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
Docker Performance on Web Application
Search
Yuuki Tsubouchi (yuuk1)
January 17, 2015
Technology
130k
7
Share
Docker Performance on Web Application
Docker Meetup Tokyo #4
Yuuki Tsubouchi (yuuk1)
January 17, 2015
More Decks by Yuuki Tsubouchi (yuuk1)
See All by Yuuki Tsubouchi (yuuk1)
AIスーパーコンピュータにおけるLLM学習処理性能の計測と可観測性 / AI Supercomputer LLM Benchmarking and Observability
yuukit
1
860
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
3
490
SREのためのテレメトリー技術の探究 / Telemetry for SRE
yuukit
13
3.6k
AIスパコン「さくらONE」の オブザーバビリティ / Observability for AI Supercomputer SAKURAONE
yuukit
2
1.4k
AIスパコン「さくらONE」のLLM学習ベンチマークによる性能評価 / SAKURAONE LLM Training Benchmarking
yuukit
2
1.1k
とあるSREの博士「過程」 / A Certain SRE’s Ph.D. Journey
yuukit
11
6.9k
eBPFを用いたAIネットワーク監視システム論文の実装 / eBPF Japan Meetup #4
yuukit
3
1.7k
クラウドのテレメトリーシステム研究動向2025年
yuukit
4
1.2k
博士論文公聴会: Scaling Telemetry Workloads in Cloud Applications: Techniques for Instrumentation, Storage, and Mining / PhD Defence
yuukit
1
700
Other Decks in Technology
See All in Technology
ServiceによるKubernetes通信制御ーClusterIPを例に
miku01
1
150
生成AIが変える SaaS の競争原理と弁護士ドットコムのプロダクト戦略
bengo4com
1
3.6k
"うちにはまだ早い"は本当? ─ 小さく始めるPlatform Engineering入門
harukasakihara
1
240
要件定義の精度を高めるための型と生成AIの活用 / Using Types and Generative AI to Improve the Accuracy of Requirements Definition
haru860
0
310
フロントエンドの相手が変わった - AIが加わったWebの新しいインターフェース設計
azukiazusa1
33
11k
GitHub Copilot Dev Days
tomokusaba
0
150
拝啓、あの夏の僕へ〜あなたも知っているApp Runnerの世界〜
news_it_enj
0
220
Vision Banana: Image Generators are Generalist Vision Learners
kzykmyzw
0
310
2026年春のAgentCoreアプデ 細かいやつ全部まとめ
minorun365
3
200
Sociotechnical Architecture Reviews: Understanding Teams, not just Artefacts
ewolff
1
140
Shiny New Tools Won't Fix Your Problem
trishagee
1
110
色を視る
yuzneri
0
320
Featured
See All Featured
The Curse of the Amulet
leimatthew05
1
12k
Java REST API Framework Comparison - PWX 2021
mraible
34
9.3k
