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

CGO'22 Tutorial Welcome

Avatar for Chris Cummins Chris Cummins
March 24, 2022
Education
0
2.2k

CGO'22 Tutorial Welcome

Avatar for Chris Cummins

Chris Cummins

March 24, 2022
Tweet

More Decks by Chris Cummins

See All by Chris Cummins
DL4Compilers @ CGO'22
Avatar for Chris Cummins chriscummins
0
270
CompilerGym CGO 2022 Tutorial Part 2
Avatar for Chris Cummins chriscummins
0
2.1k
CGO'22 Tutorial Outro
Avatar for Chris Cummins chriscummins
0
2.1k
CompilerGym CGO'22
Avatar for Chris Cummins chriscummins
0
1.2k
Compiler Fuzzing through Deep Learning (ISSTA'18)
Avatar for Chris Cummins chriscummins
3
950
End-to-end Deep Learning of Optimization Heuristics (PACT'17)
Avatar for Chris Cummins chriscummins
1
1.3k
Synthesizing Benchmarks for Predictive Modelling (CGO'17)
Avatar for Chris Cummins chriscummins
3
1.8k
Machine Learning & Compilers
Avatar for Chris Cummins chriscummins
1
590

Other Decks in Education

See All in Education
今までのやり方でやってみよう！？~今までのやり方でやってみよう！？~
Avatar for kanami- kanamitsu
0
140
令和政経義塾第2期説明会
Avatar for 一般財団法人 nxji
0
180
2025年度春学期　統計学　第9回　確からしさを記述する ー 確率 (2025. 6. 5)
Avatar for Akira Asano akiraasano
PRO
0
150
Sponsor the Conference | VizChitra 2025
Avatar for VizChitra vizchitra
0
610
2025年度春学期　統計学　第14回　分布についての仮説を検証する ー 仮説検定（１） (2025. 7. 10)
Avatar for Akira Asano akiraasano
PRO
0
130
（キラキラ）人事教育担当のつらみ～教育担当として知っておくポイント～
Avatar for モブエンジニア（Masaki Okuda） masakiokuda
0
130
Transición del Management al Neuromanagement
Avatar for José Vicente Pérez Cubias jvpcubias
0
190
情報科学類で学べる専門科目38選
Avatar for Mutsuha Asada momeemt
0
580
Pydantic(AI)とJSONの詳細解説
Avatar for MIKIO KUBO mickey_kubo
0
180
[FUN Open Campus 2025] 何でもセンシングしていいですか？
Avatar for Shigemi ISHIDA pman0214
0
230
Common STIs in London: Symptoms, Risks & Prevention
Avatar for Medical Dental medicaldental
0
140
2025年度春学期　統計学　第8回　演習(1) 問題に対する答案の書き方（講義前配付用） (2025. 5. 29)
Avatar for Akira Asano akiraasano
PRO
0
130

Featured

See All Featured
How STYLIGHT went responsive
Avatar for nonsquared nonsquared
100
5.8k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
790
250k
Learning to Love Humans: Emotional Interface Design
Avatar for Aarron Walter aarron
273
40k
Become a Pro
Avatar for Speaker Deck speakerdeck
PRO
29
5.5k
Building an army of robots
Avatar for Kyle Neath kneath
306
46k
A designer walks into a library…
Avatar for Paul Jervis Heath pauljervisheath
207
24k
Building Adaptive Systems
Avatar for Chris Keathley keathley
43
2.7k
Optimizing for Happiness
Avatar for Tom Preston-Werner mojombo
379
70k
We Have a Design System, Now What?
Avatar for Morgane Peng morganepeng
53
7.8k
No one is an island. Learnings from fostering a developers community.
Avatar for Antonio thoeni
21
3.4k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
Avatar for Irina Nazarova irinanazarova
8
910
Code Review Best Practice
Avatar for Trisha Gee trishagee
70
19k

Transcript

  1. Autotuning & Reinforcement Learning for Compilers with Chris Cummins Hugh

    Leather https://chriscummins.cc/cgo22-compilergym-tutorial Mostafa Elhoushi

  2. Provide a gentle introduction to compiler optimization problems. Understand the

    features and APIs of CompilerGym. "Zero to RL" in fewer than three hours. Objectives https://compilergym.ai

  3. People interested in compiler optimizations. {students, academics, practitioners}. No Machine

    Learning knowledge assumed! Who is it for https://compilergym.ai

  4. Watch the introductory videos. Follow along the lab notebooks. Requirements:

    a browser and internet connection. Hang out with us in Zoom! Offline support: How it works https://compilergym.ai https://github.com/facebookresearch/CompilerGym/issues

  5. 1. Getting Started 2. Autotuning 3. Reinforcement Learning 4. Extensions

    Overview of Material https://compilergym.ai

  6. Have fun! https://compilergym.ai