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Rancherでkubeflow構築
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nakayamam
March 16, 2019
Technology
3
19k
Rancherでkubeflow構築
Rancher Meetup #07 in Osakaでの発表資料です
nakayamam
March 16, 2019
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Transcript
RancherͰkubeflowߏங Rancher Meetup #07 in Osaka Masaki-Nakayama
ࣗݾհ • Masaki-Nakayama @nakayamam2 • KAGOYA JAPAN • Rancher Meetup,
CNJP Kansai
kubeflowʁ IUUQTXXXLVCFqPXPSHEPDTBCPVULVCFqPX
kubeflow? KubernetesͷͨΊͷػցֶशπʔϧΩοτ
kubeflow? ԼهͷํʹΦεεϝ by ެࣜ • TensorFlowϞσϧΛ͞·͟·ͳڥʢϩʔΧϧɺΦϯϓ ϨɺΫϥυͳͲʣͰτϨʔχϯά/ఏڙ͍ͨ͠ • TensorFlowτϨʔχϯάδϣϒΛཧ͢ΔͨΊʹJupyter ϊʔτϒοΫΛ͍͍ͨ
• TensorFlowΛଞͷϓϩηεͱΈ߹Θ͍ͤͨ
kubeflow? kubeflowͷμογϡϘʔυ
kubeflow? Լهͷͷ͕͋Β͔͡Ίೖ͍ͬͯ·͢ • JupyterHub : Jupyter NotebookʹϢʔβʔೝূՃͯ͠ෳਓͰ͑ΔΑ ͏ʹͨ͠ͷ • TFjob
Dashboard: k8sͰTensorFlowτϨʔχϯάδϣϒΛཧͰ͖Δ • Katib Dashboard: ϋΠύʔύϥϝʔλʔνϡʔχϯάͷπʔϧ https://www.slideshare.net/Oshima0x3fd/katib ͕ৄͦ͠͏
ߏங·ͰಓͷΓͦ͏ɾɾɾ
͋ΔRancherΧλϩάΛݟ͍ͯΔͱɾɾ
͋ʂ
None
͔ͯ͠͠Chainer͙͑͢Δɾɾɾʁ
ྲྀΕ 1. GPUΫϥελʔͷߏங on GKE 2. ΫϥελʔΛRancherΠϯϙʔτ 3. RancherΧλϩάͰkubeflowσϓϩΠ ※ͪͳΈʹGKEʹೖΕΔ͚ͩͳΒઐ༻ͷϫϯΫϦοΫσϓϩΠ͕༻ҙ͞ΕͯΔͷͰ
ͦͪΒΛ͏ํ͕ૣ͍͔ https://deploy.kubeflow.cloud/#/
GPUΫϥελʔͷߏங on GKE
GPUબΜͰ࡞ KZVQZUFSIVC͕Ϧιʔε Λ৯͏ͷͰεϖοΫ͕͋ Μ·Γ͍ͱࢮʹ·͢
GPUΫϥελʔ͕Ͱ͖·ͨ͠
ΫϥελʔΛ RancherΠϯϙʔτ
None
ࣗݾॺ໊ͳͷͰͪ͜Β Λ࣮ߦ DMVTUFSBENJOΛϢʔβʔ ʹCJOEJOH
ΠϯϙʔτͰ͖·ͨ͠
RancherΧλϩάͰ kubeflowσϓϩΠ
None
֤ػೳͷ0/0''͕Ͱ͖ΔͬΆ͍ʁ
֤ػೳͷ0/0''͕Ͱ͖ΔͬΆ͍ʁ
None
6*
None
Ϣʔβʔ࡞͢Δ
ΠϝʔδΛࢦఆͯ͠TQBXO
ϫʔΫεϖʔε͕࡞͞ΕΔ
ϫʔΫεϖʔε͕ग़དྷ্͕Δ
QZUIPOίʔυΛ͙࣮͢ߦͰ͖Δ
None
UFOTPSqPXͷδϣϒͷ࡞͕Ͱ͖Δ
> kubectl get crd NAME AGE backendconfigs.cloud.google.com 2h scalingpolicies.scalingpolicy.kope.io 2h
studyjobs.kubeflow.org 1h tfjobs.kubeflow.org 1h ͋Εɺchainer operator͕͍ͳ͍ɾɾɾ
None
{"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-rbac.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702047111Z"}
{"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-crd.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702898257Z"} {"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-operator.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702904447Z"} RancherαʔόʔͷϩάΛݟΔͱ Ͳ͏manifestʹө͞Ε͍ͯͳ͍Α͏ͩ
issueग़͠ͱ͖·ͨ͠ʂ
Thanks!