayi mai arha don gudu.
Hankalin taga mai zamewa wani yanki ne na tarin yare-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
Daidaitaccen kulawar kai yana kwatanta kowane alama da kowace alama, don haka jerin tsayin N yana buƙatar kwatancen N-squared. Hankalin taga mai zamewa yana gyara wannan ta hanyar baiwa kowane alamar tagar girman W (ka ce alamun 4,096) kuma kawai halartar maƙwabta a cikin wannan taga. Farashin yana girma azaman N sau W maimakon N-squared. Mahimmanci, tara yadudduka masu tagar taga da yawa yana faɗaɗa ingantaccen filin karɓa: bayan L yadudduka, bayanai na iya yaɗuwa cikin kusan alamun L sau W, kamar filin karɓar karɓar CNN. Mistral 7B ya yada wannan tare da taga mai alamar 4,096 a cikin yadudduka 32, ya kai madaidaicin 131K-token. Samfura sukan haɗa yadudduka masu taga tare da cikakken kulawa lokaci-lokaci don adana hanyoyin haɗin kai mai tsayi.
Fahimtar Fasaha
A cikin abin rufe fuska, tambaya a matsayi na kawai ana ba da izinin ganin maɓallai daga matsayi na rage W da 1 ta hanyar i (harlin dalili). Wannan abin rufe fuska yana nufin ma'ajin KV kawai yana buƙatar alamun W na ƙarshe a kowane Layer, yanke ƙwaƙwalwar ajiya yayin tsarawa. Saboda taga yana canzawa tare da kowace sabuwar alama, tana haɗe-haɗe ta halitta tare da cache buffer mai juyi wanda ke sake rubuta tsoffin shigarwar maimakon girma har abada.
Jagorar Hankalin Tagar Zamiya
Hankalin taga mai zamewa yana ƙuntata kowace alama don halarta kawai zuwa ƙayyadadden ƙayyadadden yanki na alamun da ke kusa a maimakon duka jeri. Wannan yana rage ƙimar ƙima na daidaitattun hankali zuwa layi, yana mai da samfuran yanayi mai tsayi mai arha don gudu. Hankalin taga mai zamewa wani yanki ne na tarin yare-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, kula da Hankalin Tagar Zamewa azaman ƙirar aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, 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 ƙira na Haɗin Window Sliding Sliding, sake dawowa, da sake duba madaukai azaman tsarin sadarwa mai haɗaka. 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.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. 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
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito 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.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. 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.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. 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
Mistral 7B yana amfani da taga mai zamewa mai alamar 4,096 a cikin yadudduka don ɗaukar dogon lokaci da rahusa akan GPUs masu amfani.
Longformer yana amfani da hankalin taga tare da ƴan alamun duniya don rarrabewa da taƙaita takaddun shafuka masu yawa.
Gemma.
KV mai buffer-buffer caches a cikin mataimakan taɗi suna adana tagar kwanan nan na alamun kawai, yana ɗaukar ƙwaƙwalwar ajiya yayin doguwar tattaunawa.
Hanyoyin Aiwatarwa
Hankalin taga mai zamewa a aikace
Mistral 7B yana amfani da taga mai zamewa mai alamar 4,096 a cikin yadudduka don ɗaukar dogon lokaci da rahusa akan GPUs masu amfani.
Mistral 7B yana amfani da taga mai zamewa mai alamar 4,096 a cikin yadudduka don ɗaukar dogon lokaci mai rahusa akan ƙungiyoyin GPUs na mabukaci yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hankalin taga mai zamewa a aikace
Longformer yana amfani da hankalin taga tare da ƴan alamun duniya don rarrabewa da taƙaita takaddun shafuka masu yawa.
Longformer yana amfani da kulawar taga tare da ƴan alamun duniya don rarrabuwa da taƙaita takaddun shafuka masu yawa 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'i, da bin diddigin nasarorin samarwa da farashi na kuskure akan lokaci.
Hankalin taga mai zamewa a aikace
Gemma.
Gemma 2 yana musanya yadudduka na taga mai zamewa na gida tare da yadudduka mai kulawa na duniya don daidaita saurin gudu da kuma dogon tunani 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 kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hankalin taga mai zamewa a aikace
KV mai buffer-buffer caches a cikin mataimakan taɗi suna adana tagar kwanan nan na alamun kawai, yana ɗaukar ƙwaƙwalwar ajiya yayin doguwar tattaunawa.
Rolling-buffer KV caches a cikin mataimakan taɗi suna kiyaye taga mafi kwanan nan na alamun, ƙididdige ƙwaƙwalwar ajiya yayin dogon tattaunawa 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.