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ML on Kubernetes with Kubeflow #3 Kubeflow Pipelines: Part1
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Keita Watanabe
November 24, 2022
Technology
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ML on Kubernetes with Kubeflow #3 Kubeflow Pipelines: Part1
Kubernetes Meetup Tokyo #54
https://k8sjp.connpass.com/event/264501/
で発表したLT資料
Keita Watanabe
November 24, 2022
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Transcript
Keita Watanabe 2022/11/24 Kubernetes Meetup Tokyo # 54 LT KubeflowͰ͡ΊΔ
ML on Kubernetes #3 Kube fl ow Pipelines: Part 1
Keita Watanabe Machine Learning Solutions Architect ▶ AWS JapanͰSelf-managedͳMachine Learning
ͷҊ݅Λ୲͍ͯ͠ΔSolutions Architect ▶ લ৬ͰDatascientist/ML Researcherͱͯ͠ ECαΠτ্ͷը૾ݕࡧػೳͷ։ൃʹैࣄ ▶ Twitter: keitaw09 ▶ Linkedin: keitawatanabe αϯσΟΤΰͰग़ձͬͨτϦ झຯ
ͪ͜ΒͷLTγϦʔζͷͰ͢ KubeflowͰ͡ΊΔML on Kubernetes • #1 Kube fl owͷ֓ཁͱηοτΞοϓ •
#2 Kube fl ow Notebooks • #3 Kube fl ow Pipelines (ࠓճʂ)
ࠓճͷςʔϚɿ Kubeflow Pipelines ʢͷಋೖʣ
Kubeflow Pipelines ʢKFPʣͱ KFPͷߏཁૉ • Pipelineͷ֬ೝɾ࣮ߦʹ༻͍ΔUI • Pipeline࣮ߦΛεέδϡʔϦϯά͢ΔEngine • ύΠϓϥΠϯͷఆٛɺϏϧυɺσϓϩΠ͕Մೳͳ
Python SDK • SDKͰͷύΠϓϥΠϯ։ൃɺ͓Αͼ࣮ߦʹؔ͢Δ Notebook αϙʔτ Componentͱͯ͠ɺ֤εςοϓΛ࣮͠ɺͦΕΒΛPipelineͱͯ͠Ұ࿈ͷॲཧʹ· ͱΊΔ͜ͱͰMLύΠϓϥΠϯΛߏங͢Δπʔϧ UI: pipeline graph view Ұ෦ൈਮ
KFP SDKͷόʔδϣϯʹ͍ͭͯ • 2022/11/24ݱࡏɺKFP SDKʹҎԼͷ̎ͭͷVersion͕ଘࡏ͢Δ v1ʢStable Statusʣ/ v2ʢBeta Statusʣ •
KFP SDK v2ɺݱࡏPre-release stageͷKFP v2ͷίΞػೳΛ KFP v1্Ͱಈ࡞Մೳͱͨ͠ͷ • ͜͜ͰKFP SDK v2Λ༻͍Δ • KFP SDK v2ͷར༻ʹKFP 1.6Ҏ߱ ͕ඞཁʢࠓճ1.8.4Λ༻ʣ https://www.kube fl ow.org/docs/components/pipelines/v1/sdk-v2/v2-compatibility/
SDKΛ༻͍ͨγϯϓϧͳPipelineͷ࣮ྫ (1) ίϯϙʔωϯτͷఆٛ ͜͜Ͱ͠ࢉΛ”python:3.9”Πϝʔδ্Ͱ ࣮ߦ͢ΔίϯϙʔωϯτΛఆٛ͢Δ (2) ύΠϓϥΠϯͷఆٛ ύΠϓϥΠϯͰ༻͍Δίϯϙʔωϯτ܈ͱ ͦͷؔΛఆٛ͢Δ (3)
ύΠϓϥΠϯͷ࣮ߦ ύΠϓϥΠϯʹೖྗΛ༩͑ɺ࣮ߦ͢Δ (1) (2) (3)
͜ͷίʔυΛ࣮ߦͯ͠ΈΔͱ… • “/var/run/secrets/kube fl ow/pipelines/token” ͕ແ͍ͱౖΒΕɺ࣮ߦʹࣦഊ͢Δ • ࣮ϚϧνϢʔβʔڥͰSDKΛ࣮ߦ͢Δࡍ ʹɺServiceAccount token͕
”KF_PIPELINES_SA_TOKEN_PATH”ʹଘࡏ͢ Δඞཁ͕͋Δ ʢ͜ͷڥมͷσϑΥϧτͷύε͕ “/var/run/secrets/kube fl ow/pipelines/token”ʣ • σϑΥϧτͷNotebookڥʹ͜ͷτʔΫϯ ͕ઃఆ͞Ε͍ͯͳ͍ˠ PodDefaultΛ༻͍Δ https://www.kube fl ow.org/docs/components/pipelines/v1/sdk/connect-api/#full-kube fl ow-subfrom-inside-clustersub
PodDefault • KubernetesʹPodʹରͯ͠ɺ ڥมVolumeͷใͳͲ Λ͋ͱ͔ΒՃ͢ΔPodPreset ͱ͍͏Ϧιʔεʢݱࡏ Alpha stageʣ͕ଘࡏ͢Δ • PodDefaultPodPreset૬ͷ
ػೳΛKube fl owଆͰ ࣮ͨ͠ͷ https://github.com/kube fl ow/kube fl ow/blob/master/components/admission-webhook/README.md
PodDefaultͷ͍ํ ৽نNotebook࡞࣌ͷ ”Con fi gurations”ΑΓ࡞ͨ͠ PodDefaultΛબ͢Δ͜ͱ͕Ͱ͖Δ
τʔΫϯ͕Ϛϯτ͞Ε͍ͯΔ͜ͱ ͕֬ೝͰ͖Δ ύΠϓϥΠϯͷ࣮ߦʹޭ͠ɺ ExperimentͱRunͷৄࡉͷϦϯΫ ͕දࣔ͞Εͨ
Run details
࣍ճ… ࣮ફతͳPipelinesߏஙͷΛ͠·͢
ࢀߟࢿྉ • https://techblog.zozo.com/entry/aip-pipelines-impl#Kube fl ow-Pipelines • https://www.kube fl ow.org/docs/components/pipelines/v1/sdk/connect-api/ #full-kube
fl ow-subfrom-inside-clustersub • https://www.kube fl ow.org/docs/components/notebooks/overview • https://github.com/aws-samples/aws-do-kube fl ow • https://www.kube fl ow.org/docs/components/pipelines/v1/sdk-v2/v2- compatibility/ • https://www.kube fl ow.org/docs/components/pipelines/v1/sdk/connect-api/ #full-kube fl ow-subfrom-inside-clustersub