Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
ML on Kubernetes with Kubeflow #3 Kubeflow Pipe...
Search
Keita Watanabe
November 24, 2022
Technology
0
1.1k
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
Tweet
Share
More Decks by Keita Watanabe
See All by Keita Watanabe
Building foundation models on AWS
keitaw
0
120
[re:Invent2024 Chalktalk] Cost-effectively deploy PyTorch LLMs on AWS Inferentia using Amazon EKS
keitaw
0
60
AWS Summit New York 2024: CMP 301 Demystifying the ML software stack on Amazon EC2 accelerated instances
keitaw
0
310
re:Invent 2023 CMP319 Deploy LLMs with AWS Inferentia & Ray to optimize performance and cost
keitaw
0
27
re:Invent 2023: CMP332 De-mystifying ML software stack on Amazon EC2 accelerated instances
keitaw
0
130
AWS における LLM・GenAI 大規模学習への取り組み / Large scale GenAI・LLM training on AWS
keitaw
1
520
Amazon EC2 シリコン革命 / Amazon EC2 Silicon Innovation
keitaw
0
170
Introduction to Kserve
keitaw
0
580
ML on Kubernetes with Kubeflow #4 Kubeflow Pipelines: Part2
keitaw
0
1.1k
Other Decks in Technology
See All in Technology
セキュリティSaaS企業が実践するCursor運用ルールと知見 / How a Security SaaS Company Runs Cursor: Rules & Insights
tetsuzawa
1
3.3k
Bill One 開発エンジニア 紹介資料
sansan33
PRO
4
12k
impressions-trying-lambda-web-adapter
junkishigaki
2
150
ソフトウェア開発現代史: "LeanとDevOpsの科学"の「科学」とは何か? - DORA Report 10年の変遷を追って - #開発生産性_findy
takabow
1
310
Introduction to Sansan for Engineers / エンジニア向け会社紹介
sansan33
PRO
5
38k
Kubernetesで作るAIプラットフォーム
oracle4engineer
PRO
2
190
Tensix Core アーキテクチャ解説
tenstorrent_japan
0
270
CSSDay, Amsterdam
brucel
0
290
20250514_未経験から Fintech実務参画まで。学生エンジニアの挑戦録
hideto1008
0
890
Test Smarter, Not Harder: Achieving Confidence in Complex Distributed Systems
eliasnogueira
1
140
AIエージェント実践集中コース LT
okaru
1
200
Google I/O 2025 Keynote & Developer Keynote Overview
yanzm
0
110
Featured
See All Featured
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
52
2.8k
Documentation Writing (for coders)
carmenintech
71
4.8k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
123
52k
KATA
mclloyd
29
14k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
3k
Unsuck your backbone
ammeep
671
58k
A better future with KSS
kneath
239
17k
What's in a price? How to price your products and services
michaelherold
245
12k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
137
34k
Fireside Chat
paigeccino
37
3.5k
GitHub's CSS Performance
jonrohan
1031
460k
Raft: Consensus for Rubyists
vanstee
138
7k
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