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Java tuning on GNU/Linux for busy dev

Date post: 15-Jan-2017
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Wprowadzenie do strojenia Javy na GNU/Linux dla zajętego programisty Tomasz Borek, Symentis
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Page 1: Java tuning on GNU/Linux for busy dev

Wprowadzenie do strojenia Javy na

GNU/Linux dla zajętego programisty

Tomasz Borek, Symentis

Page 2: Java tuning on GNU/Linux for busy dev

• Infected in childhood • From me parents• Amstrad, ElWro Junior• Games! Doh!• Mem pages in DOS anyone?

• In IT • ETL, crawlers, web-app, archi• IAAS, SAAS, own servers• Java 4 – 7, GNU/Linux, SQLs

• Ardent “activist”

Tomasz Borek

Page 3: Java tuning on GNU/Linux for busy dev

Can be found in the net! :P

https://lafkblogs.wordpress.com/

https://twitter.com/lafk_pl

https://pl.linkedin.com/in/tjborek

GeeCON, ChamberConf, Confitura, Lambda Days, LambdaCon, Java Developer Days, JavaDay Lviv, JavaDay Kiev

Page 4: Java tuning on GNU/Linux for busy dev

Tomek in IT groups

.com

http://java.pl KrakówPoznańPragaSopot

http://geecon.org

Page 5: Java tuning on GNU/Linux for busy dev

Prod hits rock bottom● Everybody is kung-fu fighting● Must be quick like lightning

Page 6: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra

Page 7: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes

Page 8: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)

Page 9: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)4.To have access to monitoring

Page 10: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)4.To have access to monitoring5.To adjust pooling (both thread and connection)

Page 11: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)4.To have access to monitoring5.To adjust pooling (both thread and connection)6.To peruse logs and pull out anomalies

Page 12: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)4.To have access to monitoring5.To adjust pooling (both thread and connection)6.To peruse logs and pull out anomalies7.TO TUNE JVM

Page 13: Java tuning on GNU/Linux for busy dev

So! Being a dev, you need:

1.To know your traffic and your app and your infra2.To know recent changes3.To know your limits (sometimes comes from point 1)4.To have access to monitoring5.To adjust pooling (both thread and connection)6.To peruse logs and pull out anomalies7.TO TUNE JVM

Page 14: Java tuning on GNU/Linux for busy dev

JVM? Meaning?

• Sun Hotspot• IBM• JRockit• IceTea• OpenJDK• TCK decides

Page 15: Java tuning on GNU/Linux for busy dev

JVM? Meaning?

• Sun Hotspot• IBM• JRockit• IceTea• OpenJDK• TCK decides

Page 16: Java tuning on GNU/Linux for busy dev

JVM? Meaning?

• Sun Hotspot – but which version?• IBM• JRockit• IceTea• OpenJDK• TCK decides

Page 17: Java tuning on GNU/Linux for busy dev

JVM? Meaning?

• Sun Hotspot – but which version? And architecture?• IBM• JRockit• IceTea• OpenJDK• TCK decides

Page 18: Java tuning on GNU/Linux for busy dev

So! JVM tuning?

1.To adjust GC, based on it's logs

Page 19: Java tuning on GNU/Linux for busy dev

So! JVM tuning?

1.To adjust GC, based on it's logs2.To adjust (native) heap

Page 20: Java tuning on GNU/Linux for busy dev

So! JVM tuning?

1.To adjust GC, based on it's logs2.To adjust (native) heap 3.Tweaking JVM starting flags

Page 21: Java tuning on GNU/Linux for busy dev

So! JVM tuning?

1.To adjust GC, based on it's logs2.To adjust (native) heap 3.Tweaking JVM starting flags4.To use TOOLS

Page 22: Java tuning on GNU/Linux for busy dev

Today!● JVM tuning ● Diagnosing performance problems ● Tools● All in a rush

Page 23: Java tuning on GNU/Linux for busy dev

JVM tuning

Page 24: Java tuning on GNU/Linux for busy dev

Takeaway #1

JVM is a process

Page 25: Java tuning on GNU/Linux for busy dev

Being a process means● OS architecture enforces JVM architecture● Your memory is limited by OS and other processes

– Heap is one

– C-heap is another!

● IO-wise and thread-wise: – Your threads and files opened are limited by ulimit

● File descriptors!

Page 26: Java tuning on GNU/Linux for busy dev

OOM flavours?

