1.
Design'Ra*onales'in'the'JRockit'JVM'
Marcus'Lagergren'
Java'Language'team,'Oracle'

2.
Design'Ra*onales'in'the'JRockit'JVM'
Marcus'Lagergren'
Java'Language'team,'Oracle'

3.
Design'Ra*onales'in'the'JRockit'JVM'
Marcus'Lagergren'
Java'Language'team,'Oracle'

4.
Safe'Harbor'Statement'
The following is intended to outline our
general product direction. It is intended for
information purposes only, and may not be
incorporated into any contract. It is not a
commitment to deliver any material, code, or
functionality, and should not be relied upon
in making purchasing decisions.
The development, release, and timing of any
features or functionality described for
Oracles products remains at the sole
discretion of Oracle.

5.
Agenda'
• In'the'beginning…'
• What'did'we'accomplish'/'Internals'
– Code'Genera*on'
– Memory'Management'
– Threads''Synchroniza*on'
• Externals'
– The'Java'Mission'Control'suite'
– A'parenthesis'on'JRockit'VE'
• QA'

6.
About'the'speaker'
@lagergren'

7.
About'the'speaker'
@lagergren'

8.
Buy'this'book!'

9.
About'the'speaker'
• M.'Sc.'from'KTH,'Stockholm'
– Narrowly'escaped'doing'a'PhD'on'bit'security'in'
cryptographic'systems'
• Run*me,'OS'and'compiler'engineer'since'
1999,'with'some'startup'breaks'
• One'of'the'original'creators'of'the'JRockit'JVM'

10.
In'the'beginning'

11.
Appeal'Virtual'Machines'
• Appeal'SoYware'Solu*ons'
– Consul*ng,'almost'exclusively'Java'by'1997'
• S*ll'the'pre[app'server'era'

12.
Appeal'Virtual'Machines'
• We'saw'that'Java'would'be'great'on'the'
server'side'

13.
Appeal'Virtual'Machines'
• We'saw'that'Java'would'be'great'on'the'
server'side'
– Shorter'development'cycles'–'money'in'the'bank'
• Buffer'overrun'protec*on'
• Automa*c'memory'management ''
• Write'once'run'everywhere'

14.
Appeal'Virtual'Machines'
• We'saw'that'Java'would'be'great'on'the'
server'side'
– Shorter'development'cycles'–'money'in'the'bank'
• Buffer'overrun'protec*on'
• Automa*c'memory'management ''
• Write'once'run'everywhere'
• Tremendous'scalability'problems'
• Sun'ClassicVM'was'all[encompassing'

15.
JavaOne'1997'
• Sun'Microsystems'presents'the'HotSpot'
virtual'machine'

16.
JavaOne'1997'
• Sun'Microsystems'presents'the'HotSpot'
virtual'machine'
– “WOW!'This'is'the'way'to'do'it!'Adap*ve'
run*mes!”'

17.
JavaOne'1998'
• Sun'Microsystems'presents'the'HotSpot'
virtual'machine'again%

18.
JavaOne'1998'
• Sun'Microsystems'presents'the'HotSpot'
virtual'machine'again%
– “WTF!'This'is'slide[by[slide'the'exact'same'
presenta*on'as'last'year!?!”'
– We'can’t'wait'any'longer.'Let’s'build'our'own'VM.'
How'hard'can'it'be?''

19.
Crea*ng'our'own'JVM'['JRockit'

20.
Produc*ze'a'narrower'domain?'
• Server[side'usage'only.'Headless.''
– We'need'to'help'the'early'app'server'vendors'get'
performance'and'scalability'

21.
Produc*ze'a'narrower'domain?'
• Server[side'usage'only.'Headless.''
– We'need'to'help'the'early'app'server'vendors'get'
performance'and'scalability'
• No'interpreter''
– “startup'*me'doesn’t'mader'on'the'server'
anyway”'

22.
Produc*ze'a'narrower'domain?'
• Server[side'usage'only.'Headless.''
– We'need'to'help'the'early'app'server'vendors'get'
performance'and'scalability'
• No'interpreter''
– “startup'*me'doesn’t'mader'on'the'server'
anyway”'
• Green'threads'or'n'x'm'threads.''
– Explicit'parallelism'was'all[pervasive.'

