Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

How we use GPUs in Cookpad

Avatar for Yuichiro Someya Yuichiro Someya
November 06, 2017
Programming
210
0

How we use GPUs in Cookpad

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

Avatar for Yuichiro Someya

Yuichiro Someya

November 06, 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
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
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
3.7k
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
370
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
22k
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
3.1k
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
470

Other Decks in Programming

See All in Programming
Kubernetes祭り #2 OP/ED
Avatar for bells17 bells17
0
110
APNsからLive Activityを開始する話
Avatar for Ryotaro Onoue yumnumm
0
150
Findy - エンジニア向け会社紹介/Findy Company Deck
Avatar for Findy findyinc
6
400k
[2026-09-26]空論ジェネリックプロセス～テスト資産とAIで紡ぐ、再現可能なパフォーマンスチューニングの話～
Avatar for tosite tosite
0
260
CodeRabbitの効果検証と過ごしてみた3ヶ月
Avatar for armondando armondando
0
200
SalesForceを内製化！？ ~ HR事業を支える顧客管理基盤のインフラを大公開 ~
Avatar for Kobujee_53 oku053
0
160
AIに “答え“を書かせるのを やめてみた
Avatar for akari ___akari11
0
110
見えないものを探る要求要件定義に必要な基本的思考 / invisible-requirement-thinking
Avatar for MinoDriven minodriven
15
8k
気持ちぃ〜角丸 Squircle
Avatar for ryu ryu1013
0
140
AI が書く Go コードの品質を劇的に向上させる Linter: “declscope”
Avatar for mpyw mpyw
0
480
すこし踏み込む CancellationToken
Avatar for tkym htkym
2
1.7k
最近”作らせてる” ローカルAIアプリの話
Avatar for ITO Akihiro akit37
0
410

Featured

See All Featured
16th Malabo Montpellier Forum Presentation
Avatar for AKADEMIYA2063 akademiya2063
PRO
0
400
Designing for Timeless Needs
Avatar for Cassini Nazir cassininazir
1
520
SEO Brein meetup: CTRL+C is not how to scale international SEO
Avatar for Linda Hogenes lindahogenes
2
2.9k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
Avatar for Morgane Peng morganepeng
133
20k
Skip the Path - Find Your Career Trail
Avatar for Mark Kilby mkilby
1
250
[SF Ruby Conf 2025] Rails X
Avatar for Vladimir Dementyev palkan
3
1.4k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
Avatar for Mine Cetinkaya-Rundel minecr
1
420
Performance Is Good for Brains [We Love Speed 2024]
Avatar for Tammy Everts tammyeverts
12
1.9k
Typedesign – Prime Four
Avatar for Hannes Fritz hannesfritz
42
3.2k
Lessons Learnt from Crawling 1000+ Websites
Avatar for Charles Meaden charlesmeaden
PRO
1
1.6k
Building a Modern Day 
E-commerce SEO Strategy
Avatar for Aleyda Solis aleyda
45
9.2k
Music & Morning Musume
Avatar for Bryan Veloso bryan
48
7.4k

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