Page 27: Java tuning on GNU/Linux for busy dev

OOM flavours● Out of HeapSpace

Page 28: Java tuning on GNU/Linux for busy dev

OOM flavours● Out of HeapSpace● PermGen error

Page 29: Java tuning on GNU/Linux for busy dev

OOM flavours● Out of HeapSpace● PermGen error● Unable to create native thread

Page 30: Java tuning on GNU/Linux for busy dev

OOM flavours● Out of HeapSpace● PermGen error● Unable to create native thread● There are others, these are most popular

Page 31: Java tuning on GNU/Linux for busy dev

API says OutOfMemoryError is● Thrown when the Java Virtual Machine cannot

allocate an object because it is out of memory, and no more memory could be made available by the garbage collector. OutOfMemoryError objects may be constructed by the virtual machine as if suppression were disabled and/or the stack trace was not writable.

Page 32: Java tuning on GNU/Linux for busy dev

API says OutOfMemoryError is● Thrown when the Java Virtual Machine cannot

allocate an object because it is out of memory, and no more memory could be made available by the garbage collector. OutOfMemoryError objects may be constructed by the virtual machine as if suppression were disabled and/or the stack trace was not writable.

Page 33: Java tuning on GNU/Linux for busy dev

API says OutOfMemoryError is● Due to failure in allocating an object after garbage

collection.● Nothing about threads.● Nothing about PermGen.

Page 34: Java tuning on GNU/Linux for busy dev

How much memory JVM uses?● Say you start it with Xmx == Xms == 1GB

Page 35: Java tuning on GNU/Linux for busy dev

How much memory JVM uses?● Say you start it with Xmx == Xms == 1GB● 1GB?

Page 36: Java tuning on GNU/Linux for busy dev

How much memory JVM uses?● Say you start it with Xmx == Xms == 1GB● 1GB?● Around 1GB?

Page 37: Java tuning on GNU/Linux for busy dev

How much memory JVM uses?● Say you start it with Xmx == Xms == 1GB● 1GB?● Around 1GB?● If we talk about Java HEAP

Page 38: Java tuning on GNU/Linux for busy dev

Memory management

Entire RAM

● 32 bits: can address less than 4GB.● 64 bits: can address… theoretically 16 EB.

– Still – much more!

● There's much more to 32vs64 but that's for another time

Page 39: Java tuning on GNU/Linux for busy dev

Memory management

Entire RAM

What's left of RAM – C-HEAPJVM heap

-Xmx

● -Xms – minimal heap size● -Xmx – maximal heap size● When both should be set to same value?

Page 40: Java tuning on GNU/Linux for busy dev

Memory management

Entire RAM

What's left of RAM – C-HEAPJVM heap

What's left – C-HEAPJVM opsJVM heap

-Xmx

PermGen

Page 41: Java tuning on GNU/Linux for busy dev

PermGen● Permanent Generation

– Early Java

– for JDK classes

– and Strings

● Back then – good idea● Now removed

– JDK 7 – Strings no longer in PermGen

– JDK 8 – no PermGen at all

Page 42: Java tuning on GNU/Linux for busy dev

PermGen● Permanent Generation

– Early Java

– for JDK classes

– and Strings

● Back then – good idea● Now removed

– JDK 7 – Strings no longer in PermGen

– JDK 8 – no PermGen at all

Quick fix?Increase PermGen size.

Page 43: Java tuning on GNU/Linux for busy dev

Memory management

What's left – C-HEAPJVM opsJVM heap

-Xmx

PermGen

Page 44: Java tuning on GNU/Linux for busy dev

GC● When it runs?

Page 45: Java tuning on GNU/Linux for busy dev

GC● When it runs?● Minor collection?

Page 46: Java tuning on GNU/Linux for busy dev

GC● When it runs?● Minor collection?● Major collection?

Page 47: Java tuning on GNU/Linux for busy dev

GC● When it runs?● Minor collection?● Major collection?● How can a dev tune GC?

Page 48: Java tuning on GNU/Linux for busy dev

Generational GC

Tenured – where long-lived are promotedEden – infants that die quickly

● Studies showed:– most objects die young

– Some live really long

● Ergo: short- and long-lived division● Minor collection: Eden● Major collection: whole heap

Page 49: Java tuning on GNU/Linux for busy dev

Generational GC - mechanics● In fact Eden has also 2 Survivor spaces

– To handle locality

– Helps compress after freeing space

– First promotion to survivor, then to tenured

● Flags tell:– How many GCs object must survive to be promoted

– How large Eden / Tenured / Survivors spaces are

– What is logged (how details GC logs are)

