Upgrade to Pro — share decks privately, control downloads, hide ads and more …

ScaleShift-jp-2019-summer

Avatar for ryo nakamaru ryo nakamaru
July 17, 2019
Research
1
220

 ScaleShift-jp-2019-summer

ScaleShift の機能概要、Kubernetes クラスタとの連携について

Avatar for ryo nakamaru

ryo nakamaru

July 17, 2019
Tweet

More Decks by ryo nakamaru

See All by ryo nakamaru
AWSで楽をするサービスメッシュ入門/appmesh-trial
Avatar for ryo nakamaru pottava
1
1.5k
reinforce-2019-recap-lt
Avatar for ryo nakamaru pottava
2
4.1k
Firecracker とは何か/what is Firecracker
Avatar for ryo nakamaru pottava
12
5.5k
ハイブリッド並列 on Kubernetes/hybrid-parallel-program-on-kubernetes
Avatar for ryo nakamaru pottava
1
440
AWS Fargate + Code 兄弟で始める継続的デリバリー / Continuous Delivery with AWS Fargate and Code brothers
Avatar for ryo nakamaru pottava
12
3.3k
Singularity と NVIDIA GPU Cloud で作る ハイブリッド機械学習環境の構築 / Building a hybrid environment for Machine Learning with Singularity and NGC
Avatar for ryo nakamaru pottava
3
1.4k
明日から始めるちょい足し λ / get-started-with-aws-lambda
Avatar for ryo nakamaru pottava
4
2.5k
NGC と Singularity によるハイブリッド機械学習環境 / A hybrid environment for Machine Learning with NGC and Singularity
Avatar for ryo nakamaru pottava
0
500
NGC × Singularity での機械学習環境/MachineLearning environment with NGC and Singularity
Avatar for ryo nakamaru pottava
2
820

Other Decks in Research

See All in Research
「どう育てるか」より「どう働きたいか」〜スクラムマスターの最初の一歩〜
Avatar for hirakawa hirakawa51
0
1k
LLM-jp-3 and beyond: Training Large Language Models
Avatar for Yusuke Oda odashi
1
580
カスタマーサクセスの視点からAWS Summitの展示を考える～製品開発で活用できる勘所～
Avatar for モブエンジニア（Masaki Okuda） masakiokuda
2
220
Remote sensing × Multi-modal meta survey
Avatar for SatAI.challenge satai
4
550
[RSJ25] Enhancing VLA Performance in Understanding and Executing Free-form Instructions via Visual Prompt-based Paraphrasing
Avatar for Semantic Machine Intelligence Lab., Keio Univ. keio_smilab
PRO
0
160
情報技術の社会実装に向けた応用と課題：ニュースメディアの事例から / appmech-jsce 2025
Avatar for Shotaro Ishihara upura
0
250
AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data
Avatar for SatAI.challenge satai
3
420
生成AI による論文執筆サポート・ワークショップ ─ サーベイ／リサーチクエスチョン編 / Workshop on AI-Assisted Paper Writing Support: Survey/Research Question Edition
Avatar for Kenji Saito ks91
PRO
0
100
2025/7/5 応用音響研究会招待講演＠北海道大学
Avatar for Takuma OKAMOTO takuma_okamoto
1
230
AWSで実現した大規模日本語VLM学習用データセット "MOMIJI" 構築パイプライン/buiding-momiji
Avatar for 開発室Graph studio_graph
2
830
AIスパコン「さくらONE」の
オブザーバビリティ / Observability for AI Supercomputer SAKURAONE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
2
700
若手研究者が国際会議（例えばIROS）でワークショップを企画するメリットと成功法！
Avatar for Tadahiro Taniguchi tanichu
0
110

Featured

See All Featured
YesSQL, Process and Tooling at Scale
Avatar for Rocio Delgado rocio
174
15k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
Avatar for panda_program panda_program
116
20k
Measuring & Analyzing Core Web Vitals
Avatar for Philip Tellis bluesmoon
9
660
Fireside Chat
Avatar for paigeccino paigeccino
41
3.7k
Dealing with People You Can't Stand - Big Design 2015
Avatar for Cassini Nazir cassininazir
367
27k
Building a Modern Day 
E-commerce SEO Strategy
Avatar for Aleyda Solis aleyda
45
8k
CSS Pre-Processors: Stylus, Less & Sass
Avatar for Bermon Painter bermonpainter
359
30k
Gamification - CAS2011
Avatar for David Bonilla davidbonilla
81
5.5k
Principles of Awesome APIs and How to Build Them.
Avatar for Keavy McMinn keavy
127
17k
GraphQLとの向き合い方2022年版
Avatar for Yosuke Kurami quramy
49
14k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
791
250k
Why You Should Never Use an ORM
Avatar for John Nunemaker jnunemaker
PRO
60
9.6k

