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
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Yuichiro Someya
November 17, 2017
Programming
450
0
Share
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
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
15k
機械学習をスモールスタートさせる方法 / small machine learning
ayemos
3
2.1k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
ayemos
1
1k
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.6k
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
5.3k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
360
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
21k
PyTorchとCaffe2とONNXと深層学習モデルのデプロイについて
ayemos
1
3.1k
How we use GPUs in Cookpad
ayemos
0
190
Other Decks in Programming
See All in Programming
forteeの改修から振り返るPHPerKaigi 2026
muno92
PRO
3
270
의존성 주입과 모듈화
fornewid
0
130
UIの境界線をデザインする | React Tokyo #15 メイントーク
sasagar
1
270
Feature Toggle は捨てやすく使おう
gennei
0
560
飯MCP
yusukebe
0
500
Oxlintとeslint-plugin-react-hooks 明日から始められそう?
t6adev
0
190
Running Swift without an OS
kishikawakatsumi
0
770
Rethinking API Platform Filters
vinceamstoutz
0
11k
2026-03-27 #terminalnight 変数展開とコマンド展開でターミナル作業をスマートにする方法
masasuzu
0
320
ネイティブアプリとWebフロントエンドのAPI通信ラッパーにおける共通化の勘所
suguruooki
0
260
PCOVから学ぶコードカバレッジ #phpcon_odawara
o0h
PRO
0
260
「話せることがない」を乗り越える 〜日常業務から登壇テーマをつくる思考法〜
shoheimitani
4
720
Featured
See All Featured
Marketing to machines
jonoalderson
1
5.2k
Public Speaking Without Barfing On Your Shoes - THAT 2023
reverentgeek
1
370
Taking LLMs out of the black box: A practical guide to human-in-the-loop distillation
inesmontani
PRO
3
2.1k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
16
1.9k
A better future with KSS
kneath
240
18k
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
21
1.4k
Reflections from 52 weeks, 52 projects
jeffersonlam
356
21k
Unlocking the hidden potential of vector embeddings in international SEO
frankvandijk
0
760
Navigating the Design Leadership Dip - Product Design Week Design Leaders+ Conference 2024
apolaine
0
270
Have SEOs Ruined the Internet? - User Awareness of SEO in 2025
akashhashmi
0
310
Game over? The fight for quality and originality in the time of robots
wayneb77
1
160
4 Signs Your Business is Dying
shpigford
187
22k
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