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)
SAKURAONE:An Open Ethernet-based AI HPC System And Its Observed Workload Dynamicsin a Single-Tenant LLM Development Environment
yuukit
1
76
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
880
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
3
500
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
7k
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
1.8k
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
Other Decks in Technology
See All in Technology
Sony_KMP_Journey_KotlinConf2026
sony
0
160
シンデレラなんかになりたくない!ガラスの靴が割れた時代にどう歩く?
nomizone
0
220
Gradle×GitHub_ActionsでCI時間を約50%短縮 ジョブ分割の設計と落とし穴 / Cutting CI Time by ~50% with Gradle and GitHub Actions: Job-Splitting Design and Pitfalls
takatty
0
500
LLM時代のリファクタリング戦略_AIエージェントによる段階的・安全なTS移行方法
play_inc
0
410
プラットフォームエンジニア ワークショップ/ platform-workshop
databricksjapan
0
110
JJUG CCC 2026 Spring AI時代の開発こそ標準化を武器に! ― 方式・プロセス・プラットフォームの標準化
s27watanabe
2
570
Fabric-cicd によるAzure DevOps デプロイ
ryomaru0825
0
110
GitHub Copilot CLI の Rubber Duck 機能を使ってコーディングの品質をあげよう #techbaton_findy
stefafafan
2
1.2k
AI時代に改めて考える、ドメイン駆動設計 - モデリングが「AIへの共通言語」になる
littlehands
8
2.7k
Spring Boot における AOT Cache 活用テクニックと 起動時間改善事例
ntt_dsol_java
0
160
【ハノーバーメッセ振り返りイベントat名古屋】データは集約からAI起点の収集に ~組織内・組織間でのデータ連携~
tanakaseiya
0
140
freee-mcpを Local→Remote で出してわかった MCP認可実装のリアル
terara
3
910
Featured
See All Featured
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
32
3.2k
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
180
世界の人気アプリ100個を分析して見えたペイウォール設計の心得
akihiro_kokubo
PRO
70
39k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
WENDY [Excerpt]
tessaabrams
11
37k
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
2
820
SEO in 2025: How to Prepare for the Future of Search
ipullrank
3
3.5k
Lightning talk: Run Django tests with GitHub Actions
sabderemane
0
190
The Curious Case for Waylosing
cassininazir
1
360
Impact Scores and Hybrid Strategies: The future of link building
tamaranovitovic
0
290
Raft: Consensus for Rubyists
vanstee
141
7.5k
Skip the Path - Find Your Career Trail
mkilby
1
130
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·͢