Getting science done with accelerated Python computing platforms
jacobtomlinson
2
190
Effective software design: The role of men in debugging patriarchy in IT @ Voxxed Days AMS
baasie
0
340
Prompt Engineering for Job Search
mfonobong
0
290
DevOps and Value Stream Thinking: Enabling flow, efficiency and business value
helenjbeal
1
180
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
141
35k
Ten Tips & Tricks for a 🌱 transition
stuffmc
0
110
Designing Powerful Visuals for Engaging Learning
tmiket
1
360
Practical Orchestrator
shlominoach
191
11k
Ruling the World: When Life Gets Gamed
codingconduct
0
220
The AI Search Optimization Roadmap by Aleyda Solis
aleyda
1
5.7k
Transcript
Docker Performance on Web Application JEZ@VVLJ %PDLFS.FFUVQ5PLZP
id:y_uuki ӡ༻ @y_uuk1
Docker Engine্Ͱɹ ΞϓϦέʔγϣϯΛɹ ಈ͔ͯ͠ੑೳྼԽ ͠ͳ͍ͷʁ
None
1 DockerͷύϑΥʔϚϯεʹ ͓͍ͯॏཁͳ͜ͱͳʹ͔
Linux Containers
/FUXPSL /BNFTQBDF *1$ /BNFTQBDF 654 /BNFTQBDF .PVOU /BNFTQBDF 6TFS /BNFTQBDF
1*% /BNFTQBDF
/FUXPSL /BNFTQBDF *1$ /BNFTQBDF 654 /BNFTQBDF .PVOU /BNFTQBDF 6TFS /BNFTQBDF
1*% /BNFTQBDF -JOVYΧʔωϧͷ໊લۭؒػೳͷ ू·Γ
Linux Containers Χʔωϧͷ֤ϦιʔεΛ໊લۭؒͰִ͠ ۭͨؒͰϓϩηεΛ࣮ߦ͢Δͱ͍͏Ϟσϧ ϑΝΠϧγεςϜɼϢʔβɼϓϩηεςʔ ϒϧɼωοτϫʔΫ… etc LXC Linux
Containers ͷϑϩϯτΤϯυ
Linux Containers Overhead ୯ମͷLinux ΧʔωϧͰ݁͢ΔͷͰ ΦϒδΣΫτͷڞ༗ޮ͕Α͍ Hypervisor ͷΑ͏ʹ֤ϦιʔεΛɹɹ ೋॏॲཧ͠ͳͯ͘Α͍
example/packet receive /*$ ,FSOFM 6TFSMBOE $PQZ $PQZ 4JOHMF ,FSOFM
example/packet receive /*$ ,FSOFM 6TFSMBOE $PQZ $PQZ /*$ ,FSOFM ,FSOFM
$PQZ $PQZ 4JOHMF ,FSOFM )ZQFSWJTPS 9FO ,7. 6TFSMBOE $PQZ ˞ 43*07ͳͲ)ZQFSWJTPSͰύέοτίϐʔΦʔόϔουΛগͳ͘ ͢Δ࣮͋Δ
Linux Containers ͩͱ Single Kernel Ͱ͍
Docker Filesystem -JOVY$POUBJOFST
UNION Filesystem -JOVY$POUBJOFST %PDLFS'JMFTZTUFN
IUUQTEPDTEPDLFSDPNUFSNTJNBHFTEPDLFSpMFTZTUFNTNVMUJMBZFSQOH UNION Filesystem Image
8SJUF*0 3FBE*0 ADBUFUDEFCJBO@WFSTJPOA
8SJUF*0 3FBE*0 8SJUF*0࠷্ॻ͖ࠐΈ 3FBE*0֘ϑΝΠϧΛ ֨ೲ͢ΔΛ୳ࡧ
UNION Filesystem • AUFS, Btrfs, OverlayFS … ͳͲΛ࣮ͬͯݱ • Copy
On Write: ݪຊΛෳͨ͠;ΓΛͯ͠ ͓͍ͯ৽نॻ͖ࠐΈ͕͋ͬͨΒෳΛ࡞Δ • LinuxΧʔωϧඪ४ͷ Device MapperΛͬ ࣮ͯݱͰ͖Δ
