Kubeflow na ML Umuyoboro
Kubeflow nigikoresho gifungura isoko ikoresha imashini yiga imashini kuri Kubernetes, ihindura imyitozo yicyitegererezo no koherezwa mumiyoboro yimyororokere, yabitswe.
Incamake
It matters because it lets teams scale ML the same way they scale modern cloud software.
Kwibira cyane
Kubeflow yatangiriye kuri Google nk'uburyo bwo gukoresha TensorFlow kuri Kubernetes, hanyuma ikura iba urubuga rwagutse. Igitekerezo cyacyo cyibanze ni uko buri ntambwe yumurimo wa ML nko gutegura amakuru, guhugura, gusuzuma, no gukora ikora nkibikoresho byabitswe imbere muri pod ya Kubernetes. Kubeflow Imiyoboro (KFP) igufasha kwerekana izi ntambwe nkigishushanyo mbonera cya acyclic (DAG): buri node nigikoresho cyonyine kirimo, kandi impande zisobanura amakuru ashingiye. Kuberako Kubernetes ikora gahunda, gupima, no kugabura umutungo, umuyoboro urashobora gusaba GPU mumahugurwa ukayarekura nyuma. Ibindi bice birimo Katib yo guhuza hyperparameter, KServe yo gutanga icyitegererezo, hamwe na seriveri ya ikaye. Kwishura ni kubyara, kugendana ibicu, hamwe nubushobozi bwo gupima intambwe kugiti cyigenga.
Ubushishozi
Umuyoboro wa Kubeflow ukusanya Python DSL muri Argo Workflows YAML spec. Buri kintu cyose gihinduka ikintu gisoma inyongeramusaruro kandi ikandika ibisohoka nkibicuruzwa, byanyuze hagati yintambwe zinyuze mububiko busangiwe nka MinIO cyangwa S3. Kubernetes itegura buri pod, ihuza GPU cyangwa CPU ibikoresho kubisabwa. Igenzura ryindege ifata intambwe zisohoka, bityo intambwe zidahindutse zisimbuka kuri reruns, kuzigama compte no gukora DAG nini neza.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka Kubeflow na ML Umuyoboro wa ML
Kubeflow irimo guhuza hafi ya KFP v2 no kurushaho guhuza hamwe na KServe yo gukorera hamwe na Katib muguhuza, hiyongereyeho inkunga nziza yo gukwirakwiza amahugurwa manini manini muri GPU nyinshi. Tegereza ibyuma byimbitse mububiko bwihariye, kwiyandikisha kwicyitegererezo, na LLM ikora neza. Mugihe umushinga ukuze munsi ya CNCF, icyerekezo ni ugushiraho byoroshye, gukodesha-amatsinda menshi, hamwe nibisobanuro byumuyoboro usanzwe uhuza neza neza na progaramu nini kandi itanga ibicu.
Gushyira mu bikorwa Isi
Umucuruzi ateganya umuyoboro wa Kubeflow nijoro winjiza amakuru yo kugurisha, ukongera ukerekana uburyo bwo guhanura ibyifuzo, kandi ukabisunika kuri KServe kugirango ubone umwanzuro.
Laboratoire yubushakashatsi ikoresha Katib kugirango ikore amagana ya hyperparameter igeragezwa kuri cluster ya GPU, ihita ihitamo iboneza ryiza.
Banki yubaka umuyoboro wibyara uburiganya-gutahura aho buri igenzura ryubahiriza rishobora guhindura intambwe nyayo yamahugurwa avuye mubikoresho byabitswe.
Gutangira ukoresha ikaye ya seriveri kuri Kubeflow bityo abahanga mu bumenyi bwa prototype barangiza mu miyoboro itanga umusaruro batanditse kode.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Gahunda ya GPU na Orchestre ya Cluster
Ibibazo bikunze kubazwa
What is Kubeflow and ML Pipeline Orchestration?
Kubeflow nigikoresho gifungura isoko ikoresha imashini yiga imashini kuri Kubernetes, ihindura imyitozo yicyitegererezo no koherezwa mumiyoboro yimyororokere, yabitswe. Nibyingenzi kuko ireka amakipe apima ML nkuko bapima software igezweho.
Ni ubuhe buryo bwibanze Kubeflow ikoresha imashini yiga imashini ikora?
Kubeflow yubatswe byumwihariko kugirango ikore ML akazi keza kuri Kubernetes, ukoresheje gahunda yayo nogupima.
Mu miyoboro ya Kubeflow, ni gute buri ntambwe yo gukora akazi isanzwe ipakirwa?
Buri ntambwe yumuyoboro nigikoresho cyonyine kirimo imbere muri podiyumu ya Kubernetes, hamwe ninjiza nibisohoka byanyuze nkibikoresho.
Ni ubuhe buryo umuyoboro wa Kubeflow ukoresha kugirango ugaragaze gahunda hamwe ningaruka zintambwe?
Imiyoboro igaragazwa nka DAGs, aho imitwe igizwe nibice byerekana amakuru ashingiye hagati yabo.
Nibihe bigize Kubeflow byeguriwe gukora hyperparameter ikora?
Katib nigice cya Kubeflow cyo gukora hyperparameter optimizasiyo hamwe nubushakashatsi bwubwubatsi bushakisha, ikoresha ibigeragezo byinshi murwego rumwe.
Kuki umuyoboro wa Kubeflow ushobora gusimbuka neza intambwe zimwe mugihe wongeye gukora?
Igenzura indege ifata ibisohoka, intambwe rero inyongeramusaruro zidahindutse zirasimbuka, zibika compte kuri reruns.