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

從零開始導入 Singularity Container 歷程雜談

Sponsored · Ship Features Fearlessly Turn features on and off without deploys. Used by thousands of Ruby developers. →
Avatar for Frank Lin Frank Lin
January 13, 2021
Programming
360
1

從零開始導入 Singularity Container 歷程雜談

Cloud Native Taiwan 年末聚會 Lighting talks

Avatar for Frank Lin

Frank Lin

January 13, 2021

More Decks by Frank Lin

See All by Frank Lin
那些年我們在開源社群的日子 - Cloud Native Taiwan
Avatar for Frank Lin yylin1
0
330
DeepOps – An efficient way to deploy GPU cluster for computing
Avatar for Frank Lin yylin1
0
1.3k
Kubeflow 進行分散式深度學習訓練之作業排程瓶頸
Avatar for Frank Lin yylin1
0
1.5k
Kubeflow 對於機器學習平台的願景
Avatar for Frank Lin yylin1
1
1.3k
kubeCon經驗分享-搭上KubeCon大船遇見 Kubeflow Community大牛們
Avatar for Frank Lin yylin1
1
320
Kubeflow:容器機器學習實戰
Avatar for Frank Lin yylin1
2
660

Other Decks in Programming

See All in Programming
What We Talk About When We Talk About XP
Avatar for seki at druby.org m_seki
2
390
Go を使い始めて 2 ヶ月の学び / My first two months with Go
Avatar for Daisuke Garaike contour_gara
0
420
AI駆動開発にグラフDBを重ねてみた
Avatar for Satoshi Kaneyasu satoshi256kbyte
2
750
Building an Out-of-Order CPU
Avatar for Latte72 latte72
1
710
Vibes Containers 〜AIで変わるコンテナ設計と運用〜
Avatar for Tetsuya Kikuchi tkikuc
2
500
スマート反転とウェブアクセシビリティ
Avatar for KAMIHARA Takumi camiha
0
140
新人はどこまで自力でやり、どこからAIに頼るべきか／エンジニア育成に向き合う_先輩たちの悩みと知見共有会
Avatar for TOPPAN ict toppan_digital_dev
1
570
From 6 People Classroom Meetup to 100 People Regional Conference / FOSS4G Hiroshima 2026
Avatar for YFurukawa furukawayasuto
0
110
異なる設計思想のフレームワークを経験して得た学び
Avatar for amekuhideki amekuhideki
2
1.5k
思考垂れ流し開発　～音声入力 × AIエージェント × 開発ハーネスによる試行錯誤～
Avatar for NPOS npostring
0
900
LLMは4年分のCompose移行を再現できるのか？実プロダクト279件のXMLで探る自動化の境界線
Avatar for makun makun
0
440
Laravelのアプリケーションをどこにデプロイするか #ツナギメオフライン.9
Avatar for akase244 akase244
0
120

Featured

See All Featured
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
Avatar for Tammy Everts tammyeverts
11
1k
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
Avatar for Aki / @LoveIdahoBurger aki_iinuma
128
56k
Building Flexible Design Systems
Avatar for Yesenia Perez-Cruz yeseniaperezcruz
330
41k
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
Avatar for Tomoya Matsuura tomoyanonymous
3
1.2k
Public Speaking Without Barfing On Your Shoes - THAT 2023
Avatar for David Neal reverentgeek
1
560
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
Avatar for Christian Goodrich cargoodrich
3
810
From π to Pie charts
Avatar for Rasagy Sharma rasagy
0
360
ReactJS: Keep Simple. Everything can be a component!
Avatar for Pedro Nauck pedronauck
666
130k
Tips & Tricks on How to Get Your First Job In Tech
Avatar for Honza Javorek honzajavorek
1
720
Code Review Best Practice
Avatar for Trisha Gee trishagee
74
20k
Understanding Cognitive Biases in Performance Measurement
Avatar for Philip Tellis bluesmoon
32
3k
Deep Space Network (abreviated)
Avatar for Tony Rice tonyrice
0
290

Transcript

  1. 從零開始導入 Singularity Container 歷程雜談 Frank Lin

  2. Frank Lin 林義洋 • Infrastructure Engineer at Cadence • Co-organizer

    of Cloud Native Taiwan User Group

  3. 選擇 Contaienr Runtime • 安全性 • 效能減損問題 • Developer 對開發版本環境依賴性

  4. Singularity Container • 專門為HPC和深度學習(DL)工作負載開發，具備輕量資源開銷小、 啟動迅速、快速部署、方便遷移與擴展 • 無需 root 權限的特性廣受 HPC

    相關應用服務採用

  5. 選擇 Singularity Container • 限制容器使用者權限，使用者權限在容器內部和外部都是相同的 • 能直接在容器啟動目錄下切換環境, 無同步上問題，會有沒有進入容器的錯覺 • 授權

    fakeroot 就可以建立/修改自己需要的 image 環境, 無需 root 權限 • 可使用 Docker Hub / 的資源 • 簡單的 image / sandbox 概念設計 • 符合 OCI 標準, CRI 介面 • 單文件格式SIF增強環境遷徙

  6. Singularity 安利! - Linux Developer 都應該學習 Ref: https://champyen.blogspot.com/2020/10/linux-developer-container-singularity.html

  7. 可以一起從零開始 • 基本介紹 Ref: https://yylin.io/2020/06/16/singularity-introduction/

  8. k8s + singularity-cri

  9. Singularity CRI • Sylabs 供應商沒有計畫要持續支援 2019 !!!!!

  10. None

  11. k8s + singularity-cri

  12. 從零開始到放棄

  13. https://indico.cern.ch/event/757415/contributions/3421576/attachments/1856070/3048604/Solving_Problems_in_H PC_with_Singularity.pdf