Storage drivers -JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN
EFWJDFNBQQFS BVGT CUSGT PWFSMBZGT
EFWJDFNBQQFS BVGT CUSGT PWFSMBZGT 6OJPO'4ͷ࣮ΛબͰ͖Δ
Storage drivers devicemapper, aufs, btrfs, overrayfs (vfs) Χʔωϧඪ४ͳͨΊRHELܥͰͷɹɹ σϑΥϧτ devicemapper
Device Mapper ϒϩοΫσόΠεͷI/Oʹ༷ʑͳมΛՃ͑Δ͜ͱ͕ Ͱ͖Δ (҉߸ԽɺετϥΠϓɺϛϥʔ ͳͲ) ϒϩοΫσόΠευϥΠόϨϕϧͷ࣮ͳͷͰɹɹɹɹ ಛఆͷϑΝΠϧγεςϜʹґଘ͠ͳ͍ LVMͳͲͰΘΕ͍ͯΔ docker
commit ͕ΔͱsnapshotσόΠεΛ࡞ͯ͠Π ϝʔδͱ͢Δ
Volume -JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN 4UPSBHF%SJWFST
Volume ίϯςφؒͰσΟϨΫτϦΛڞ༗͢ΔͨΊͷͷ ίϯςφ͝ͱͰͳ͘DockerάϩʔόϧͳྖҬʹ֨ ೲ͞ΕΔ ࢦఆͨ͠σΟϨΫτϦҎԼͷΠϝʔδΛόΠύε͠ ͯΞΫηε I/Oཁٻ͕Union FS෦Λ௨Βͳ͍ͷͰΦʔόϔου ͕গͳ͍
howto/Volume EPDLFSSVOWWBSMJCNZTRMNZTRM 70-6.&WBSMJCNZTRM EPDLFSSVONZTRM %PDLFSpMF 4IFMM 4IFMM PS
Docker Network -JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN 4UPSBHF%SJWFST 7PMVNF
Portmapper -JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN 4UPSBHF%SJWFST 7PMVNF %PDLFS/FUXPSL
Portmapper ίϯςφؒ௨৴ίϯςφɾϗετؒ௨৴ϗετଆ ͷ iptables ͰNAT ! iptables͕ͳ͍ڥͩͱಠࣗͷϢʔβϥϯυͷϓϩη ε(docker-proxy)Ͱίϯςφؒ௨৴ "%0$,&3JEPDLFSQUDQNUDQEQPSUK%/"5 UPEFTUJOBUJPO
EPDLFSQSPYZQSPUPUDQIPTUJQIPTUQPSU DPOUBJOFSJQDPOUBJOFSQPSU
Host Networking -JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN 4UPSBHF%SJWFST 7PMVNF %PDLFS/FUXPSL 1PSUNBQQFS
Host Networking ίϯςφ༻ͷNetwork NamespaceΛ࡞Β ͣʹϗετͷωοτϫʔΫΛͦͷ··͏ ίϯςφϗετଆͷportΛlisten͢Δ iptablesdocker-proxyΛܦ༝͠ͳͯ͘Α ͘ͳΓɺΦʔόϔου͕খ͘͞ͳΔ
howto/Host Networking ! FYFDESJWFSOBUJWF PS -9$Ҏ্ͰFYFDESJWFSMYD ͕ඞཁ EPDLFSSVOOFUIPTUNZTRM
-JOVY$POUBJOFST %PDLFS'JMFTZTUFN 6/*0/'JMFTZTUFN 4UPSBHF%SJWFST 7PMVNF %PDLFS/FUXPSL 1PSUNBQQFS )PTU/FUXPSLJOH DockerͷύϑΥʔϚϯεʹ ͓͍ͯॏཁͳ͜ͱͳʹ͔
2 DockerԽͨ͠ ISUCONΞϓϦέʔγϣϯ ͷϕϯνϚʔΫ
ISUCON *JLBOKJOJ4QFFE6Q$0/UFTU
/HJOY CFODI NBSLFS .Z42- "QQ .FNDBDIFE ISUCON4 ༧બ
Machine & Software Spec instance type: m3.xlarge CPU: Xeon E5-2670
v2 @ 2.50GHz 4 vCPU Memory: 16GB RAM Storage: Magnetic volume OS: Ubuntu 14.04 LTS Kernel 3.18.0 Docker: 1.4.1 (latest) MySQL: 5.5.40, memcached: 1.4.14, Nginx:1.4.6