Transcript

  1. ScaleShift ΦϯϓϨϛε / Ϋϥ΢υ Ͱ࣮ݱ͢Δػցֶश؀ڥ June, 2019

  2. !2 ScaleShift Docker ϕʔεɺΦʔϓϯιʔεͷ Web ΫϥΠΞϯτ ΞϓϦέʔγϣϯͰ͢ • ϞσϧߏஙϑΣʔζ -

    NGC / ࣗࣾϦϙδτϦ͔Βػցֶश Docker ΠϝʔδΛϫϯΫϦοΫͰऔಘ - ͦͷ೚ҙͷ Docker ΠϝʔδΛ Jupyter notebook ίϯςφͱͯ͠ىಈ • ϞσϧֶशϑΣʔζ - ߏஙʹར༻ͨ͠ϥΠϒϥϦ͝ͱ Docker ΠϝʔδʹݻΊϦϙδτϦ΁อଘ - ΫϦοΫ͚ͩͰ Kubernetes Ϋϥελ / Rescale ΁େن໛ܭࢉλεΫΛૹ৴

  3. جຊతͳಈ͖ !3 How does it work?

  4. !4 ScaleShift ͷىಈ ϩʔΧϧʹ Web αʔόʔ্ཱ͕͕ͪΓ·͢

  5. !5 ػցֶशιϑτ΢ΣΞͷΠϯετʔϧ NGC / ϓϥΠϕʔτϨδετϦ ͔ΒϫϯΫϦοΫͰμ΢ϯϩʔυ

  6. !6 Jupyter notebook ͰͷϞσϧߏங Jupyter Ͱϥοϓͨ͠ίϯςφ͕͔ΜͨΜʹىಈ ϙʔτ΋࡞ۀྖҬ΋ ίϯςφ͝ͱʹ ෼཭͞Εͨ ΫϦʔϯͳ؀ڥ

    ɹ.

  7. !7 େن໛ܭࢉͷͨΊͷϥοϐϯά ґଘϥΠϒϥϦ΍ιʔείʔυ܈Λ·ͱΊɺͻͱͭͷΠϝʔδʹݻΊ·͢

  8. !8 ࣾ಺Ϋϥελ / Ϋϥ΢υ΁ܭࢉλεΫ౤ೖ ౤ೖઌʹԠͯ͡ඞཁͳ API ͕࣮ߦ͞Ε·͢ ར༻ϦιʔεྔΛܾΊ Ϋϥελ΁λεΫ౤ೖ

  9. Kubernetes ࿈ܞ !9 Integration with a kubernetes cluster

  10. !10 ػցֶश ͱ Kubernetes Web ք۾Λத৺ʹίϯςφΦʔέετϨʔγϣϯͷσϑΝΫτʹͳͬͨ k8sɻ ػցֶशͷจ຺Ͱ΋ίϯςφར༻͕੝ΜʹͳΓɺԠ༻ࣄྫ͕૿͍͑ͯ·͢ɻ - NVIDIA

    ͕ެࣜʹαϙʔτΛද໌ [ GTC 2018 Keynote, March 27 ] - Mercari ML Ops Night Vol.1 [ גࣜձࣾ ϝϧΧϦ / May 23, 2018 ] ɹhttps://mercari.connpass.com/event/85931/presentation/ - Jupyter ͚ͩͰػցֶशΛ࣮αʔϏεల։Ͱ͖Δج൫ [ גࣜձࣾϦΫϧʔτϥΠϑελΠϧ ] ɹhttps://engineer.recruit-lifestyle.co.jp/techblog/2018-10-04-ml-platform/ - KubernetesʹΑΔػցֶशج൫΁ͷ௅ઓ [ גࣜձࣾ Preferred Networks / Dec 4, 2018 ] ɹhttps://www.slideshare.net/pfi/kubernetes-125013757

