Upgrade to PRO for Only $50/Year—Limited-Time Offer! 🔥

Introduction to PyTorch Lightning

Avatar for Yustoris Yustoris
October 25, 2020
Technology
0
490

Introduction to PyTorch Lightning

Avatar for Yustoris

Yustoris

October 25, 2020
Tweet

More Decks by Yustoris

See All by Yustoris
Scene Text Detection and Recognition: The Deep Learning Era
Avatar for Yustoris yustoris
0
1.1k
Introduction to Cuneiform Texts
Avatar for Yustoris yustoris
0
250

Other Decks in Technology

See All in Technology
形式手法特論：CEGAR を用いたモデル検査の状態空間削減 #kernelvm / Kernel VM Study Hokuriku Part 8
Avatar for y_taka_23 ytaka23
2
450
ブロックテーマとこれからの WordPress サイト制作 / Toyama WordPress Meetup Vol.81
Avatar for Toro_Unit (Hiroshi Urabe) torounit
0
540
コミューンのデータ分析AIエージェント「Community Sage」の紹介
Avatar for Yusuke Fukasawa fufufukakaka
0
470
打 造 A I 驅 動 的 G i t H u b ⾃ 動 化 ⼯ 作 流 程
Avatar for Bo-Yi Wu appleboy
0
270
[JAWS-UG 横浜支部 #91]DevOps Agent vs CloudWatch Investigations -比較と実践-
Avatar for sh_fk2 sh_fk2
1
250
AWS re:Invent 2025で見たGrafana最新機能の紹介
Avatar for 濱田孝治 hamadakoji
0
300
文字列の並び順 / Unicode Collation
Avatar for とみたまさひろ tmtms
3
490
eBPFとwaruiBPF
Avatar for Satoru Takeuchi sat
PRO
4
2.5k
Debugging Edge AI on Zephyr and Lessons Learned
Avatar for misoji engineer iotengineer22
0
160
regrowth_tokyo_2025_securityagent
Avatar for h-ashisan hiashisan
0
210
Sansanが実践する Platform EngineeringとSREの協創
Avatar for SansanTech sansantech
PRO
2
770
Karate+Database RiderによるAPI自動テスト導入工数をCline＋GitLab MCPを使って2割削減を目指す！ / 20251206 Kazuki Takahashi
Avatar for SHIFT EVOLVE shift_evolve
PRO
1
670

Featured

See All Featured
A better future with KSS
Avatar for Kyle Neath kneath
240
18k
Git: the NoSQL Database
Avatar for Brandon Keepers bkeepers
PRO
432
66k
Agile that works and the tools we love
Avatar for Rasmus Luckow-Nielsen rasmusluckow
331
21k
Fireside Chat
Avatar for paigeccino paigeccino
41
3.7k
Imperfection Machines: The Place of Print at Facebook
Avatar for Scott Boms scottboms
269
13k
No one is an island. Learnings from fostering a developers community.
Avatar for Antonio thoeni
21
3.5k
GitHub's CSS Performance
Avatar for Jon Rohan jonrohan
1032
470k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
Avatar for Chris Coyier chriscoyier
508
140k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
Avatar for Tammy Everts tammyeverts
1
96
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
Avatar for Joe Casabona jcasabona
34
2.5k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
Avatar for soudai sone soudai
PRO
196
70k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
Avatar for mongodb mongodb
48
9.8k

Transcript

  1. PyTorch Lightningʹ ೖ໳ͯ͠Έͨ @yustoris 2020/10/25

  2. PyTorch Lightning ͱ͸ • PyTorch޲͚ศརWrapper • Մಡੑͱอकੑ޲্ + PyTochͰͷݚڀ։ൃ޲͚௥Ճػೳ •

    ࠷ۙv1.0ʹͳΓ·ͨ͠ https://pytorchlightning.ai

  3. ͜͏͍͏ ίʔυ͕

  4. ͜͏͍͏ ίʔυ͕ େମ͜͏͍͏ॳظԽίʔυ͕ μϥͬͱ௕͘ͳΓ͕ͪ

  5. ͜͏͍͏ ίʔυ͕ େମ͜͏͍͏5SBJOJOHϧʔϓ͕ ΍ͨΒ௕͍ίʔυʹͳͬͯՄಡੑ͕͓ͪΔ

  6. ͜͏ͳΔ Training Code Training CodeΛϞσϧΫϥεʹ TrainerΫϥεͰTraining࣮ߦ Model Class

  7. PyTorch Lightning ͷओཁͳػೳ • Performance & bottleneck profiler • Model

    checkpointing • 16-bit precision • Run distributed training • Logging • … etc. جຊ5SBJOFSʹΦϓγϣϯͰઃఆ

  8. Hydra ͱซ༻͕͓͢͢Ί • YAMLͰΦϓγϣϯΛܕ/֊૚͝ͱͰఆٛՄೳ • ϋΠύʔύϥϝʔλʔ͕ଟ͘ͳΓ͕ͪͳ ػցֶशίʔυͰ༗༻ • ެࣜαϯϓϧ΋༗Γ https://github.com/PyTorchLightning/wheat

    https://hydra.cc