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
1.2k
reinforce-2019-recap-lt
pottava
2
4k
ScaleShift-jp-2019-summer
pottava
1
180
Firecracker とは何か/what is Firecracker
pottava
13
5k
ハイブリッド並列 on Kubernetes/hybrid-parallel-program-on-kubernetes
pottava
1
370
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
2.9k
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
1.1k
明日から始めるちょい足し λ / get-started-with-aws-lambda
pottava
4
2.3k
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
440
Other Decks in Technology
See All in Technology
ChatworkのSRE部って実は 半分くらいPlatform Engineering部かもしれない
saramune
0
150
サーバー間 GraphQL と webmock-graphql の話 / server-to-server graphql and webmock-graphql
qsona
2
170
SIEMを用いて、セキュリティログ分析の可視化と分析を実現し、PDCAサイクルを回してみた
coconala_engineer
0
270
Janus
bkuhlmann
1
490
ワールドカフェI /チューターを改良する / World Café I and Improving the Tutors
ks91
PRO
0
110
AOAI をきっかけに 社内の Azure 管理を見直した話
recruitengineers
PRO
1
200
Cloud Native Java with Spring Boot (CNCF Aarhus, April 2024)
thomasvitale
1
150
FrontDoorとWebAppsを組み合わせた際のリダイレクト処理の注意点
kenichirokimura
1
450
20240418_Google ColabにLLMが搭載されたようなのでPython x データ分析の勉強方法を考えてみる
doradora09
0
120
ユーザーストーリーのレビューを自動化したみたの
bun913
1
380
〜小さく始めて大きく育てる〜データ分析基盤の開発から活用まで
kniino
0
2.1k
Google Cloud Next '24でブログを10本書いた方法と勉強会を沸かせた方法
yasumuusan
0
250
Featured
See All Featured
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
124
32k
Unsuck your backbone
ammeep
662
57k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
6
990
Principles of Awesome APIs and How to Build Them.
keavy
120
16k
A Tale of Four Properties
chriscoyier
150
22k
Code Reviewing Like a Champion
maltzj
513
39k
Building a Modern Day E-commerce SEO Strategy
aleyda
16
6.4k
A designer walks into a library…
pauljervisheath
199
23k
Statistics for Hackers
jakevdp
789
220k
Rebuilding a faster, lazier Slack
samanthasiow
72
8.2k
GraphQLの誤解/rethinking-graphql
sonatard
50
9.2k
[RailsConf 2023] Rails as a piece of cake
palkan
22
3.9k
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