23.
Produc*ze'a'narrower'domain?'
• Incremental'GC''
– We'thought'something'like'[Seligman,'Grarup]'
would'suffice.''

24.
Produc*ze'a'narrower'domain?'
• Incremental'GC'
– We'thought'something'like'[Seligman,'Grarup]'
would'suffice.''
• Support'ourselves'on'consul*ng'only.'
– Nope'–'needed'venture'capital'

25.
The'Java'License'
• You'can’t'call'yourself'“Java”'without'a'
Java'license'
• You'need'to'pass'the'TCK'test'suite'
– Not'available'without'license'
• To'get'a'Java'License'you'need'a'“value'
add”'

26.
The'Java'License'
• What’s'a'“value'add”?'

27.
The'Java'License'
• What’s'a'“value'add”?'

28.
The'Java'License'
• What’s'a'“value'add”?'

29.
The'Java'License'
• What’s'a'“value'add”?'
– Superior'performance!'

30.
The'Java'License'
• What’s'a'“value'add”?'
– Superior'performance!'
– What?'You'didn’t'like'that?'

31.
The'Java'License'
• What’s'a'“value'add”?'
– Superior'performance!'
– What?'You'didn’t'like'that?'
– OK…'Let’s'see…'Err..'“managability”'

32.
The'Java'License'
• Java'License'was'granted'2001'
– Helped'us'partner'up'with'BEA'Systems'and'
Intel'
– BEA'acquired'us'in'2002'
– Oracle'acquired'BEA'in'2008'
– Oracle'acquired'Sun'in'2010'

33.
What'did'we'accomplish?''
!

34.
The'real'value'adds'turned'out'to'be:''
• Mul*'*ered'support'for'paying'customers'
– Part'of'the'WLS'stack'
'

35.
The'real'value'adds'turned'out'to'be:''
• Monitoring'and'Serviceability'
– JRockit'Mission'Control'(now'Java'Mission'
Control)'
– Record'and'introspect'produc*on'systems'with'
zero'overhead.'
'

36.
The'real'value'adds'turned'out'to'be:''
• Pioneered'“SoY'real*me”'GC'
– Determinis*c'GC'
– Low'latency'GC'

37.
The'real'value'adds'turned'out'to'be:''
• Virtualiza*on'
– JRockit'Virtual'Edi*on'–'an'opera*ng'system'for'
Java'
– Shorter'paths'between'Java'and'hardware'
– Hypervisor'required'
– JRockit'VE'on'virtual'hardware'outperformed'
physical'Linux!'
'

38.
• The'benchmark'wars'
– Constantly'keeping'it'going'with'Sun'and'IBM,'
driving'Java'server[side'performance'
'
The'real'value'adds'turned'out'to'be:''

39.
…'and'then'
• JRockit'became'the'default'JVM'in'the'Oracle'
stack'in'2008'
• ExaLogic'
'

40.
INTERNALS!
@SimmsUpNorth

41.
Code'Genera*on'

42.
Code'genera*on'–'No'Interpreter'
• Keep'test'matrix'small'
• Keep'opera*onal'complexity'down'
• Targe*ng'server'side'apps'–'warmup'a'small'
issue'
• “Code'caching'/'AOT'can'be'done'later”'

43.
Code'genera*on'–'One'JIT'
• Keep'test'matrix'small'
• Keep'opera*on'complexity'down'
• Run'it'in'different'modes,'with'maximum'code'
reuse'
• Same'IR'throughout'
– With'gradual'augmenta*ons'

44.
But…'
• Startup'became'a'problem'
– We'removed'op*mizers'and'added'as'a'“spine”'to'
the'normal'JIT'pipeline.''
• Lazy'code'genera*on'through'trampolines'
• Same'mechanism'for'code'invalida*on'
• Bookkeeping'to'iden*fy'a'program'point'
down'to'any'individual'machine'instruc*on'

