Upgrade to Pro — share decks privately, control downloads, hide ads and more …

How we use GPUs in Cookpad

Avatar for Yuichiro Someya Yuichiro Someya
November 06, 2017
Programming
0
180

How we use GPUs in Cookpad

@Tokyo Machine Learning Kitchen
https://tokyo-ml.github.io/

Avatar for Yuichiro Someya

Yuichiro Someya

November 06, 2017
Tweet

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
Avatar for Yuichiro Someya ayemos
0
15k
機械学習をスモールスタートさせる方法 / small machine learning
Avatar for Yuichiro Someya ayemos
3
2.1k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
Avatar for Yuichiro Someya ayemos
1
1k
サービス開発、機械学習、クラウド / the trinity of machine learning
Avatar for Yuichiro Someya 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).
Avatar for Yuichiro Someya ayemos
15
5.3k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
Avatar for Yuichiro Someya ayemos
1
360
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
Avatar for Yuichiro Someya 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
Avatar for Yuichiro Someya ayemos
1
3k
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
Avatar for Yuichiro Someya ayemos
0
450

Other Decks in Programming

See All in Programming
Nostalgia Meets Technology: Super Mario with TypeScript
Avatar for Manfred Steyer manfredsteyer
PRO
0
100
20260228_JAWS_Beginner_Kansai
Avatar for Takuya Yonezawa takuyay0ne
5
610
Ruby and LLM Ecosystem 2nd
Avatar for Koichi ITO koic
1
1.2k
ふつうの Rubyist、ちいさなデバイス、大きな一年
Avatar for bash0C7 bash0c7
0
1.1k
Goの型安全性で実現する複数プロダクトの権限管理
Avatar for ishikawa-pro ishikawa_pro
2
900
Laravel Nightwatchの裏側 - Laravel公式Observabilityツールを支える設計と実装
Avatar for Ryuta Hamasaki avosalmon
1
140
Everything Claude Code OSS詳細 — 5層構造の中身と導入方法
Avatar for techs-targe targe
0
150
Windows on Ryzen and I
Avatar for 瀬尾佳隆 seosoft
0
350
車輪の再発明をしよう！PHP で実装して学ぶ、Web サーバーの仕組みと HTTP の正体
Avatar for H1R0 h1r0
2
300
AWS×クラウドネイティブソフトウェア設計 / AWS x Cloud-Native Software Design
Avatar for nrs nrslib
16
3.3k
メタプログラミングで実現する「コードを仕様にする」仕組み/nikkei-tech-talk43
Avatar for 日本経済新聞社 エンジニア採用事務局 nikkei_engineer_recruiting
0
210
クライアントワークでSREをするということ。あるいは事業会社におけるSREと同じこと・違うこと
Avatar for nnaka2992 nnaka2992
1
360

Featured

See All Featured
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
Avatar for Addy Osmani addyosmani
10
1.1k
A Guide to Academic Writing Using Generative AI - A Workshop
Avatar for Kenji Saito ks91
PRO
0
240
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
Avatar for Eileen M. Uchitelle eileencodes
26
3.4k
Efficient Content Optimization with Google Search Console & Apps Script
Avatar for Katarina Dahlin katarinadahlin
PRO
1
430
How to Ace a Technical Interview
Avatar for Jacob Kaplan-Moss jacobian
281
24k
How to Get Subject Matter Experts Bought In and Actively Contributing to SEO & PR Initiatives.
Avatar for Liv Day livdayseo
0
89
Jamie Indigo - Trashchat’s Guide to Black Boxes: Technical SEO Tactics for LLMs
Avatar for Tech SEO Connect techseoconnect
PRO
0
89
Rebuilding a faster, lazier Slack
Avatar for samanthasiow samanthasiow
85
9.4k
Rails Girls Zürich Keynote
Avatar for Gregor Martynus gr2m
96
14k
Raft: Consensus for Rubyists
Avatar for Patrick Van Stee vanstee
141
7.4k
Fight the Zombie Pattern Library - RWD Summit 2016
Avatar for Marcelo Somers marcelosomers
234
17k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
Avatar for Morgane Peng morganepeng
133
19k

Transcript

  1. )PXXFVTF(16TJO$PPLQBE :VJDIJSP4PNFZB!$PPLQBE*OD3%

  2. ‣ Yuichiro Someya (ayemos) ‣ github.com/ayemos ‣ Machine Learning Enginner

    @ Cookpad Inc. # 2016(new grads) ~ Current
  3. None

  4. ‣ 0VS(16FOWJSPONFOU  )PXXFVUJMJ[F"84T(16JOTUBODFT  )PXXFLFFQPVSTDBMBCJMJUZPGUFBNTJO3% 

  5. 

  6.  /7*%*"7

  7.  All-in on AWS since 2011

  8.  All-in on AWS since 2011 Amazon RDS (Relational Data)

    Amazon Redshift (Data Warehouse)

  9.  All-in on AWS since 2011 Amazon S3 (Object Storage)

    Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse)

  10.  All-in on AWS since 2011 Amazon S3 (Object Storage)

    Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse) 7JSUVBM1SJWBUF$MPVE

  11. 7JSUVBM1SJWBUF$MPVE  All-in on AWS since 2011 Amazon S3 (Object

    Storage) Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse) Amazon EC2 (Computation)

  12.  ‣ $6%" ‣ DV%//

  13.  ‣ $6%" ‣ DV%// (Snapshot)

  14.  ‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

  15.  ‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

    CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

  16.  ‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

    CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

  17. 5FNQMBUF  CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 5FNQMBUF KTPO

    QBDLFSCVJME

  18.  ‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

    CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

  19.  ‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

    IUUQTBXTBNB[PODPNBNB[POBJBNJT CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

  20.  CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

  21.  CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

  22.  CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

    AWS Lambda (Function) Stop! Idle? (Hourly)

  23.  CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

    AWS Lambda (Function) Stop! Idle? (Hourly)

  24. ‣ 0OEFNBOE(16XPSLCFODIFT  6UJMJ[F".*UPNVMUJQMFXPSLCFODIFOWJSPONFOUT  1BDLFSNBLFTJUFBTJFSUPVQEBUFBOENPSFTUBCMF  0QFSBUFWJB$IBUCPU  8SBQVQ