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
gpus-on-mesos-2016-06
Search
ryo nakamaru
June 29, 2016
Technology
0
190
gpus-on-mesos-2016-06
GPUs on Apache Mesos
ryo nakamaru
June 29, 2016
Tweet
Share
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
pottava
1
1.5k
reinforce-2019-recap-lt
pottava
2
4.1k
ScaleShift-jp-2019-summer
pottava
1
210
Firecracker とは何か/what is Firecracker
pottava
12
5.5k
ハイブリッド並列 on Kubernetes/hybrid-parallel-program-on-kubernetes
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
pottava
12
3.2k
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
pottava
3
1.4k
明日から始めるちょい足し λ / get-started-with-aws-lambda
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
pottava
0
500
Other Decks in Technology
See All in Technology
名刺メーカーDevグループ 紹介資料
sansan33
PRO
0
940
あなたの知らない Linuxカーネル脆弱性の世界
recruitengineers
PRO
3
130
Copilot Studio ハンズオン - 生成オーケストレーションモード
tomoyasasakimskk
0
180
ソフトウェアエンジニアの生成AI活用と、これから
lycorptech_jp
PRO
0
760
Biz職でもDifyでできる! 「触らないAIワークフロー」を実現する方法
igarashikana
3
1.2k
プロダクトのコードから見るGoによるデザインパターンの実践 #go_night_talk
bengo4com
1
2.7k
AIフル活用で挑む!空間アプリ開発のリアル
taat
0
120
混合雲環境整合異質工作流程工具運行關鍵業務 Job 的經驗分享
yaosiang
0
120
Dylib Hijacking on macOS: Dead or Alive?
patrickwardle
0
430
LLMアプリの地上戦開発計画と運用実践 / 2025.10.15 GPU UNITE 2025
smiyawaki0820
2
730
Okta Identity Governanceで実現する最小権限の原則 / Implementing the Principle of Least Privilege with Okta Identity Governance
tatsumin39
0
130
GoでもGUIアプリを作りたい!
kworkdev
PRO
0
160
Featured
See All Featured
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.5k
A Modern Web Designer's Workflow
chriscoyier
697
190k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
285
14k
Done Done
chrislema
185
16k
Agile that works and the tools we love
rasmusluckow
331
21k
Intergalactic Javascript Robots from Outer Space
tanoku
273
27k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
23
1.5k
Learning to Love Humans: Emotional Interface Design
aarron
274
41k
Speed Design
sergeychernyshev
32
1.2k
Embracing the Ebb and Flow
colly
88
4.9k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
140
34k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
657
61k
Transcript
GPUs on Mesos OpenHyperScale ษڧձ 16.06.29
ߦ͖ͬͯ·ͨ͠ 2
3
4 Felix ͱ Jonathan ͔Βฉ͍ͨ Λத৺ʹ
ࠓ݄ͷ͝ใࠂ 5
6 ࠓ Demo ͢Δ·ͰʹࢸΓ·ͤΜͰͨ͠…
7 ͷͰ
8 Docker with GPUs on Apache Mesos ࣮ɺਐḿʹ͍ͭͯ (2016.06)
ਐḿ 9
ɾNVIDIA-docker ͷ Mesos ରԠ ɾMesos ͷ GPU ରԠ ɾMesos ͷ
Docker with GPUs ରԠ ͦΕͧΕͷਐḿ 10
Mesos Slave ͷىಈʹඞཁͳΦϓγϣϯΛు͖ग़͢ରԠ͢Ͱʹྃ NVIDIA-DOCKER ͷ MESOS ରԠ 11 https://github.com/NVIDIA/nvidia-docker/issues/60
͍͔ͭ͘ͷ݅ԼͰͷରԠࡁΜͰ͍Δɻ ࠓ݄ 1 ݄MesosCon 2016 ͰσϞ͕ߦΘΕ·ͨ͠ɻ MESOS ͷ GPU ରԠ
12 https://www.youtube.com/watch?v=giJ4GXFoeuA https://docs.google.com/presentation/d/1Y1IUlWV6g1HzD1wYIYXy6AmbfnczWfjvvmqqpeDFBic
MESOS ͷ DOCKER WITH GPUS ͷରԠ 13 ίϯςφ·ΘΓΛத৺ʹ Still in
progress! ͏গ͔͔͠Γͦ͏ɻ https://issues.apache.org/jira/browse/MESOS-4424
पลͷڵຯਂ͍Ҋ݅ 14
15 Jonathan ͕ڭ͑ͯ͘Εͨ ͱ͋ΔϦϙδτϦ
Jonathan བྷΈͭͭɺTensorFlow Λ Mesos Ͱಈ͔͢ࢼΈ TENSORFLOW Λ MESOS Ͱಈ͔͍ͨ͠ਓʑ 16
https://github.com/douban/tfmesos/pull/3
ϓϨθϯத tfmesos ͱ͕ؔ͋Δ͔ͷΑ͏ʹਃ্͛͠·͕ͨ͠ গʑয͍ͬͯͨ݁ՌͰ͋Γɺؔͳ͔ͬͨ͜ͱΛ͜͜ʹ͓ͼ͍ͨ͠·͢ :( ͪͳΈʹ DOCKER ศརͰ͢ΑͶͳ݅ 17 https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/docker/README.md
Jupyter Notebook ͕͜Μͳʹ؆୯ʹىಈ͢ΔͳΜͯʢ GPU ൛ʣ