Rijistar Model
Rijista samfurin kasida ce mai sarrafa sigar don ƙirar injunan horar da injina, bin diddigin layin kowane sigar, awo, da matakin turawa.
Dubawa
It acts as the single source of truth between experimentation and production, so teams know exactly which model is live, how it was built, and how to roll back.
Zurfafa nutsewa
Horon yana samar da nau'ikan samfura da yawa, kuma ba tare da yin rajista ba suna ƙarewa a warwatse azaman fayilolin mai suna 'model_final_v3_really.pkl' ba tare da wani rikodin yadda aka yi su ba. Rijista samfurin tana gyara wannan ta hanyar adana kowane sigar tare da metadata: tsarin bayanan horo, ƙaddamar da lamba, hyperparameters, da ma'aunin ƙima. Samfura suna tafiya cikin matakan rayuwa, yawanci tsarawa, samarwa, da adana su, tare da haɓakawa ta hanyar yarda da gwaje-gwaje. Wannan yana ba da damar dubawa (wanda ya tura menene, yaushe, kuma me yasa), sake haɓakawa (sake gina kowane siga daga layin da aka yi rikodinsa), da sake dawowa mai aminci (nan take yana mai da sabis zuwa sigar da ta gabata idan turawa ta lalace). Rijista kamar MLflow, SageMaker Model Registry, da Vertex AI suna haɗaka tare da CI/CD don haka haɓaka ƙirar ƙira na iya haifar da turawa ta atomatik, kuma galibi suna adana sa hannun samfurin da ke kwatanta abubuwan da ake sa ran shiga da fitarwa.
Fahimtar Fasaha
Rijistar ba tana adana kayan ma'aunin nauyi kaɗai ba amma fakitin kayan tarihi da ingantaccen metadata da alamar mataki. Each registered model has versions, and each version links to the experiment run that produced it, capturing the code commit, environment, and metrics. Canje-canje na mataki (tsari zuwa samarwa) abubuwan da aka rubuta sune abubuwan da za su iya kunna ƙugiya a cikin bututun turawa. Sa hannun samfurin, ƙayyadadden tsari na shigarwa da nau'ikan kayan sarrafawa, yana barin tsarin sabis su tabbatar da buƙatu da kama rashin daidaituwa kafin su haifar da kurakuran hasashen shiru.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Rijistar Model
Rijistar tana faɗaɗa cikin cibiyoyin gudanarwa yayin da ƙa'idojin AI ke ƙarfafawa, suna haɗa katunan ƙira ta atomatik, ƙimar son zuciya, da hanyoyin tantancewa da ake buƙata don bin ka'ida. Yi tsammanin hanyoyin haɗin kai don saka idanu don haka rajista ya san ba kawai abin da aka tura ba amma yadda yake gudana kai tsaye, da jujjuyawar atomatik lokacin da ragi ya ketare ƙofa. Yayin da AI ke haɓakawa, masu yin rajista suna daidaitawa don bibiyar nau'ikan LLM masu kyau, faɗakarwa, da ma'aunin adaftar, da kuma sarrafa wace ƙira da haɗin kai ga kowane aikace-aikacen.
Aiwatar da Gaskiyar Duniya
Ƙungiya tana amfani da MLflow Model Registry don haɓaka ƙirar zamba daga 'tsari' zuwa 'samarwa,' wanda ke haifar da turawa ta atomatik ta bututun su na CI/CD.
Bayan sabon sigar ƙirar ta ɗaga ƙimar kuskure, injiniyan kira ya sake juyawa ta hanyar sake yin hidima ga sigar da ta gabata a cikin daƙiƙa.
Wani mai duba yana duba wurin yin rajista don tabbatar da wace saitin bayanai da lambar da aka yi suka samar da ƙirar ƙima a halin yanzu da ake samarwa.
Ƙungiyar MLOps tana adana ma'aunin kimanta kowane nau'in a cikin wurin yin rajista don haka masu bita za su iya kwatanta ƙirar ɗan takara kafin amincewa da gabatarwa.
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.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
ONNX da Model Interoperability
Tambayoyin da ake yawan yi
What is Model Registries?
Rijista samfurin kasida ce mai sarrafa sigar don ƙirar injunan horar da injina, bin diddigin layin kowane sigar, awo, da matakin turawa. Yana aiki a matsayin tushen gaskiya guda ɗaya tsakanin gwaji da samarwa, don haka ƙungiyoyi sun san ainihin wane samfurin yake raye, yadda aka gina shi, da yadda ake mirgine baya.
Menene babban dalilin yin rajistar samfurin?
Rijista tana bin nau'ikan samfuri, layinsu da awo, da matakin tura su, don haka kowa ya san wane samfurin yake raye da yadda aka gina shi.
Wadanne matakan rayuwa ne samfura ke tafiya a cikin wurin yin rajista?
Yawanci ana haɓaka samfura daga tsari zuwa samarwa kuma daga baya a adana su, tare da rikodin kowane canji kuma galibi ana samun su ta hanyar yarda.
Ta yaya rajistar samfurin ke ba da damar sake dawowa lafiya?
Saboda sifofin farko sun kasance masu rijista, ƙungiyar za ta iya canza hidimar komawa zuwa sanannen siga mai kyau a cikin daƙiƙa idan sabon turawa ya lalace.
Menene sa hannun samfurin a cikin rajista?
Sa hannu yana bayyana abubuwan da ake tsammani da abubuwan da ake sa ran don haka tsarin sabis zai iya tabbatar da buƙatu da kama rashin daidaituwa kafin su haifar da kurakurai na shiru.
Me yasa zuriyar da aka yi rikodin (saitin bayanai, lambar code, hyperparameters) ke da mahimmanci?
Layi yana ƙyale ƙungiyoyi su sake gina kowane sigar kuma suna barin masu duba su tabbatar da ainihin abin da bayanai da lambar suka samar da ƙirar da aka tura.