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
Rancherでkubeflow構築
Search
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
Tweet
Share
More Decks by nakayamam
See All by nakayamam
rancher/system-toolsを試してみた
nakayamam
0
390
Other Decks in Technology
See All in Technology
2026年、サーバーレスの現在地 -「制約と戦う技術」から「当たり前の実行基盤」へ- /serverless2026
slsops
2
270
We Built for Predictability; The Workloads Didn’t Care
stahnma
0
150
pool.ntp.orgに ⾃宅サーバーで 参加してみたら...
tanyorg
0
610
StrandsとNeptuneを使ってナレッジグラフを構築する
yakumo
1
130
配列に見る bash と zsh の違い
kazzpapa3
3
170
【Ubie】AIを活用した広告アセット「爆速」生成事例 | AI_Ops_Community_Vol.2
yoshiki_0316
1
120
30万人の同時アクセスに耐えたい!新サービスの盤石なリリースを支える負荷試験 / SRE Kaigi 2026
genda
4
1.4k
ランサムウェア対策としてのpnpm導入のススメ
ishikawa_satoru
0
220
AWS Network Firewall Proxyを触ってみた
nagisa53
1
240
Red Hat OpenStack Services on OpenShift
tamemiya
0
130
Bedrock PolicyでAmazon Bedrock Guardrails利用を強制してみた
yuu551
0
260
[CV勉強会@関東 World Model 読み会] Orbis: Overcoming Challenges of Long-Horizon Prediction in Driving World Models (Mousakhan+, NeurIPS 2025)
abemii
0
150
Featured
See All Featured
Building Flexible Design Systems
yeseniaperezcruz
330
40k
Navigating the moral maze — ethical principles for Al-driven product design
skipperchong
2
250
Automating Front-end Workflow
addyosmani
1371
200k
Prompt Engineering for Job Search
mfonobong
0
160
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
5.8k
The Curse of the Amulet
leimatthew05
1
8.7k
The Language of Interfaces
destraynor
162
26k
Visualization
eitanlees
150
17k
<Decoding/> the Language of Devs - We Love SEO 2024
nikkihalliwell
1
130
How to build an LLM SEO readiness audit: a practical framework
nmsamuel
1
650
A brief & incomplete history of UX Design for the World Wide Web: 1989–2019
jct
1
300
Designing Experiences People Love
moore
144
24k
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!