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
420
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
14k
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
980
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.4k
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
5.2k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
320
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
20k
PyTorchとCaffe2とONNXと深層学習モデルのデプロイについて
ayemos
1
3k
How we use GPUs in Cookpad
ayemos
0
150
Other Decks in Programming
See All in Programming
Team operations that are not burdened by SRE
kazatohiei
1
270
PHPで始める振る舞い駆動開発(Behaviour-Driven Development)
ohmori_yusuke
2
230
Java on Azure で LangGraph!
kohei3110
0
170
コードの90%をAIが書く世界で何が待っているのか / What awaits us in a world where 90% of the code is written by AI
rkaga
48
31k
既存デザインを変更せずにタップ領域を広げる方法
tahia910
1
240
20250613-SSKMvol.15
diostray
0
100
都市をデータで見るってこういうこと PLATEAU属性情報入門
nokonoko1203
1
580
git worktree × Claude Code × MCP ~生成AI時代の並列開発フロー~
hisuzuya
1
510
Code as Context 〜 1にコードで 2にリンタ 34がなくて 5にルール? 〜
yodakeisuke
0
110
0626 Findy Product Manager LT Night_高田スライド_speaker deck用
mana_takada
0
130
LT 2025-06-30: プロダクトエンジニアの役割
yamamotok
0
590
すべてのコンテキストを、 ユーザー価値に変える
applism118
2
950
Featured
See All Featured
The Cult of Friendly URLs
andyhume
79
6.5k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
281
13k
Stop Working from a Prison Cell
hatefulcrawdad
270
20k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
800
Raft: Consensus for Rubyists
vanstee
140
7k
Learning to Love Humans: Emotional Interface Design
aarron
273
40k
A Tale of Four Properties
chriscoyier
160
23k
Mobile First: as difficult as doing things right
swwweet
223
9.7k
For a Future-Friendly Web
brad_frost
179
9.8k
YesSQL, Process and Tooling at Scale
rocio
173
14k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
29
9.5k
Java REST API Framework Comparison - PWX 2021
mraible
31
8.7k
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