AI Inference
Inference yana amfani da samfurin horarwa don samar da fitarwa daga sabon shigarwa.
Dubawa
Mai rarrabawa na iya dawo da maki na rukuni; samfurin harshe na iya haifar da alamu. Inference yawanci yana barin sigogin ƙirar baya canzawa, kodayake tsarin kewaye na iya adana bayanai daban ko koyo daga amsawa.
Mabuɗin ɗaukar hoto
- Auna duk hanyar nema.
- Ware rashin jinkirin kowane buƙatun daga abin da ake fitarwa.
- Sake gwada ingancin bayan hidimar ingantawa.
Zurfafa nutsewa
Buƙatun yawanci yana wucewa ta hanyar ingantaccen shigarwa, aiwatarwa, samfuri, da sarrafa kayan sarrafawa. Sabis na rubutu na iya yin alama ga gaggawa, gudanar da samfurin akai-akai don samar da alamu, da kuma haɗa amsa. Maidowa da kayan aikin waje na iya ƙara ƙarin matakai a kusa da ƙirar. Lokacin su da kurakurai suna ƙidaya zuwa ƙwarewar mai amfani. Auna latency da kayan aiki daban. Latency shine tsawon lokacin da buƙatun ɗaya ke ɗauka; Abubuwan da ake buƙata shine yawan buƙatun da tsarin ya ƙare a cikin wani lokaci. Buƙatun batching na iya inganta kayan aiki yayin ƙara jiran buƙatar mutum ɗaya. Yawo na iya sa amsa ta fara da wuri ba tare da rage lokacin da ake buƙata don kammala ta ba. Ƙwaƙwalwar kayan aikin dole ne ta ɗauki fiye da ma'aunin ƙira. Abubuwan buffer masu aiki, buƙatun lokaci guda, da wakilcin da aka adana suma suna cinye ƙwaƙwalwar ajiya. Dogayen bayanai da fitarwa na iya canza farashin hidimar, don haka gwada ainihin rabon aikin fiye da gajeriyar zanga-zanga guda ɗaya. Ƙaddamar da ƙaddamarwa yana buƙatar iyaka, ƙarewar lokaci, da amsa mai amfani lokacin da samfurin ba zai iya amsawa ba. Ci gaba da saita sigar ƙima kuma kwatanta abubuwan da aka fitar bayan canza daidaito, batching, sigar ƙima, ko aiwatarwa. Ingantawa yana da amfani kawai idan yana kiyaye ingancin da aikin ke buƙata.
Fahimtar Fasaha
Makin lambobi ba yuwuwar daidaitawa ta atomatik ba. Gaskiyar cewa samfurin ya mayar da amsa cikin nasara ya kafa kisa, ba daidai ba.
Asusu don lokacin amsawa daga ƙarshe zuwa ƙarshe
- A cikin buƙatar da aka gina, tabbatarwa yana ɗaukar 20 ms, dawo da takardu 180 ms, ƙirar ƙira 900 ms, da tsara 30 ms.
- Idan waɗannan matakan suna gudana a jere, jimlar 1,130 ms. Raba lokacin tsarawa yana adana ms 15 kawai.
- Rage maidowa zuwa ms 100 yana adana 80 ms. A sake auna a ƙarƙashin kaya na lokaci ɗaya saboda jerin gwano na iya canza sakamakon.
Waɗannan lokutan ƙirƙira sun nuna dalilin da yasa inganta ƙaramin mataki na iya da kyar ya canza gwaninta.
Dabarun Tasiri
Shawarwari masu haske
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla.
Kudin da kasafin kuɗi
Kuna iya yin mafi kyawun tambayoyin aiwatarwa kafin kashe kuɗi ko lokaci.
Ƙungiya da aikin aiki
Ƙungiyoyin da ke da fahimtar juna suna yin mafi kyawun samfura, manufofi, da yanke shawara na koyo.
Aiwatar da Gaskiyar Duniya
Rarraba saƙo mai shigowa ba tare da sake horar da mai rarrabawa ba.
Yafi da daftarin amsa yayin da ake adana ingantaccen iko na sokewa.
Hatsari & Tsare-tsare
Ƙungiyoyi daban-daban na iya amfani da kalmar iri ɗaya daban, don haka ayyana iyaka da wuri.
Alamomi na iya yin kama da ƙarfi yayin da aikin zahirin duniya bai yi daidai ba.
Yin watsi da ingancin bayanai da tsare-tsaren kimantawa galibi yana haifar da sakamako mara ƙarfi.
Taswirar Hanya
Fara da ma'anar harshe a sarari na sakamakon da kuke buƙata.
Zaɓi ma'aunin nasara ɗaya da yanayin gazawa ɗaya kafin gwaji.
Gudun ƙaramin matukin jirgi tare da bayanan wakilci, ba saitin demo da aka goge ba.
Rubutun inda AI Inference ke taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau.
Sources da ƙarin karatu
Ci gaba da Bincike
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Na gaba a cikin AI Foundations
Hanyoyin Sadarwar Jijiya
Tambayoyin da ake yawan yi
Shin tunani iri ɗaya ne da tunani?
Inference yana kwatanta tafiyar da samfurin. Aiki na iya haɗa da tunani, rarrabuwa, ko tsarawa; lakabin kisa ba ya kafa ingancin tunani.