Kubeflow: Machine Kudzidza Toolkit yeKubernetes
Yedu post nhasi ichabata nemunda we Otomatiki Kudzidza (Machine Kudzidza / ML). Kunyanya nezve yakavhurwa sosi application inonzi "Kubeflow", iyo inozo shanda Kubernetes. Iyo, sevazhinji venyu munotoziva, yakavhurika sosi sisitimu yekugadzirisa iyo kuisirwa, kuyera uye kubata kweyakagadziriswa application.
"Kubeflow" kunyangwe iripo parizvino pasi pe yakagadzikana vhezheni 1.2, sezvazvinoonekwa mune yayo yepamutemo webhusaiti uye GitHub, mune yayo yepamutemo Blog, yatove yakataurwa pane iyo inotevera vhezheni 1.3. Ndokusaka nhasi, isu tichaongorora mune ichi chishandiso.
Cognitive Toolkit: Vhura Sosi Yakadzika Kudzidza SW
Uye senguva dzose, kune avo vanogara vachishuvira kuongorora musoro wenyaya wakaverengwa, tichasiya zvinongedzo zvinotevera kune zvakabatana zvakatumirwa zvekare kuti iwe uongorore kana ichi chinyorwa chapera.
"Microsoft's Cognitive Toolkit (yaimbonzi CNTK) ibhuku rakadzika rekushandisa
(Machine Learning)de«Código Abierto»ine kugona kukuru. Iyo yemahara, iri nyore kushandisa, uye yekutengesa-giredhi mhando iyo inokutendera iwe kuti ugadzire yakadzika yekudzidza algorithms anokwanisa kudzidza padanho padyo neiyo yehuropi hwemunhu." Cognitive Toolkit: Vhura Sosi Yakadzika Kudzidza SW
Kubeflow: Yakavhurika Muchina Kudzidza Chirongwa
Chii chinonzi Kubeflow?
Zvinoenderana neyako zviri pamutemo webhusaiti, chirongwa ichi chakavhurwa chinotsanangurwa seinotevera:
"Icho chirongwa chakakumikidzwa mukugadzira muchina kudzidza (ML) kufambiswa kwemabasa kufambisa paKubernetes yakapusa, inotakurika, uye inotyisa. Chinangwa chayo hachisi chekudzokorora mamwe masevhisi, asi kupa nzira yakapusa yekuendesa akanakisa masosi masosi masosi eML kune akasiyana maumbirwo. Saka chero Kubernetes inomhanya, Kubeflow inogona kumhanya."
Ndichiri, pane yako saiti ku GitHub, pfupisa wedzera zvinotevera:
"Kubeflow ndiyo yeplatform chikuva mugore rekushandisa muchina mashandiro: mapaipi, kudzidziswa uye kutumirwa"
Kubva pane izvi, zvinogona kutorwa zviri nyore izvo, iyo huru chinangwa che "Kubeflow" es:
"Gadzira muchina kudzidza (ML) modhi kuyera uye kuendesa sezviri nyore sezvinobvira, kurega maKubernetes aite zvaanoziva kuita: Nyore, inodzokororwa, inotakurika deploy kune akasiyana akasiyana magadzirirwo, microservices kuendesa uye manejimendi zvakasununguka zvakasangana uye zviyero pane chinodiwa."
Hunhu?
Pakati pehunhu hunoshamisa hwe "Kubeflow" tinogona kutaura zvinotevera:
- Inosanganisira masevhisi ekugadzira uye kugadzirisa anofambidzana eJupiter mabhuku. Kubvumidza kugadzirisa kuisirwa kwakafanana uye zvimwe zviwanikwa zvemakomputa kuti zvigadzirise kune izvo zvinodiwa nesainzi yedata Nekudaro, zvichiita kuti zvive nyore kuyedza nekufamba kwenzvimbo, uye wozoisa mukati megore pazvinenge zvichidikanwa.
- Inopa tsika TensorFlow yekudzidzisa basa opareta. Izvo zvinogona kushandiswa kudzidzisa ML modhi. Kunyanya, iyo Kubeflow basa opareta anogona kubata yakaparadzirwa TensorFlow yekudzidzira mabasa. Kubvumira simba rekugadzirisa mutyairi wekudzidzisa kuti ashandise maCPU kana maGPU, uye nekudaro kuchinjana nemhando dzakasiyana dzemasumbu.
- Inotsigira mudziyo weTensorFlow Serving yekuburitsa yakadzidziswa TensorFlow mamodheru kuKubernetes. Pamusoro pezvo, Kubeflow inosanganisirwa pamwe naSeldon Core, yakavhurika sosi chikuva chekutumira michina yekufunda michina paKubernetes, uye NVIDIA Triton Inference Server yekuwedzera mashandisiro eGPU kana uchiisa ML / DL mamodheru pachiyero.
- Inosanganisira teknolojia yeKubeflow Pipelines. Ndeipi mhinduro yakazara yekutumira uye kugadzirisa end-to-end ML workflows. Kubvumira kuyedza nekukurumidza uye kwakavimbika, kunoshandiswa kuronga uye kuenzanisa kumhanya, uye kuongorora zvakadzama mishumo pane yega kumhanya.
- Inopa hwakawanda-hwaro hwaro. Sezvo, pamusoro pekushanda zvakanaka kwazvo neTensorFlow, ichakurumidza kuve nerutsigiro rwePyTorch, Apache MXNet, MPI, XGBoost, Chainer, nezvimwe.
Zvimwe zvepamusoro-zve-zve-ruzivo pane "Kubeflow" inogona kuwanikwa zvakananga pane yako Yepamutemo blog.
Chii chinonzi Kubernetes?
Tichifunga iyo, "Kubeflow" inoshanda pa "Kubernetes", zvakakodzera kujekesa zvinoenderana neyako zviri pamutemo webhusaiti kuti iyo yekupedzisira ndeinotevera:
"Kubernetes (K8s) ndeye yakavhurika sosi chikuva chekugadzirisa iyo kuendesa, kuyera, uye manejimendi emidziyo yekushandisa."
Uye kana iri, shuwa kudzika pamusoro "Kubernetes" Unogona kuongorora edu apfuura uye achangoburwa anoenderana zvinyorwa pazasi:
Mhedziso
Tinovimba izvi "inobatsira shoma posvo" about «Kubeflow», inonakidza uye yemazuva ano yakavhurwa sosi purojekiti mumunda wekudzidza zvakadzama, yakaitwa kuti iwedzere kusvika kweyakavhurika sosi chikuva «Kubernetes »; ndeyekufarira kukuru uye kushandiswa, kweiyo yese «Comunidad de Software Libre y Código Abierto» uye yemupiro mukuru mukupararira kweinoshamisa, hombe uye kukura ecosystem yezvishandiso zve «GNU/Linux».
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