$30 off During Our Annual Pro Sale. View Details »
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
なにもわからないところから始めるJVMモニタリング
Search
Yuuki Tsubouchi (yuuk1)
April 07, 2014
Technology
5
10k
なにもわからないところから始めるJVMモニタリング
JVM Operation Casual Talks
Yuuki Tsubouchi (yuuk1)
April 07, 2014
Tweet
Share
More Decks by Yuuki Tsubouchi (yuuk1)
See All by Yuuki Tsubouchi (yuuk1)
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
0
57
SREのためのテレメトリー技術の探究 / Telemetry for SRE
yuukit
13
2.4k
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
990
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
900
とあるSREの博士「過程」 / A Certain SRE’s Ph.D. Journey
yuukit
11
5.1k
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
1.5k
クラウドのテレメトリーシステム研究動向2025年
yuukit
4
1.1k
博士論文公聴会: Scaling Telemetry Workloads in Cloud Applications: Techniques for Instrumentation, Storage, and Mining / PhD Defence
yuukit
1
310
博士学位論文予備審査 / Scaling Telemetry Workloads in Cloud Applications: Techniques for Instrumentation, Storage, and Mining
yuukit
1
2.2k
Other Decks in Technology
See All in Technology
SSO方式とJumpアカウント方式の比較と設計方針
yuobayashi
7
620
eBPFとwaruiBPF
sat
PRO
4
2.6k
今年のデータ・ML系アップデートと気になるアプデのご紹介
nayuts
1
330
今からでも間に合う!速習Devin入門とその活用方法
ismk
1
700
多様なデジタルアイデンティティを攻撃からどうやって守るのか / 20251212
ayokura
0
440
Databricks向けJupyter Kernelでデータサイエンティストの開発環境をAI-Readyにする / Data+AI World Tour Tokyo After Party
genda
1
110
エンジニアリングマネージャー はじめての目標設定と評価
halkt
0
280
コンテキスト情報を活用し個社最適化されたAI Agentを実現する4つのポイント
kworkdev
PRO
0
1.1k
MLflowダイエット大作戦
lycorptech_jp
PRO
1
110
OCI Oracle Database Services新機能アップデート(2025/09-2025/11)
oracle4engineer
PRO
1
170
MapKitとオープンデータで実現する地図情報の拡張と可視化
zozotech
PRO
1
140
Lambdaの常識はどう変わる?!re:Invent 2025 before after
iwatatomoya
1
490
Featured
See All Featured
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
54k
What’s in a name? Adding method to the madness
productmarketing
PRO
24
3.8k
Building Flexible Design Systems
yeseniaperezcruz
330
39k
Rebuilding a faster, lazier Slack
samanthasiow
84
9.3k
Code Reviewing Like a Champion
maltzj
527
40k
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
Site-Speed That Sticks
csswizardry
13
1k
How Fast Is Fast Enough? [PerfNow 2025]
tammyeverts
3
390
Practical Orchestrator
shlominoach
190
11k
Learning to Love Humans: Emotional Interface Design
aarron
274
41k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
249
1.3M
A designer walks into a library…
pauljervisheath
210
24k
Transcript
ͳʹΘ͔Βͳ͍ͱ͜Ζ͔Β ࢝ΊΔ+7.ϞχλϦϯά
id:y_uuki / @y_uuk1
None
None
✘
✘
PSGI/Plack Devel::NYTProf Devel::KYTProf Starlet Plack::Middleware::ServerStatus::Lite
PSGI/Plack Devel::NYTProf Devel::KYTProf Starlet Plack::Middleware::ServerStatus::Lite
ΠϯλʔωοτΈΔ • http://gihyo.jp/dev/serial/01/jvm-arc ! • http://www.slideshare.net/ChihiroIto1/java-16802525 JavaͲͷΑ͏ʹಈ͘ͷ͔ʙਤղͰΘ͔ΔJVMͷΈ JavaͲͷΑ͏ʹಈ͘ͷ͔ʙεϥΠυͰΘ͔ΔJVMͷΈ
ϝϞϦߏ / GCͷछྨ • Eden, Survivor, Tenured, Permanent… • γϦΞϧGCɺύϥϨϧGCɺίϯΧϨϯτGC
ϩάΛు͘ • http://n-agetsuma.hatenablog.com/entry/2014/03/30/175329 τϥϒϧʹඋ͑ΔJVMΦϓγϣϯ java -Xms?m -Xmx?m -XX:MaxPermSize=?m -Xloggc:/var/log/app/gc.log -XX:+PrintGCDetails
