Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Ruby 2.6 JIT / RubyConf 2018
Search
Takashi Kokubun
November 15, 2018
Programming
15
14k
Ruby 2.6 JIT / RubyConf 2018
RubyConf 2018 Los Angeles
Takashi Kokubun
November 15, 2018
Tweet
Share
More Decks by Takashi Kokubun
See All by Takashi Kokubun
ZJIT: Building a New JIT Compiler for Ruby / REBASE 2025
k0kubun
0
22
Deoptimization: How YJIT Speeds Up Ruby by Slowing Down / RubyKaigi 2025
k0kubun
2
3.5k
YJIT Makes Rails 1.7x faster / RubyKaigi 2024
k0kubun
7
14k
Ruby JIT Hacking Guide / RubyKaigi 2023
k0kubun
2
10k
YJIT: Dive into Ruby's JIT compiler written in Rust / Rust.Tokyo 2022
k0kubun
2
2.2k
Towards Ruby 4 JIT / RubyKaigi 2022
k0kubun
3
11k
Optimizing Production Performance with MRI JIT / RubyConf 2021
k0kubun
1
490
Why Ruby's JIT was slow / RubyKaigi Takeout 2021
k0kubun
3
2k
数時間かかる週一リリースを毎日何度も爆速でできるようにするまで / CI/CD Conference 2021
k0kubun
21
14k
Other Decks in Programming
See All in Programming
SidekiqでAIに商品説明を生成させてみた
akinko_0915
0
130
Making Angular Apps Smarter with Generative AI: Local and Offline-capable
christianliebel
PRO
0
110
MCPサーバー「モディフィウス」で変更容易性の向上をスケールする / modifius
minodriven
7
1.4k
Inside of Swift Export
giginet
PRO
1
530
FlutterKaigi 2025 システム裏側
yumnumm
0
750
CSC509 Lecture 09
javiergs
PRO
0
290
詳細の決定を遅らせつつ実装を早くする
shimabox
1
990
Amazon Bedrock Knowledge Bases Hands-on
konny0311
0
140
AI POSにおけるLLM Observability基盤の導入 ― サイバーエージェントDXインターン成果報告
hekuchan
0
470
Kotlinで実装するCPU/GPU 「協調的」パフォーマンス管理
matuyuhi
0
370
Temporal Knowledge Graphで作る! 時間変化するナレッジを扱うAI Agentの世界
po3rin
5
1.3k
Designing Repeatable Edits: The Architecture of . in Vim
satorunooshie
0
260
Featured
See All Featured
The Language of Interfaces
destraynor
162
25k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
17k
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
danielanewman
231
22k
Typedesign – Prime Four
hannesfritz
42
2.9k
The Cost Of JavaScript in 2023
addyosmani
55
9.2k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
162
15k
Navigating Team Friction
lara
190
15k
Writing Fast Ruby
sferik
630
62k
Unsuck your backbone
ammeep
671
58k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
34
2.5k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
46
7.8k
Java REST API Framework Comparison - PWX 2021
mraible
34
9k
Transcript
Takashi Kokubun @k0kubun Ruby 2.6 JIT
@k0kubun Takashi Kokubun / Arm Ruby Committer for JIT, ERB
None
None
None
None
Ruby 2.6
None
What's "JIT"?
JIT: Just In Time Compiler
None
History of Ruby implementation
def plus(a, b) a + b end + a b
Parse Ruby 1.8 Traverse
def plus(a, b) a + b end + a b
Compile Ruby 1.9~2.5 Interpret getlocal :a getlocal :b send :+
def plus(a, b) a + b end + a b
JIT Ruby 2.6 (New!) Execute getlocal :a getlocal :b send :+ mov %rdi,%rdx mov %rsi,%rax add %rdx,%rax
How can we use it?
or ruby --jit ... RUBYOPT="--jit" rails s ...
Let's benchmark Ruby 2.6 JIT
None
https://gist.github.com/k0kubun/887b9567afa86b326556389ef00e4200
https://gist.github.com/k0kubun/887b9567afa86b326556389ef00e4200 Ruby 2.0: 34.3 Ruby 2.6: 86.7 2.53x faster
https://gist.github.com/k0kubun/887b9567afa86b326556389ef00e4200 Ruby 2.5: 48.3 Ruby 2.6: 86.7 1.80x faster
Achieved Ruby 3x2.5 !!!
How about other benchmarks?
None
None
JIT makes things slower?
Today's topic JIT performance characteristics
When does Ruby become slow on JIT?
