G1 collector and tuning and Cassandra

Chris Lohfink
G1 Garbage Collector Tuning for Cassandra

Who Am I
● Co-Organizer (Jeff is the real deal)
● 2014 - 2015 Apache Cassandra MVP
● DataStax Software Engineer
○ OpsCenter
© 2015 DataStax, All Rights Reserved. 2

1 About G1
2 G1 Monitoring
3 Cassandra G1 Tuning
4 Questions
3© 2015 DataStax, All Rights Reserved.

Garbage collection
5
source: http://deepakmodi2006.blogspot.com/
● Allow JVM to reclaim space used by objects no longer
referenced
● Generational heap
○ Young
■ function locals
■ loops
○ Old
■ Things that have been around long time
■ SingletonProxyFactoryBeanImpl

Garbage collection
6
source: http://deepakmodi2006.blogspot.com/

Garbage Collection
Historically
7
source: http://www.oracle.com/webfolder/technetwork/tutorials/obe/java/gc01/index.html

Garbage Collection
Historically
8

About G1 Collector
• Garbage First Collector
• A Low pause, Parallel & Concurrent Collector
• Easy to use/tune
“just works”
• Targeted for larger heaps and multiple processors
Server-Style Collector

When to use the G1 Collector
• When low/predictable pauses valued over maximum throughput
• Predictable GC pause durations
• Larger Heaps
• Tuning GCs doesn’t sound fun

How it Works
Take heap and break it into many
fixed sized (1-32mb) regions, goal
~2048.
-XX:G1HeapRegionSize=n
Regions can be one of Eden,
Survivor, or Humongous (for
objects >50% region size)
Eden
Survivor
Old
Humongous

How it Works
There is not a fixed size number of
regions for each. Adaptively
changes to meet goal set in
-XX:MaxGCPauseMillis=200
Unless overridden in
-Xmn or -XX:NewRatio
S E
E E
O O
H H S
Eden
Survivor
Old
Humongous

Young Generation GCs
• Stop the world
• Triggered when the number of eden regions are filled

Young Generation Collection
• Stops the world
• Builds collection set (CSet)
• Regions that are involved in collection
• Consists of Young and Survivor regions *

• This gives us the time spent by each worker thread scanning,
starting from the external roots (globals, registers, thread stacks
and VM data structures)
• E.g. the internal JVM System dictionary which holds all the
classes that are loaded by the system
• This gives us the time spent by each worker thread scanning, starting
from the external roots (globals, registers, thread stacks and VM
data structures)
• E.g. the internal JVM System dictionary which holds all the
classes that are loaded by the system

● Update Remember Sets
○ pauses refinement threads
○ finish processing dirty card table queue

O2
O1
O3
E1
Card Table
RSet

O2
O1
O3
E1
Remember SetCard Table
Program Executes:
O1.attribute = E1

O2
O1
O3
E1
Remember SetCard Table
Program Executes:
O1.attribute = E1
Card table is updated, saying
something in that part of region
contains a reference to young gen
Remember set includes reference to
the card

● “Scan RS”
● Walk the elements in old regions that are marked by cards,
referenced in remember set

• During Object Copy phase, the live objects are copied to the destination
regions

regions
S E
E E
O O
H H S
Eden
Survivor
Old
Humongous

regions
S E
O E S S E
O O
H H S
Eden
Survivor
Old
Humongous

• Weak/Soft/Phantom Reference processing
• Always enable -XX:ParallelRefProcEnabled

Old Generation GCs
• Partially concurrent
• Triggered when heap occupancy percent reached
-XX:IntiatingHeapOccupancyPercent=n [45%]
• Uses young gc for initial mark and evacuation
• Compacts when copying to new regions

Old Generation Collection
● Run with a young gc
● Begins marking roots in survivor regions during STW that reference old
generation
● Snapshot-At-The-Beginning (SATB)
● Tri-color marking

● Scans initial marked references into the old generation
● This phase runs concurrently (not STW) with the application
● Cannot be interrupted by young generation gcs

● Tri color marking of the heap
● Concurrent to application running
● Young generation GCs can run during this

● Stop the world
● Process the SATB buffers marked during write barriers since initial mark
● Prevents possible lost objects from concurrent changes

● STW and concurrent
● If region completely garbage free it
● Find live/garbage ratio to decide which ones clean first (clear garbage
heavy ones first*)
● Application threads run

● Mixed young generation gc to evacuate old regions
○ STW
○ Adds some old generations to CSet