45.
Code'Genera*on'
• Same'“spine”'used'in'all'*ers'of'code'
genera*on'

46.
Code'Genera*on'
• Same'“spine”'used'in'all'*ers'of'code'
genera*on'

47.
Op*miza*ons'
• In'and'out'of'SSA'
• Applied'to'all'levels'of'IR'
– Loop%peeling,%value%numbering,%String%append%explosion,%Type%check%removal,%
sign%extension%elimina;on,%copy%propaga;on,%bounds%check%removal,%virtual%to%
fixed%calls,%inlining,%if%short%circui;ng,%straightening,%strength%reduc;on,%
constant%propaga;on,%dead%code%removal,%out%of%loop%hois;ng,%explode%
objects%and%array%copies,%boxing%%unboxing%removal,%local%escape%analysis,%
ASM%peephole%op;miza;on,%redundant%memory%access%removal,%etc%etc%etc…%
• Support'for'regionalized'IRs'
• Graph'Fusion'Register'Allocator'

48.
Op*miza*on'Targets'
• Thread'sampling'
• Partly'taken'over'by'safe'point'based'
approach'in'R28'
• Some'code'instrumenta*on,'for'example'for'
inlining'path'
– Not'in'the'general'case,'e.g'invoca*on'counters'

49.
Op*miza*on'Targets'
• Hardware'sampling'where'available'
– Only'good'thing'about'IA64?'
– Could'also'match'e.g.'L2'misses'to'program'points'
• Bugging'the'processor'manufacturers'since'
2002'about'userland'PC'sample'buffer.'
• JRockit'VE'x'1000'more'samples'–'significantly'
proven'shorter'warmup'

50.
HotSpot'style?'
• On[stack'replacement?'
• Deop*miza*on?'

51.
HotSpot'style?'
• On[stack'replacement?'
• Deop*miza*on?'
• Never'much'cared'for'any'it';[)'

52.
HotSpot'Style'OSR'and'Deop*miza*on'
• We’ve'never'found'a'prac*cal'use'case.''
– So'we'can’t'ever'swap'out'the'main'func*on'with'the'
microbenchmark'loop.'Who'cares?'
• An'assump*on'is'invalidated'
– Either'patch'code'directly'or'use'a'guard'when'
genera*ng'it'in'the'first'place'
• A'large'assump*on'
– Write'a'trap'in'the'code'and'schedule'lazy'
regenera*on'of'en*re'method'
• Not'strictly'true'for'dynamic'languages'

53.
HotSpot'Style'OSR'and'Deop*miza*on'
• We’ve'never'found'a'prac*cal'use'case.''
– So'we'can’t'ever'swap'out'the'main'func*on'with'the'
microbenchmark'loop.'Who'cares?'
• An'assump*on'is'invalidated'
– Either'patch'code'directly'or'use'a'guard'when'
genera*ng'it'in'the'first'place'
• A'large'assump*on'
– Write'a'trap'in'the'code'and'schedule'lazy'
regenera*on'of'en*re'method'
• Not'strictly'true'for'dynamic'languages'

54.
HotSpot'Style'OSR'and'Deop*miza*on'
• We’ve'never'found'a'prac*cal'use'case.''
– So'we'can’t'ever'swap'out'the'main'func*on'with'the'
microbenchmark'loop.'Who'cares?'
• An'assump*on'is'invalidated'
– Either'patch'code'directly'or'use'a'guard'when'
genera*ng'it'in'the'first'place'
• A'large'assump*on'
– Write'a'trap'in'the'code'and'do'regenera*on'of'en*re'
method'
• Not'strictly'true'for'dynamic'languages'

55.
HotSpot'Style'OSR'and'Deop*miza*on'
• We’ve'never'found'a'prac*cal'use'case.''
– So'we'can’t'ever'swap'out'the'main'func*on'with'the'
microbenchmark'loop.'Who'cares?'
• An'assump*on'is'invalidated'
– Either'patch'code'directly'or'use'a'guard'when'
genera*ng'it'in'the'first'place'
• A'large'assump*on'
– Write'a'trap'in'the'code'and'do'regenera*on'of'en*re'
method'
• Not'strictly'true'for'dynamic'languages'

56.
“Garbage'collec*ng'code”'
• Code'kept'in'binary'tree'of'code'blocks'~'64M'
– More'if'large'pages'enabled'
• Class'loader'unloading'!'garbage'collec*on'
• Reference'count'to'ac*ve'code'modified'when'
backpatching'
• Specialized'usage'of'code'blocks.'
– Trampolines'only'
– Op*mized'code'only'

