Incamake
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.
Kubeflow na ML Orchestre ya ML ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
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.
Kumenya Kubeflow na ML Umuyoboro wa ML
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. Kubeflow na ML Orchestre ya ML ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Kubeflow na ML Pipeline Orchestre nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Kubeflow na ML Pipeline Orchestre itezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
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.
Uburyo bwo Gushyira mu bikorwa
Kubeflow na ML Imiyoboro ya Pipeline mubikorwa
Umucuruzi ateganya umuyoboro wa Kubeflow nijoro winjiza amakuru yo kugurisha, ukongera ukerekana uburyo bwo guhanura ibyifuzo, kandi ukabisunika kuri KServe kugirango ubone umwanzuro.
Umudandaza ateganya umuyoboro wa Kubeflow nijoro winjiza amakuru yo kugurisha, ukongera ukerekana uburyo bwo guhanura ibyifuzo, ukanabisunika kuri KServe kugirango ushishoze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kubeflow na ML Imiyoboro ya Pipeline mubikorwa
Laboratoire yubushakashatsi ikoresha Katib kugirango ikore amagana ya hyperparameter igeragezwa kuri cluster ya GPU, ihita ihitamo iboneza ryiza.
Laboratoire yubushakashatsi ikoresha Katib kugirango ikore amagana ya hyperparameter ibangikanye kuri cluster ya GPU, ihita ihitamo iboneza ryiza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kubeflow na ML Imiyoboro ya Pipeline mubikorwa
Banki yubaka umuyoboro wibyara uburiganya-gutahura aho buri igenzura ryubahiriza rishobora guhindura intambwe nyayo yamahugurwa avuye mubikoresho byabitswe.
Banki yubaka umuyoboro wibyara uburiganya-gutahura aho buri igenzura ryubahiriza amategeko rishobora guhindura intambwe nyayo yamahugurwa avuye mu bihangano byabitswe Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kubeflow na ML Imiyoboro ya Pipeline mubikorwa
Gutangira ukoresha ikaye ya seriveri kuri Kubeflow bityo abahanga mu bumenyi bwa prototype barangiza mu miyoboro itanga umusaruro batanditse kode.
Gutangira bifashisha ikaye ya seriveri kuri Kubeflow bityo abahanga mu bumenyi bwa prototype yerekana impamyabumenyi itangiza mu buryo butaziguye mu miyoboro y’umusaruro batanditse kode Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.