Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
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
460
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
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
3.7k
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
370
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
210
Other Decks in Programming
See All in Programming
Family mrubyの進捗
kishima
1
120
AI に Inclusive UI を書かせよう — Design Rules Skill で Compose UI を作り直す
theoriatec2024
1
490
WebMCP Challenge に星空観察アプリで参加した話
okajun35
0
170
Security issues being discussed on Web Platforms
petamoriken
0
940
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
370
Are APIs Still Relevant in the AI Era?
soyuka
0
220
【DroidKaigi 2026】「アクセシビリティを利用するとき、 アクセシビリティもまたこちらを利用している」 〜マルウェアによる攻撃と防衛について〜
halunoyo
0
460
Vibes Containers 〜AIで変わるコンテナ設計と運用〜
tkikuc
3
550
AIを上手に使っていこうとしたら越境せざるを得なくなった話 〜実践1年で見えた境界を越えなければならない理由と進め方〜 / Crossing borders with AI
tomoyakitaura
4
1.1k
技術的負債を組織課題として解く-増えすぎたマイクロサービスとの戦い-
reimaru
1
1.8k
「新人AI禁止のその先へ ― 参加と協働のステップアップ」Vibe TOKYO, AI & CRAFT / 2026年8月21日
kentarowada
0
100
仕様駆動開発による爆速プロダクト開発 / Bakusoku Spec Driven Development
kobakei
0
110
Featured
See All Featured
The SEO Collaboration Effect
kristinabergwall1
1
560
KATA
mclloyd
PRO
35
15k
Rails Girls Zürich Keynote
gr2m
96
14k
A Modern Web Designer's Workflow
chriscoyier
699
190k
The Cult of Friendly URLs
andyhume
79
7k
Site-Speed That Sticks
csswizardry
13
1.5k
Evolving SEO for Evolving Search Engines
ryanjones
0
290
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
12
1.3k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
50
10k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
56k
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
840
From π to Pie charts
rasagy
1
370
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