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
クックパッドにおけるAWS GPUインスタンスの利用事例 / Powering by AWS ...
Search
Yuichiro Someya
November 17, 2017
Programming
0
400
クックパッドにおけるAWS GPUインスタンスの利用事例 / Powering by AWS GPU Instances in Cookpad Inc
https://pages.awscloud.com/P3-Launch-Event.html
Yuichiro Someya
November 17, 2017
Tweet
Share
More Decks by Yuichiro Someya
See All by Yuichiro Someya
にんげんがさき 基盤はあと / Developers over ML platform
ayemos
0
13k
機械学習をスモールスタートさせる方法 / small machine learning
ayemos
3
2k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
ayemos
1
950
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.3k
成長を止めない機械学習のやり方 / Don't stop 'til you get enough (data).
ayemos
15
5.1k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
310
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
19k
PyTorchとCaffe2とONNXと深層学習モデルのデプロイについて
ayemos
1
2.9k
How we use GPUs in Cookpad
ayemos
0
130
Other Decks in Programming
See All in Programming
PicoRubyと暮らす、シェアハウスハック
ryosk7
0
220
BEエンジニアがFEの業務をできるようになるまでにやったこと
yoshida_ryushin
0
200
React 19でお手軽にCSS-in-JSを自作する
yukukotani
5
570
PHPで学ぶプログラミングの教訓 / Lessons in Programming Learned through PHP
nrslib
4
1.1k
AWS re:Invent 2024個人的まとめ
satoshi256kbyte
0
100
shadcn/uiを使ってReactでの開発を加速させよう!
lef237
0
300
盆栽転じて家具となる / Bonsai and Furnitures
aereal
0
1.9k
Fibonacci Function Gallery - Part 2
philipschwarz
PRO
0
210
QA環境で誰でも自由自在に現在時刻を操って検証できるようにした話
kalibora
1
140
PHPとAPI Platformで作る本格的なWeb APIアプリケーション(入門編) / phpcon 2024 Intro to API Platform
ttskch
0
390
Оптимизируем производительность блока Казначейство
lamodatech
0
950
Итераторы в Go 1.23: зачем они нужны, как использовать, и насколько они быстрые?
lamodatech
0
1.4k
Featured
See All Featured
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Unsuck your backbone
ammeep
669
57k
GitHub's CSS Performance
jonrohan
1030
460k
Scaling GitHub
holman
459
140k
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.2k
Building Your Own Lightsaber
phodgson
104
6.2k
The Language of Interfaces
destraynor
155
24k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
356
29k
Adopting Sorbet at Scale
ufuk
74
9.2k
How GitHub (no longer) Works
holman
312
140k
[RailsConf 2023] Rails as a piece of cake
palkan
53
5.1k
Transcript
ΫοΫύουʹ͓͚Δ "84(16Πϯελϯεͷ ར༻ࣄྫ ΫοΫύουגࣜձࣾݚڀ։ൃ෦ છ୩༔Ұ !"NB[PO&$(16ΠϯελϯεࡇΓ
ࣗݾ հ HJUIVCDPNBZFNPT UXJUUFSDPNBZFNPT@Z XXXBZFNPTNF ‣ છ୩༔Ұ<:VJDIJSP4PNFZB> ‣ ౦େܭࢉֶम࢜
‣ ΫοΫύουגࣜձࣾ ݚڀ։ൃ෦ΤϯδχΞ ৽ଔೖࣾ
‣ ΫοΫύουͷ࣮ݧڥʹ͓͚Δ(16ར༻ঢ়گ ‣ 1ΠϯελϯεͷධՁ "HFOEB
Ϩγϐ ສҎ্ ݄࣍ར༻ऀ ສਓ ݄࣌
Χࠃʹల։ ݴޠʹରԠ ݄࣌
7JSUVBM1SJWBUF$MPVE All-in on AWS since 2011 Amazon S3 Amazon
RDS Amazon Redshift
7JSUVBM1SJWBUF$MPVE All-in on AWS since 2011 Amazon S3 Amazon
RDS Amazon Redshift Amazon EC2
ྉཧ͖Ζ͘ ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷɺ ྉཧࣸਅΛࣗಈతʹऩूه
ྉཧ͖Ζ͘ ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷɺ ྉཧࣸਅΛࣗಈతʹऩूه IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHPQTBUDPPLQBE
7JSUVBM1SJWBUF$MPVE All-in on AWS since 2011 Amazon S3 Amazon
RDS Amazon Redshift Amazon EC2
‣ $6%" ‣ DV%// CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8
cuDNN6
‣ $6%" ‣ DV%// IUUQTBXTBNB[PODPNBNB[POBJBNJT CUDA9 cuDNN7 CUDA8 cuDNN7
CUDA8 cuDNN6
CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ...
CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... ssh "Create"
CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...
CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ... API
Gateway Outgoing Webhook {text: "Create instance"} Incoming Webhook "Created! => ssh ayemos-workbench-001" (Lambda Proxy) {text: "Create instance"} 1. Route command 2. Perform operations (on EC2) 3. Send the responce back via webhook
CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ... API
Gateway Outgoing Webhook {text: "Create instance"} Incoming Webhook "Created! => ssh ayemos-workbench-001" (Lambda Proxy) {text: "Create instance"} 1. Route command 2. Perform operations (on EC2) 3. Send the responce back via webhook
‣ ΫοΫύουͷ࣮ݧڥʹ͓͚Δ(16ར༻ঢ়گ ‣ 1ΠϯελϯεͷධՁ "HFOEB
‣ ΫοΫύουͷ࣮ݧڥʹ͓͚Δ(16ར༻ঢ়گ ‣ 1ΠϯελϯεͷධՁ "HFOEB 4QPJMFS ʮ1࠷ߴʯ
‣ ࠷ߴ
‣ ΧςΰϦ߹ܭສຕͷը૾Λͬͨ$MBTTJpFSͷֶश (PPH-F/FUΛ༷ ීஈΫοΫύουͰߦΘΕ͍ͯΔΑ͏ͳ࣮ݧʹ͍ۙͷ ‣ FQPDIͷֶशʹֻ͔Δ࣌ؒΛ11Ͱൺֱ
ϕϯνϚʔΫ
1 7 $6%"DV%// 1 , $6%"DV%// #BUDI4J[F
NT N NT NT NT NT NT 00.
‣ ࣮ݧͷ࣮ߦ࣌ؒߴʑ࣌ؒͰ͋Δ͜ͱ͕ଟ͍ .VMUJ(16ͷར༻ɺࢄʹର͢Δχʔζ ݱঢ় ͋·Γߴ͘ͳ͍ ‣ ֶशεΫϦϓτͷ.VMUJ(16ରԠͦΕࣗମ࣮ίετ͕͋Δ ‣ ͳͷͰɺϘʔυ୯ମ͕ૣ͘ͳΔͷͱͯخ͍͠
ߟ
‣ 1ͷ͍͍ͱ͜Ζ &$Ͱ͋Δ ຕຕ͕͍ ·ͱΊ