● Take [candidate regions/8] of the garbagiest regions and add it to young
gen CSet
○ -XX:MixedGCCountTarget=8
○ can tune region selection with
■ -XX:G1MixedGCLiveThresholdPercent=65
● Only consider if reclaimable below this
■ -XX:G1HeapWastePercent=10
● Only consider if reclaimable above this

Monitoring G1
• Always enable garbage collection logging, yes in production
– Very little overhead, massive visibility difference
• -XX:+PrintGCDateStamps
• -XX:+PrintGCApplicationStoppedTime
• -XX:+PrintGCDetails
– print phases
• -XX:+PrintAdaptiveSizePolicy
– YU Full GC?
• -XX:+PrintTenuringDistribution
– aging information of survivor regions
• -XX:+PrintReferenceGC
– soft/weak/phantom/finalizers/jni reference information
• -XX:+UnlockExperimentalVMOptions -XX:G1LogLevel=finest
– individual thread timings included in logs

Monitoring JMX
Domains
• java.lang:type=GarbageCollector,name=G1 Young Generation
• java.lang:type=GarbageCollector,name=G1 Old Generation
• java.lang:type=GarbageCollector,name=G1 Mixed Generation
Attributes
• CollectionCount
• CollectionTime
38

Swiss Java Knife
• SJK is a command line tool for JVM diagnostic, troubleshooting and
profiling.
• SJK exploits standard diagnostic interfaces of JVM (such as JMX, JVM
attach and perf counters) and add some more logic on top to be useful for
common troubleshooting case.
• https://github.com/aragozin/jvm-tools
39

Swiss Java Knife
ubuntu@ip-10-95-215-157:~/cassandra$ java -jar sjk.jar gc -p 63563
MBean server connected
Collecting GC stats ...
[GC: G1 Young Generation#46 time: 8ms mem: G1 Survivor Space: 8192k+0k->8192k Compressed Class
Space: 3958k+0k->3958k[max:1048576k] Metaspace: 34491k+0k->34491k G1 Old Gen: 78m+2m-
>81m[max:8192m] G1 Eden Space: 5021696k-5021696k->0k]
[GC: G1 Young Generation#47 time: 8ms interval: 15611ms mem: G1 Survivor Space: 8192k+4096k-
>12288k[rate:262.38kb/s] Compressed Class Space: 3993k+0k->3993k[max:1048576k,rate:0.00kb/s]
Metaspace: 34770k+0k->34770k[rate:0.00kb/s] G1 Old Gen: 81m-1m->79m[max:8192m,rate:-126.01kb/s]
G1 Eden Space: 4034560k-4034560k->0k[rate:-258443.41kb/s]]
[GC: G1 Young Generation#48 time: 51ms interval: 10079ms mem: G1 Survivor Space:
12288k+139264k->151552k[rate:13817.24kb/s] Compressed Class Space: 3989k+0k-
>3989k[max:1048576k,rate:0.00kb/s] Metaspace: 35363k+0k->35363k[rate:0.00kb/s] G1 Old Gen:
61m+4m->66m[max:8192m,rate:505.74kb/s] G1 Eden Space: 5017600k-5017600k->0k[rate:-
497827.17kb/s]]
40

Swiss Java Knife
ubuntu@ip-10-95-215-157:~/cassandra$ java -jar sjk.jar gc -p 63563
MBean server connected
Collecting GC stats ...
[GC: G1 Young Generation#46 time: 8ms mem: G1 Survivor Space: 8192k+0k->8192k Compressed Class
Space: 3958k+0k->3958k[max:1048576k] Metaspace: 34491k+0k->34491k G1 Old Gen: 78m+2m-
>81m[max:8192m] G1 Eden Space: 5021696k-5021696k->0k]
[GC: G1 Young Generation#47 time: 8ms interval: 15611ms mem: G1 Survivor Space: 8192k+4096k-
>12288k[rate:262.38kb/s] Compressed Class Space: 3993k+0k->3993k[max:1048576k,rate:0.00kb/s]
Metaspace: 34770k+0k->34770k[rate:0.00kb/s] G1 Old Gen: 81m-1m->79m[max:8192m,rate:-126.01kb/s]
G1 Eden Space: 4034560k-4034560k->0k[rate:-258443.41kb/s]]
[GC: G1 Young Generation#48 time: 51ms interval: 10079ms mem: G1 Survivor Space:
12288k+139264k->151552k[rate:13817.24kb/s] Compressed Class Space: 3989k+0k-
>3989k[max:1048576k,rate:0.00kb/s] Metaspace: 35363k+0k->35363k[rate:0.00kb/s] G1 Old Gen:
61m+4m->66m[max:8192m,rate:505.74kb/s] G1 Eden Space: 5017600k-5017600k->0k[rate:-
497827.17kb/s]]
41