57.
Bytecode'is'bad'–'kill'it'quickly'
• What’s'with'the'goto:s?'
• Why'can'it'express'more'than'Java'source'
code?''
– OK'we'understand'the'mul*'language'
concept,'we'sorta'forgive'you.'
– But'man,'dominators'and'loop'analysis'–'
that’s'a'lot'of'compile'*me'

58.
Bytecode'is'bad'–'kill'it'quickly'
• …and'why'is'it'a'stack'machine'AND'a'
register'machine'with'65535'registers'at'
the'same'*me!? ' ''
• Ini*ally'tried'to'reconstruct'ASTs'
– Obfuscators'etc'made'this'predy'hopeless.'
• ~15%'of'the'klocs'in'JRockit/codegen'do'
flow'control'analysis'on'the'goto:s'

59.
The'IR'
• Use'IR'everywhere'(or'Java)'
• The'IR'should'ideally'reflect'any'of'several'
pluggable'frontends.' ''
– We'played'around'with'CLR'a'bit.'
– These'days'–'dynamic'languages':[)'
• No'Sea'of'Nodes'
• No'HotSpot'style'“high'level'IR'is'low'
level”'

60.
The'IR'
• Simple'IR'in'MIR'form'(playorm'independent)'

61.
The'IR'–'Design'Ra*onale'
• We'had'some'compiler'experience'–'wanted'
to'be'on'track'quickly.'Do'it'the'tradi*onal'
way.'
• We'are'not'“wrong”.'LLVM'is'very'similar.'

62.
The'IR'–'Design'Ra*onale'
• Tiered:%highest%;er%=='always'high'level'
• Hardware'agnos*c.''
• No'architecture'specific'memory'ops'
• Tiered:%lowest%;er%=='always'the'na*ve'
architecture'instruc*on'for'instruc*on.''
• A'gradual'transi*on.''
• A'CPU'has'no'sea'of'nodes.'

63.
The'IR'
• Highest'IR'level'may'have'opera*ons'as'
operands'
• Intrinsics'everywhere'
– arraycopy, membar, cmpuXX, sse4IndexOf,
doubleToLongBits, crypto, Math.sin%and%
so%on%…'
• Regret'not'doing'more'in'SSA'form'

64.
The'IRInfo'“database”'
• Lazily'computable'informa*on'
– Liveness'
– Dominators'
– Loop'informa*on'
– Aliases'
– Type'inference'
– Ranges'
– Nullness'analysis'
– …'
– Invalidate'on'modifica*on.'
• Not'a'very'stable'model.'

65.
Memory'management'
!

66.
Transi*on:'object'layout,'types'and'
livemaps…'

67.
Object'layout'and'types'
• Object'headers'should'be'fixed'sized.'
• JRockit'Object'header'is'32'+'32'bits'on'all'
playorms'with'some'content'varia*ons.'
• [Grove]'ramblings'on'object'models'
• Type'tree'maintained'similar'to'[Krall,'Vitek,'
Horspool]''
'

68.
Livemaps'(oopmaps)'
• Registers'and'stack'slots'on'the'local'frame'
that'contain'objects.''
• Nothing'strange'here.'Required'for'non[
conserva*ve'garbage'collec*on'of'any'sort.'
• Internal'pointer'bit'
• Forms'the'root'set.''
• Rollforwarding'vs'the'safepoint'approach'

69.
Transi*on'['Livemaps'

70.
Memory'management'
• Garbage'collectors'
– Concurrent'
– Parallel'
– Determinis*c'
• With'or'without'genera*ons'

71.
Memory'management'
• Concurrent'collec*on'
– Your'basic'genera*onal'concurrent'mark'and'
sweep'collector'[Printezis,'Detlefs]'
– Supports'mul*'genera*on'(1)'young'spaces.'
• Combats'heavy'object'alloca*on'situa*ons.'
• Adap*vely'balanced'against'copy'overhead'
– Write'barriers'before'object'writes'
– Minimize'stopping'the'world'
– Young'collec*ons'use'a'variant'of'stop''copy'

72.
Memory'management'
• Can'also'run'with'a'parallel'policy'
– Stop'the'world'and'clean'up'quickly'
– Only'throughput'oriented'
– No'write'barriers,'as'there'is'no'need'for'a'
card'table'

73.
Mark''Sweep'
• Backbone'of'GC'based'on'tradi*onal'tri[
color'mark'and'sweep'
• Adap*ve'thread'usage'and'addi*onal'
concurrency'

74.
Mark''Sweep'
• Two'colors'–'not'three.'
– Object'is'in'one'of'two'sets'
– Live'objects:'grey'bits'(mix'of'grey''black'
objects'in'tradi*onal'tri[coloring)'
– Dis*nc*on'handled'by'pu~ng'grey'objects'in'
thread'local'queues'for'each'GC'thread.''
– Parallel'threads'can'work'on'thread'local'data'
– Efficient'prefetching'is'possible'due'to'FIFO'
order.'