-XX:+PrintGCDateStamps -XX:+UseGCLogFileRotation -XX:NumberOfGCLogFiles=5 -XX:GCLogFileSize=10M -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=/var/log/app -XX:ErrorFile=/var/log/app/jvm_err_pid%p.log
౷ܭใΈΔπʔϧ • jstat • jvmtop • Jolokia (JMX) • much
more…
jstat [y_uuki@hoge]$ sudo jstat -gc 30545 1000 S0C S1C S0U
S1U EC EU OC OU PC PU YGC YGCT FGC FGCT GCT 3072.0 3072.0 0.0 2400.0 343552.0 181900.4 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 189558.2 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 291417.5 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 291423.7 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 300260.1 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 300266.3 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 0.0 2400.0 343552.0 338223.4 699392.0 125193.0 55808.0 55592.9 719 8.034 0 0.000 8.034 3072.0 3072.0 2513.7 0.0 343552.0 5373.4 699392.0 125337.0 55808.0 55592.9 720 8.041 0 0.000 8.041 3072.0 3072.0 2513.7 0.0 343552.0 14378.4 699392.0 125337.0 55808.0 55592.9 720 8.041 0 0.000 8.041 3072.0 3072.0 2513.7 0.0 343552.0 14381.3 699392.0 125337.0 55808.0 55592.9 720 8.041 0 0.000 8.041 …
jvmtop $ jvmtop.sh <pid> JvmTop 0.8.0 alpha - 21:48:03, amd64,
4 cpus, Linux 3.10.23, load avg 0.30 http://code.google.com/p/jvmtop ! PID 30545: play.core.server.NettyServer ARGS: VMARGS: -Xms1024m -Xmx1024m -XX:MaxPermSize=256m -XX:ReservedCodeCacheSiz[...] VM: Oracle Corporation Java HotSpot(TM) 64-Bit Server VM 1.7.0_51 UP: 7:49m #THR: 41 #THRPEAK: 44 #THRCREATED: 5867 USER: apache GC-Time: 0: 0m #GC-Runs: 892 #TotalLoadedClasses: 10033 CPU: 2.21% GC: 0.00% HEAP: 454m /1019m NONHEAP: 64m / 384m ! TID NAME STATE CPU TOTALCPU BLOCKEDBY 5862 RMI TCP Connection(3)-127.0.0. RUNNABLE 9.20% 0.29% 31 play-scheduler-1 TIMED_WAITING 0.26% 4.43% 5867 JMX server connection timeout TIMED_WAITING 0.24% 0.01% 27 New I/O worker #8 RUNNABLE 0.01% 0.71% 21 New I/O worker #2 RUNNABLE 0.01% 0.75% 22 New I/O worker #3 RUNNABLE 0.01% 0.72% 20 New I/O worker #1 RUNNABLE 0.01% 0.72% 24 New I/O worker #5 RUNNABLE 0.00% 0.72% 26 New I/O worker #7 RUNNABLE 0.00% 0.72% 23 New I/O worker #4 RUNNABLE 0.00% 0.72% Note: Only top 10 threads (according cpu load) are shown!
Jolokia $ curl http://localhost:8778/jolokia/read/java.lang:type=Memory/ NonHeapMemoryUsage {"timestamp":1396794086,"status":200,"request": {"mbean":"java.lang:type=Memory","attribute":"NonHeapMemoryUsage","type":"re ad"},"value":{"max":402653184,"committed":59179008,"init":24576000,"used": 58814424}} -javaagent:/path/to/jolokia-jvm-1.2.0-agent.jar
ՄࢹԽ • Graphite • Sensu • Fluentd • Mackerel •
NewRelic
metrics ࣌ܥྻDB αʔόཧπʔϧ
• sensu / sensu-community-plugins • java/jstat-metrics.py
• fluent-plugin-jstat • fluent-plugin-jolokia
• sensu tcp handler • fluent-plugin-graphite
None
NewRelic -javaagent:/path/to/newrelic.jar
None
Stop The World ʹඋ͑ͯ • ϞχλϦϯάͷΈΛ͔͑ͯΒͷJVM ύϥ ϝʔλνϡʔχϯά
͓·͚
ॻ੶ 2010/03 2011/10 2014/05
Πϯλʔωοτ σϑΥϧτͷΧςΰϦશ෦ফͯ͠ Linux, Kernel, Docker, JVM, Perl, Scala, Graphite, Fluentd,
Sensu, … ͦΕͬΆ͍λάΛొ͠·͘Δ
None
IUUQTNBDLFSFMJP