Dubawa
Cakudar Zurfafawa (MoD) yana ƙyale mai taswira ya kashe ƙididdige ƙididdiga daban-daban akan alamu daban-daban, yana sarrafa alamun 'mahimmanci' kawai ta kowane nau'i mai nauyi. Yana rage farashin sarrafa alamu masu sauƙi yayin kiyaye ƙayyadaddun kasafin ƙididdige ƙididdiga.
Cakudar Zurfafawa wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
Madaidaitan gidajen wuta suna amfani da kowane Layer zuwa kowane alama, har ma da ƙananan abubuwa kamar alamar rubutu. Cakuɗen Zurfafawa, wanda Google DeepMind ya gabatar a cikin 2024, yana ƙara ƙaramin na'ura mai ba da hanya tsakanin hanyoyin sadarwa a kowane shinge wanda ke zaɓar ƙayyadadden juzu'in top-k na alamun don samun cikakkiyar kulawar kai da lissafin MLP; Sauran sun tsallake shingen ta hanyar haɗin da ya rage. Saboda kawai alamomin k da ake sarrafa su a kowane Layer, jimlar lissafin (FLOPs) an rufe su kuma an san su a gaba, sabanin hanyoyin zurfin zurfin zurfin da suka bambanta ba tare da tabbas ba. Wannan yana sa batching da kuma amfani da kayan aiki da kyau. Samfuran da aka horar da MoD na iya dacewa da ingancin gidan wuta na asali ta amfani da ƴan FLOPs a kowane wucewar gaba, ko isa mafi inganci a lissafin guda ɗaya, kuma ra'ayin ya haɗa ta halitta tare da Mixture-of-Experts don ba da ƙirar 'MoDE' waɗanda ke tafiya akan zurfin da faɗi.
Fahimtar Fasaha
A kowane toshe MoD, koyo na'ura mai ba da hanya tsakanin hanyoyin sadarwa na layi yana ƙididdige kowane alama kuma yana kiyaye saman-k da maki; Alamu da aka zaɓa suna wucewa ta hankali da MLP, yayin da alamun da ba a zaɓa ba ana ɗaukar su gaba ba canzawa ta hanyar saura. Yin amfani da kafaffen saman-k (maimakon madaidaicin madaidaicin madaidaicin lamba) yana sanya lissafin jadawali a tsaye da sifofin tensor akai-akai, wanda shine abokantaka na hardware. An horar da na'ura mai ba da hanya tsakanin hanyoyin sadarwa tare da sauran hanyoyin sadarwa, kuma tsararru na yin amfani da na'urori masu aunawa don haka yanke shawara ba za su kalli alamun gaba ba.
Jagorar Haɗin Zurfi
Cakudar Zurfafawa (MoD) yana ƙyale mai taswira ya kashe ƙididdige ƙididdiga daban-daban akan alamu daban-daban, yana sarrafa alamun 'mahimmanci' kawai ta kowane nau'i mai nauyi. Yana rage farashin sarrafa alamu masu sauƙi yayin kiyaye ƙayyadaddun kasafin ƙididdige ƙididdiga. Cakudar Zurfafawa wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi da Cakuda Zurfafa a matsayin samfurin aiki, ba fasali 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 masu amfani da Cakuda na Zurfafa ƙira suna sawa, dawowa, da sake duba madaukai azaman tsarin sadarwa mai haɗaɗɗiya. 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
Rage FLOPs da ake buƙata don aiwatar da dogayen takardu ta hanyar tsallake ƙididdige ƙididdiga mai zurfi akan alamun filler
Horar da samfurin da ya dace da ingancin tushe a ƙananan ƙididdigewa, rage farashin hidima
Haɗuwa tare da Mixture-of-Experts (MoDE) zuwa hanya akan zurfin Layer biyu da zaɓin gwani
Tsayar da tsinkaya, ƙayyadaddun latency ga kowane alama saboda an daidaita kasafin kuɗin kowane Layer a gaba
Hanyoyin Aiwatarwa
Cakuda Zurfafa a aikace
Rage FLOPs da ake buƙata don aiwatar da dogayen takardu ta hanyar tsallake ƙididdige ƙididdiga mai zurfi akan alamun filler.
Rage FLOPs da ake buƙata don aiwatar da dogayen takardu ta hanyar tsallake ƙididdiga mai zurfi akan alamun filler Ƙungiyoyi yawanci suna samun ingantacciyar sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefen, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Cakuda Zurfafa a aikace
Horar da samfurin da ya dace da ingancin tushe a ƙananan ƙididdigewa, rage farashin hidima.
Horar da ƙirar da ta yi daidai da ingancin tushe a ƙananan ƙididdigewa, rage farashin hidima Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararrakin ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Cakuda Zurfafa a aikace
Haɗuwa tare da Mixture-of-Experts (MoDE) zuwa hanya akan zurfin Layer biyu da zaɓin gwani.
Haɗuwa tare da Ƙwararrun Ƙwararru (MoDE) zuwa hanya a kan zurfin Layer biyu da kuma zaɓin ƙwararrun Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararrakin ƙira, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure a kan lokaci.
Cakuda Zurfafa a aikace
Tsayar da tsinkaya, ƙayyadaddun latency ga kowane alama saboda an daidaita kasafin kuɗin kowane Layer a gaba.
Tsayar da abin da ake iya faɗi, ƙayyadaddun latency a kowace alama saboda an daidaita kasafin kuɗin kowane-Layer a 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.
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.