JStat
in cassandra-env.sh comment out
JVM_OPTS="$JVM_OPTS -XX:+PerfDisableSharedMem"
jstat <pid> -gcutil 1s 30

Visualize GCs
● GcViewerr
● JClarity Censum
● IBM PMAT/GCMV
● verbosegcanalyzer
…

JClarity Censum

Reading Logs
2015-12-07T04:55:28.273+0000: 7417.822: [GC pause (G1 Evacuation Pause) (young)
[Parallel Time: 49.4 ms, GC Workers: 13]
[GC Worker Start (ms): Min: 7417822.3, Avg: 7417822.5, Max: 7417822.6, Diff: 0.2]
[Ext Root Scanning (ms): Min: 2.2, Avg: 2.3, Max: 2.4, Diff: 0.2, Sum: 29.8]
[Update RS (ms): Min: 1.8, Avg: 1.9, Max: 1.9, Diff: 0.1, Sum: 24.4]
[Processed Buffers: Min: 4, Avg: 9.7, Max: 16, Diff: 12, Sum: 126]
[Scan RS (ms): Min: 0.1, Avg: 0.2, Max: 0.2, Diff: 0.1, Sum: 2.1]
[Code Root Scanning (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.2]
[Object Copy (ms): Min: 44.4, Avg: 44.5, Max: 44.5, Diff: 0.1, Sum: 578.0]
[Termination (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.1]
[Termination Attempts: Min: 1, Avg: 3.6, Max: 10, Diff: 9, Sum: 47]
[GC Worker Other (ms): Min: 0.0, Avg: 0.1, Max: 0.2, Diff: 0.2, Sum: 1.6]
[GC Worker Total (ms): Min: 48.8, Avg: 48.9, Max: 49.2, Diff: 0.4, Sum: 636.2]
[GC Worker End (ms): Min: 7417871.3, Avg: 7417871.4, Max: 7417871.5, Diff: 0.2]
[Code Root Fixup: 0.1 ms]
[Code Root Purge: 0.0 ms]
[Clear CT: 1.0 ms]
[Other: 2.4 ms]
[Choose CSet: 0.0 ms]
[Ref Proc: 0.6 ms]
[Ref Enq: 0.0 ms]
[Redirty Cards: 0.4 ms]
[Humongous Register: 0.1 ms]
[Humongous Reclaim: 0.0 ms]
[Free CSet: 1.0 ms]
[Eden: 6912.0M(6912.0M)->0.0B(7008.0M) Survivors: 232.0M->184.0M Heap: 14.2G(16.0G)->7533.7M(16.0G)]
[Times: user=0.73 sys=0.00, real=0.05 secs]
45

Reading Logs
[GC Worker Start (ms): Min: 7417822.3, Avg: 7417822.5, Max: 7417822.6, Diff: 0.2]
[Ext Root Scanning (ms): Min: 2.2, Avg: 2.3, Max: 2.4, Diff: 0.2, Sum: 29.8]
[Update RS (ms): Min: 1.8, Avg: 1.9, Max: 1.9, Diff: 0.1, Sum: 24.4]
[Processed Buffers: Min: 4, Avg: 9.7, Max: 16, Diff: 12, Sum: 126]
[Scan RS (ms): Min: 0.1, Avg: 0.2, Max: 0.2, Diff: 0.1, Sum: 2.1]
[Code Root Scanning (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.2]
[Object Copy (ms): Min: 44.4, Avg: 44.5, Max: 44.5, Diff: 0.1, Sum: 578.0]
[Termination (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.1]
[Termination Attempts: Min: 1, Avg: 3.6, Max: 10, Diff: 9, Sum: 47]
[GC Worker Other (ms): Min: 0.0, Avg: 0.1, Max: 0.2, Diff: 0.2, Sum: 1.6]
[GC Worker Total (ms): Min: 48.8, Avg: 48.9, Max: 49.2, Diff: 0.4, Sum: 636.2]
[GC Worker End (ms): Min: 7417871.3, Avg: 7417871.4, Max: 7417871.5, Diff: 0.2]
[Code Root Fixup: 0.1 ms]
[Code Root Purge: 0.0 ms]
[Clear CT: 1.0 ms]
[Other: 2.4 ms]
[Choose CSet: 0.0 ms]
[Ref Proc: 0.6 ms]
[Ref Enq: 0.0 ms]
[Redirty Cards: 0.4 ms]
[Humongous Register: 0.1 ms]
[Humongous Reclaim: 0.0 ms]
[Free CSet: 1.0 ms]
[Eden: 6912.0M(6912.0M)->0.0B(7008.0M) Survivors: 232.0M->184.0M Heap: 14.2G(16.0G)->7533.7M(16.0G)]
[Times: user=0.73 sys=0.00, real=0.05 secs]
46

