Dubawa
Toshe-tabbataccen hankali da hankali na asali yana barin masu taswira su halarci mafi dacewa guntu-guntu na dogon jeri maimakon kowane alama, suna ɓata farashi mai ƙima na daidaitaccen kulawa. Wannan shine abin da ke sa ingantattun samfuran yanayi na dogon lokaci a aikace akan kayan aiki na gaske.
Block-Sparse and Native Sparse Hankali shine tubalin ginin fasaha wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Daidaitaccen kulawar kai yana kwatanta kowane alama da kowace alama, don haka farashi yana girma da yawa tare da tsayin jeri, yana zama haramun ga dogon takardu. Hankali mara kyau yana taƙaita kowane alamar zuwa ɓangaren wasu. Hanyoyi masu toshewa suna rarraba jeri zuwa tubalan kuma suna ƙididdige hankali kawai don zaɓin toshe nau'i-nau'i, waɗanda ke yin taswira yadda ya kamata akan GPU tensor cores. Native Sparse Attention (NSA), daga DeepSeek, ya ci gaba: yana da horo na ƙarshe-zuwa-ƙarshe da daidaita kayan masarufi, haɗe rassa uku, damtse-ƙarfe-ƙasa, zaɓi mai kyau na mafi mahimmanci tubalan, da taga mai zamewa don mahallin gida. Saboda ana koyan tsarin ɓata lokaci a lokacin horo maimakon a rufe shi daga baya, NSA tana kiyaye daidaito yayin isar da babban saurin gudu akan dogayen jeri.
Fahimtar Fasaha
NSA tana aiwatar da maɓalli da ƙima ta hanyoyi guda uku masu kamanceceniya, sannan ta haɗa su da ƙofofin koyo. Matsi yana tara tubalan alamu zuwa taƙaitaccen wakilci; Zaɓin ya toshe ƙima kuma yana kiyaye manyan masu matsayi kawai don cikakkiyar kulawa; taga mai zamiya yana rufe alamun kusa. Ayyukan matakan toshewa suna daidaitawa tare da damar ƙwaƙwalwar ajiya na GPU da kayan aiki na tensor-core, don haka tanadin FLOP na ka'idar yana fassara zuwa ainihin saurin agogo na bango yayin duka horo da ƙima, musamman don matakin ƙaddamar da ƙwaƙwalwar ajiya.
Jagoran Block-Sparse da Hankali na ɗan ƙasa
Toshe-tabbataccen hankali da hankali na asali yana barin masu taswira su halarci mafi dacewa guntu-guntu na dogon jeri maimakon kowane alama, suna ɓata farashi mai ƙima na daidaitaccen kulawa. Wannan shine abin da ke sa ingantattun samfuran yanayi na dogon lokaci a aikace akan kayan aiki na gaske. Block-Sparse and Native Sparse Hankali shine tubalin ginin fasaha wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, kula da Block-Sparse da Native Sparse Attention a matsayin samfurin aiki, ba sifa 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 masu amfani da Block-Sparse da Native Sparse Attention 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
Gudanar da samfuri akan gabaɗayan codebase ko kwangilar doka mai tsawo inda cikakkiyar kulawa zata ƙare ƙwaƙwalwar GPU.
DeepSeek's NSA yana haɓaka duka pretraining da kuma dogon tunani yayin daidaitawa ko bugun cikakkiyar kulawa.
Taƙaita takaddun tsawon littafi ta hanyar halartar taƙaitaccen taƙaitaccen bayanin toshe tare da sassan da suka dace na cikin gida.
Ƙaddamar da mataimakan taɗi na dogon lokaci waɗanda matakin yanke hukunci yana da alaƙa da ƙwaƙwalwar ajiya ta iyakance kowane alamar zuwa manyan tubalan.
Hanyoyin Aiwatarwa
Toshe-Sparse da Hankali na ɗan ƙasa a aikace
Gudanar da samfuri akan gabaɗayan codebase ko kwangilar doka mai tsawo inda cikakkiyar kulawa zata ƙare ƙwaƙwalwar GPU.
Gudun samfuri akan gabaɗayan codebase ko kwangilar doka mai tsawo inda cikakken hankali zai ƙare Ƙungiyoyin ƙwaƙwalwar ajiya na GPU yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Toshe-Sparse da Hankali na ɗan ƙasa a aikace
DeepSeek's NSA yana haɓaka duka pretraining da kuma dogon tunani yayin daidaitawa ko bugun cikakkiyar kulawa.
DeepSeek's NSA yana haɓaka duka pretraining da dogon ra'ayi yayin daidaitawa ko doke cikakkiyar kulawa 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.
Toshe-Sparse da Hankali na ɗan ƙasa a aikace
Taƙaita takaddun tsawon littafi ta hanyar halartar taƙaitaccen taƙaitaccen bayanin toshe tare da sassan da suka dace na cikin gida.
Takaita takaddun tsayin littafi ta hanyar halartar taƙaitaccen taƙaitaccen bayanin toshe tare da sassan da suka dace na cikin gida 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Toshe-Sparse da Hankali na ɗan ƙasa a aikace
Ƙaddamar da mataimakan taɗi na dogon lokaci waɗanda matakin yanke hukunci yana da alaƙa da ƙwaƙwalwar ajiya ta iyakance kowane alamar zuwa manyan tubalan.
Ƙaddamar da mataimakan tattaunawa na dogon lokaci wanda matakin yanke hukunci ya kasance mai ɗaure ta hanyar iyakance kowane alamar zuwa manyan tubalan 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 tsadar kurakurai a kan 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.