νϡʔχϯά༰ • είΞ 38446 ( 3000 req/s) • ࢼߦ͝ͱʹ +-1000
είΞఔͷޡࠩ • ༧બಥഁϨϕϧ • σʔλશ෦ϝϞϦʹΔ • ηογϣϯใͳͲ memcached • Nginx Ͱ੩తϑΝΠϧΛฦ͢ • ωοτϫʔΫελοΫɺNginx, MySQL ී௨ͷ νϡʔχϯά
Evaluation
• Nginx ͱ MySQL ΛͦΕͧΕDockerԽ • ҎԼͷ֤ํࣜΛnative(default)ͱൺֱ • Nginx͚ͩDockerԽ •
—net=host ͱ —net=bridge • MySQL͚ͩDockerԽ • storage-driver=devicemapper ͱ storage-driver=overlayfs • Volume ͷ ON/OFF
Result
EFGBVMU /HJOY OFUCSJEHF /HJOY OFUIPTU
/HJOYʹύέοτ͕ू͢Δ /"15͢ΔΦʔόϔου͕ߴ͍
EFGBVMU .Z42- EFWJDFNBQQFS WPMVNFP⒎ .Z42- EFWJDFNBQQFS WPMVNFPO .Z42- PWFSMBZGT WPMVNFP⒎
.Z42- PWFSMBZGT WPMVNFPO
7PMVNFͷ0/0''ͱ TUPSBHFESJWFSʹΑΔ ੑೳྼԽͳ͠
7PMVNF0''ͰมΘΒͳ͍ 3FBE*0ϝϞϦʹશ෦ͷΔ 8SJUF*0࠷্͚ͩ
NAPTͷߴԽ
-A OUTPUT ! -d 127.0.0.0/8 -m addrtype --dst-type LOCAL -j
DOCKER
-A OUTPUT E -m addrtype --dst-type LOCAL -j DOCKER
127.0.0.1Ѽͩͱiptablesͷ DockerνΣʔϯʹೖΒͳ͍
docker-proxy EPDLFSQSPYZQSPUPUDQIPTUJQ IPTUQPSU DPOUBJOFSJQDPOUBJOFSQPSUA
docker-proxy EPDLFSQSPYZQSPUPUDQIPTUJQ IPTUQPSU DPOUBJOFSJQDPOUBJOFSQPSUA CPU 50%
benchmarker bench --host 172.31.8.235 --init ~/init.sh --workload 8
32172 37931
ͳͥ userland ͷ proxy ͕͍Δͷ͔
IUUQTHJUIVCDPNEPDLFSEPDLFSQVMM
Hairpin NAT
)PTU $POUBJOFS EPDLFS -*45&/ FUI FUI MP FUI FUI
ETU MP FUI FUI )PTU $POUBJOFS EPDLFS -*45&/ FUI
FUI
ETU "%0$,&3JEPDLFSQUDQNUDQEQPSU K%/"5UPEFTUJOBUJPO )PTU $POUBJOFS MP FUI FUI EPDLFS
-*45&/ FUI FUI
ETU "%0$,&3JEPDLFSQUDQNUDQEQPSU K%/"5UPEFTUJOBUJPO )PTU $POUBJOFS MP FUI FUI EPDLFS
-*45&/ -*45&/ Ծbridge(docker0)Λ Hairpin NAT modeʹ͠ͳ͍ͱ NAT͞Εͳ͍
FDIPTZTDMBTTOFUCSCSJGFUIIBJSQJO@NPEF
IUUQTHJUIVCDPNEPDLFSEPDLFSQVMM
None
3)&-BOE$FOU04 SFBEPOMZTZT
1. DockerͷύϑΥʔϚϯεʹ͍ͭͯ ॏཁͳࣄͳʹ͔ 2. DockerԽͨ͠ISUCONΞϓϦέʔ γϣϯͷϕϯνϚʔΫ
Linux Containers Docker Filesystem UNION Filesystem Storage drivers Volume Docker
Network Portmapper Host Networking
Linux Containers Docker Filesystem UNION Filesystem Storage drivers Volume Docker
Network Portmapper (Performance issue) Host Networking
None
IUUQIBUFOBDPSQKQSFDSVJUDBSFFSTBMFTFOHJOFFS ηʔϧεΤϯδχΞ৬
! 8FCΦϖϨʔγϣϯΤϯδχΞ Λืू͓ͯ͠Γ·͢