Reading Logs
https://blogs.oracle.com/poonam/entry/understanding_g1_gc_logs
47

Examples with C*
Fabricated - not real life example

A Scenario to GC tune
● Harder than sounds
○ wide rows
○ ttled wide rows (queue)
○ massive sstables
○ huge data
○ move things off heap
○ row cache

○ wide rows
○ huge data
○ row cache

When you want something slow
Repairs to the rescue
● ~1tb in ~600 sstables
● Add a node, increase RF and repair

● ~1tb in ~600 sstables
● Add a node, increase RF and repair

.99, .999, max, time, stderr, errors, gc: #, max ms, sum ms, sdv ms, mb
5.8, 151.5, 154.4, 194.3, 0.00393, 0, 1, 147, 147, 0, 4124
6.8, 289.4, 292.0, 195.3, 0.00391, 0, 1, 285, 285, 0, 2112
8.6, 251.6, 257.7, 196.3, 0.00412, 0, 2, 458, 458, 13, 10350
9.8, 232.8, 235.2, 197.3, 0.00432, 0, 2, 198, 375, 11, 2112
11.2, 188.2, 201.3, 198.3, 0.00453, 0, 2, 163, 302, 12, 1170
100.5, 737.4, 755.6, 199.4, 0.00477, 0, 4, 853, 1028, 273, 8514
138.7, 386.8, 392.4, 200.4, 0.00522, 0, 3, 552, 683, 111, 2574
11.3, 203.5, 207.5, 201.4, 0.00564, 0, 3, 479, 651, 59, 3000
103.7, 304.0, 306.2, 202.7, 0.00590, 0, 4, 260, 479, 25, 2230
8.5, 175.7, 183.1, 203.8, 0.00607, 0, 3, 217, 347, 28, 3696
21.4, 153.9, 159.4, 204.9, 0.00626, 0, 2, 105, 209, 1, 1466
6.7, 108.2, 115.0, 205.9, 0.00623, 0, 1, 102, 102, 0, 868
12.1, 173.2, 192.2, 206.9, 0.00637, 0, 3, 170, 297, 40, 4273
9.2, 156.3, 160.1, 207.9, 0.00640, 0, 1, 100, 100, 0, 798
11.7, 157.7, 162.3, 209.0, 0.00644, 0, 2, 117, 189, 23, 1125
8.2, 121.2, 145.7, 210.0, 0.00642, 0, 1, 114, 114, 0, 717
63.6, 109.9, 116.7, 211.0, 0.00660, 0, 3, 169, 250, 10, 5952
11.7, 53.5, 65.3, 212.0, 0.00662, 0, 3, 48, 113, 7, 1888

Logs
...
(to-space exhausted), 1.8667062 secs]
...
[Object Copy (ms): Min: 1672.4, Avg: 1672.6, Max: 1672.8, Diff: 0.4, Sum:
21744.0]
...
[Evacuation Failure: 167.8 ms]

Evacuation Failure
Not enough memory for survivors,
promoted objects or both
S O E O
E E S S E
E O O H
H H S H
Eden
Survivor
Old
Humongous

Evacuation Failure
S O E O
E E S S E
E O O H
H H S H
Eden
Survivor
Old
Humongous

Resolution
● There is an easy fix
○ Increase Heap
● Not always possible
○ off heap memory requirements
○ limited hardware
60

Workaround
● Increase amount of memory reserved as empty (to-space)
● -XX:G1ReservePercent=10
● -XX:G1ReservePercent=25
61

Anti climatic ending
● Throughput similar, no discernable difference in “normal running”
● Survived repair with higher allocation rate
62

Anti climatic ending
● Throughput similar, no discernable difference in “normal running”
● Survived repair with higher allocation rate
63

Questions?
Complaints?

G1 collector and tuning and Cassandra

More Related Content

What's hot (20)

Similar to G1 collector and tuning and Cassandra (20)

Recently uploaded (20)

G1 collector and tuning and Cassandra