– Many, MANY more

Page 50: Java tuning on GNU/Linux for busy dev

Memory management trade-offs● Large heap – large full GC – small native and C-heap?● Smaller heap – minor GC may be enough● Make sure your objects die young and only really long

lived reach tenured

Page 51: Java tuning on GNU/Linux for busy dev

JVM tuning

1.To adjust GC, based on it's logs2.To adjust (native) heap 3.Tweaking JVM starting flags4.To use TOOLS – later

Page 52: Java tuning on GNU/Linux for busy dev

Takeaway #2

Log GC

Page 53: Java tuning on GNU/Linux for busy dev

Takeaway #3

GC tuning is a trade-off

Page 54: Java tuning on GNU/Linux for busy dev

Diagnosing performance problems

Page 55: Java tuning on GNU/Linux for busy dev

„The Box”

• Heinz Kabutz, Kirk Pepperdine• Top - bottom

Page 56: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: ?TRAFFIC

Page 57: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used? TRAFFIC: people, automatic

Page 58: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: ?

TRAFFIC: people, automatic

Application CODE

Page 59: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...

TRAFFIC: people, automatic

CODE: threads, data structs, algo

Page 60: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: ?

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM

Page 61: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: ?

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

Page 62: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ?

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS

Page 63: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ulimit, FS, config, archi, other procs…

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS: FS, config, limits

Page 64: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ulimit, FS, config, archi, other procs…• VIRT: ?

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS: FS, config, limits

VIRT

Page 65: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ulimit, FS, config, archi, other procs…• VIRT: hell depends!

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS: FS, config, limits

VIRT

Page 66: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ulimit, FS, config, archi, other procs…• VIRT: hell depends!• HARDWARE: ?

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS: FS, config, limits

VIRT

HARDWARE

Page 67: Java tuning on GNU/Linux for busy dev

„The Box”

• TRAFFIC: how is app used?• CODE: threads, algos, data structures...• JVM: starting flags, GC• OS: ulimit, FS, config, archi, other procs…• VIRT: hell depends!• HARDWARE: 32 vs 64, RAM, BIOS, drivers…

TRAFFIC: people, automatic

CODE: threads, data structs, algo

JVM: flags, GC

OS: FS, config, limits

VIRT

HARDWARE

Page 68: Java tuning on GNU/Linux for busy dev

Brendan Gregg – USE

• Utilization, Saturation, Errors• Use – how much in use is your resource• Saturation – how many requests await (waiting queue)• Errors – what errors are thrown by resource• http://www.brendangregg.com/usemethod.html • Create a checklist for each important resource, for

finding out Utilization, Saturation and Errors and you'll know how to soon find out what is going on with resource

Page 69: Java tuning on GNU/Linux for busy dev

Takeaway #1

The Box

Page 70: Java tuning on GNU/Linux for busy dev

Takeaway #2

GNU/Linux perf? Brendan Gregg

Page 71: Java tuning on GNU/Linux for busy dev

TOOLS

Page 72: Java tuning on GNU/Linux for busy dev
Page 73: Java tuning on GNU/Linux for busy dev
Page 74: Java tuning on GNU/Linux for busy dev

Takeaway #1

GNU/Linux surely has a tool for that

Page 75: Java tuning on GNU/Linux for busy dev

How to find your java process?● ps … | grep java●

Page 76: Java tuning on GNU/Linux for busy dev

How to find your java process?● ps … | grep java● pgrep java

Page 77: Java tuning on GNU/Linux for busy dev

How to find your java process?● ps … | grep java● pgrep java● jps

Page 78: Java tuning on GNU/Linux for busy dev

How to change flags on-the-fly?● jinfo

Page 79: Java tuning on GNU/Linux for busy dev

How to dump threads or heap?● kill -3

Page 80: Java tuning on GNU/Linux for busy dev

How to dump threads or heap?● kill -3● jstack

Page 81: Java tuning on GNU/Linux for busy dev

How to dump threads or heap?● kill -3● jstack● jhat (heap)

Page 82: Java tuning on GNU/Linux for busy dev

jvisualvm● Deserves it's own slide● Profiler, sampler● Monitor (heap, threads, etc.)● Calls GC, does dumps

Page 83: Java tuning on GNU/Linux for busy dev

SUMMARIZING● For being rushed – prepare in advance

– Monitoring, logs, ceilings, etc.

● Log GC● JVM is a process – all process limits in your OS apply● The Box● Brendan Gregg● GNU/Linux – tools unparalleled

Page 84: Java tuning on GNU/Linux for busy dev

?


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