1. When there are many JIT-ed methods
--jit-max-cache (default: 1000)
JIT by C compiler & dynamic loading
unused space code readonly data 1 method Heap
unused space code readonly data 1 method Heap 2MB (big)
about 4KB ?KB
unused space code readonly data unused space code readonly data
unused space code readonly data 3 methods Heap
unused space code readonly data unused space code readonly data
unused space code readonly data L2, ... cache L1 cache Heap
unused space code readonly data unused space code readonly data
unused space code readonly data L2, ... cache L1 cache Heap
unused space Heap code readonly data unused space code readonly
data unused space code readonly data L2, ... cache L1 cache
2. When there are still methods to be JIT-ed
"JIT compaction"
unused space code readonly data unused space code readonly data
unused space code readonly data When it reaches --jit-max-cache, it fires "JIT compaction"
unused space code readonly data unused space code readonly data
unused space code readonly data unused space code code code readonly data readonly data readonly data
unused space code readonly data unused space code readonly data
unused space code readonly data unused space code code code readonly data readonly data readonly data L2, ... cache
CPU/memory resources for C compiler
Locks on GC, waitpid, ...
3. When TracePoint is enabled (to be fixed after Ruby
2.6)
What's TracePoint? When is it enabled? • gem 'web-console' on
your Rails application • byebug or binding.pry (with pry-byebug) • Measuring coverage
Summary: When JIT makes Ruby slow Optcarrot Rails 1. When
there are many JIT-ed methods ✓ 2. When there are still methods to be JIT-ed (Is it a short benchmark?) ✓ 3. When TracePoint is enabled
What is made faster by JIT?
1. Almost all methods
def plus(a, b) a + b end Virtual Machine getlocal
:a getlocal :b send :+ Program Counter Stack Pointer Computer Registers Instruction Pointer
def plus(a, b) a + b end Virtual Machine getlocal
:a getlocal :b send :+ Program Counter Stack Pointer Computer JIT Instruction Pointer Registers mov %rdi,%rdx mov %rsi,%rax add %rdx,%rax
2. Basic operators on core classes
VM-optimized methods Integer, Float +, -, *, /, % Array
+, <<, [], []=, empty?, size, length, min, max Hash [], []=, empty?, size, length String +, <<, =~, empty?, size, length, succ common !, !=, ==, <, >, <=, >=
def three 1 + 2 end putobject 1 putobject 2
send :+ JIT mov $0x3,%eax retq Method inlining on JIT
3. Calling Ruby method
Method dispatch on Ruby VM foo.bar
Method dispatch on Ruby VM foo.bar Method search (slow)
Method dispatch on Ruby VM foo.bar Method search (slow) Ruby
method C function attr_reader alias Method entry Foo#bar
Method dispatch on Ruby VM foo.bar Method search (slow) Verify
cache Ruby method C function attr_reader alias Method entry Foo#bar has cache
Method dispatch on Ruby VM foo.bar Method search (slow) Verify
cache Ruby method C function attr_reader alias Method entry Foo#bar has cache redefined?
Method dispatch on Ruby VM foo.bar Method search (slow) Verify
cache Ruby method C function attr_reader alias Method entry Foo#bar has cache redefined?
Method dispatch on JIT foo.bar Verify cache Ruby method Method
entry Foo#bar has cache Cancel JIT! Less branches Less memory access redefined? some inlining
4. Instance variable access
Reading instance variable on VM @foo
Reading instance variable on VM @foo Search index (many branches,
slow)
Reading instance variable on VM @foo Search index (many branches,
slow) self.class. instance_variables[index = 2]
Reading instance variable on VM Search index (many branches, slow)
self.class. instance_variables[index = 2] @foo has cache Verify cache
Reading instance variable on VM Search index (many branches, slow)
self.class. instance_variables[index = 2] @foo different class? has cache Verify cache
Reading instance variable on VM Search index (many branches, slow)
self.class. instance_variables[index = 2] @foo different class? has cache Verify cache
Reading instance variable on JIT self.class. instance_variables[2] @foo different class?
has cache Verify cache Cancel JIT! inlined index Less branches Less memory access
Summary: When JIT makes Ruby fast Optcarrot Rails 1. Almost
all methods ✓ ✓ 2. Basic operators on core classes ✓ 3. Calling Ruby method ✓ ✓ 4. Instance variable access ✓ ?
Future of Ruby's JIT
Will Ruby 2.6 be fast only on Optcarrot?
Future idea (not for 2.6) • Stack allocation of objects
- That requires "escape analysis" (not easy) - We haven't estimated its possible impact yet
Some rooms for improvements in 2.6 (!?) • Change heuristics
to trigger/compact JIT • Profile-guided optimization • Method inlining
How can we experiment them? Benchmark!
None
None
Create a benchmark for Ruby 3x3?
benchmark_driver.gem
None
None
None
None
Conclusion • Ruby 2.6.0-preview3 JIT is still early days -
Small --jit-max-cache might be an option for now • We still have chance to make Ruby 2.6.0 better - Benchmarks are wanted!!!