  11. !11 ScaleShift + Kubernetes ߏ੒ྫ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC

    DockerHub ϓϥΠϕʔτ ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ ScaleShift ೖΓ ϩʔΧϧ୺຤

  12. !12 1. ػցֶशιϑτ΢ΣΞͷબ୒ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ

    ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ GUI ͔ΒબͿ͚ͩͰ μ΢ϯϩʔυ͕࢝·Γ·͢

  13. !13 2. Ϟσϧߏங ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ

    ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ ScaleShift ͕ ϊʔτϒοΫΛىಈ͠·͢

  14. !14 3. ࣮ߦ؀ڥɾೖྗσʔλͷసૹ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ

    ϨδετϦ Kubernetes ScaleShift ͕಺෦తʹ ඞཁͳసૹΛߦ͍·͢ ݚڀ / ։ൃνʔϜ

  15. !15 4. େن໛ܭࢉͷ࣮ߦΛࢦࣔ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ

    ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ Kubernetes ͷ Job ͱͯ͠ ܭࢉ৚݅Λૹ৴͠·͢

  16. !16 5. େن໛ܭࢉͷ࣮ߦ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub Kubernetes

    ϓϥΠϕʔτ ϨδετϦ ݚڀ / ։ൃνʔϜ

  17. !17 6. ܭࢉ݁Ռͷ֬ೝ ετϨʔδ ؅ཧϊʔυ ܭࢉϊʔυ ࣾ಺ωοτϫʔΫ NGC DockerHub ϓϥΠϕʔτ

    ϨδετϦ Kubernetes ݚڀ / ։ൃνʔϜ

  18. !18 Kubernetes ઃఆ / λεΫ࣮ߦը໘

  19. ScaleShift ͷઃఆ !19 Configurations

  20. !20 ֎෦࿈ܞ ࿈ܞػೳ ઃఆ஋ NVIDIA GPU CLOUD • NVIDIA ࣾͷ؅ཧ͢Δػցֶश

    Docker Πϝʔδͷ Ұཡ / ৄࡉ৘ใऔಘɺΠϝʔδͷμ΢ϯϩʔυ ɹAPI Ωʔ & Ϣʔβઃఆ ϓϥΠϕʔτϨδετϦ • ࣗࣾͰ؅ཧ͢Δػցֶश Docker Πϝʔδͷ Ұཡ৘ใऔಘɺΠϝʔδͷμ΢ϯϩʔυ ɹ઀ଓઌ & Ϣʔβઃఆ AWS • ػցֶश Docker Πϝʔδͷμ΢ϯϩʔυ • ϩʔΧϧϑΝΠϧγεςϜͱ S3 ؒͷσʔλ࿈ܞ ʢ࣮૷༧ఆʣ Kubernetes • ࣾ಺Ϋϥελ / Ϋϥ΢υͰͷେن໛ܭࢉ࣮ߦ ɹkubecfg Rescale • Rescale ϓϥοτϑΥʔϜͰͷେن໛ܭࢉ࣮ߦ ɹ஍Ҭࢦఆ & API Ωʔ

  21. !21 ىಈΦϓγϣϯʢൈਮʣ ઃఆ֓ཁ ॳظ஋ SS_JUPYTER_MINIMUM_PORT ίϯςφ΁ͷ઀ଓϙʔτಈతׂ౰։࢝൪߸ ɾ30000 SS_LOG_LEVEL ΞϓϦέʔγϣϯͷϩάग़ྗϨϕϧ ɹwarn

    SS_WORKSPACE_HOST_DIR ϗετଆͷ࡞ۀσʔλอଘྖҬ ɹͳ͠ʢࢦఆඞਢʣ SS_NGC_REGISTRY_ENDPOINT NGC ઀ଓઌ ɹhttps://registry.nvidia.com SS_NGC_REGISTRY_USER_NAME NGC Ϣʔβʔ໊ ɹ$oauthtoken SS_RESCALE_SINGULARITY_VERSION Rescale Ͱͷ Singularity ϥϯλΠϜόʔδϣϯ ɹ3.2.0 SS_RESCALE_JOB_WALLTIME Rescale ͰͷλεΫ࣮ߦ࠷େ࣌ؒ ɾ3600 docker-compose.yml ʹઃఆΛهࡌɺىಈͰ͖·͢