75.
No'permgen!'
Ever!'

76.
Other'nice'features'
• No'permgen!!!'Ever!'

77.
Other'nice'features'
• No'permgen!!!'Ever!'
• Pinned'objects.'
– Fast'memory'buffers'
– Also'enable'non[con*guous'heaps'

78.
Other'nice'features'
• No'permgen!!!'Ever!'
• Pinned'objects.'
– Fast'memory'buffers.'
– Also'enable'non[con*guous'heaps.'
• Compac*on'
– “Internal'and'external”.''
– G1'evacuates'regions'instead'with'a'stop'the'
world[and[copy'policy'similar'to'JRockit'YC'

79.
Memory'management'
• Concurrent'GC'has'an'addi*onal'set:'live'bits'
– Contains'all'live'objects'in'the'system,'including'
the'newly'created'ones.''
– JRockit'can'quickly'find'objects'that'have'been'
created'during'a'concurrent'mark'phase.''
– Card'tables''
• Not'just'for'genera*onal'GC'
• Also'to'avoid'searching'the'en*re'live'object'graph'
when'a'concurrent'mark'phase'cleans'up.'
• Just'look'at'dirty'cards'at'the'end'of'the'mark'phase.'

80.
Young'Collec*ons'
• A'variant'of'stop'and'copy'is'used.''
– All'threads'are'halted'and'objects'are'
deleted'or'promoted'
– Hierarchical'breadth'first'copy'for'cache'
locality'
• Parallelizes'nicely'
• Many'threads'always'harvest'a'young'
space'

81.
Young'Collec*ons'
• Young'and'old'collec*ons'may'occur'at'same'
*me.'
– All'bit'sets'and'data'structures'can'be'shared'as'
long'as'the'old'collec*on'is'guaranteed'to'see'all'
cards'that'have'become'dirty'during'a'
concurrent'phase.'(Extra'card'table'to'record'this'
“difference”'–'“modified'union'set”)''
– Keep'this'intact'for'old'collec*on'

82.
Thread'Local'Alloca*on'
• Thread'local'alloca*on''
• Thread'local'areas'are'roughly'L2'cache'
sized'and'objects'are'allocated'here'
before'they'are'forced'upon'the'heap'

83.
Compressed'References'
• For'less'than'4'(or'4'*'x)'GB'of'maximum'
heap'size'
• Use'32'bit'pointers'(or'32'+'log2(x)'bits)'
CompRef compress(Ref ref) {
return (uint32_t)ref; //truncate reference to 32-bits
}
Ref decompress(CompRef ref) {
return globalHeapBase | ref;
}

84.
Compressed'References'
• For'less'than'4'(or'4'*'x)'GB'of'maximum'
heap'size'
• Use'32'bit'pointers'(or'32'+'log2(x)'bits)'
CompRef compress(Ref ref) {
return (uint32_t)ref; //truncate reference to 32-bits
}
Ref decompress(CompRef ref) {
return globalHeapBase | ref;
}
CompRef compress(Ref ref) {
return (uint32_t)(ref log
(objectAlignment));
2
}
Ref decompress(CompRef ref) {
return globalHeapBase | (ref log
(objectAlignment));
2
}

85.
Determinis*c'GC'
• QoS'level'for'latencies.'“No'more'than'X'ms”'
• Down'to'single'digits'on'modern'x86'
hardware'
• Caveat:'live'data'on'heap'is'the'main'
constraint.''
– Up'to'50%'of'heap'live'data's*ll'feasible'

86.
Determinis*c'GC'

87.
Determinis*c'GC'–'How?'
• Greedy'strategy'
– Postpone'stopping'the'world'for'as'long'as'
possible.'
– Maybe'the'problem'goes'away'and'we'don’t'have'
to'stop'the'world'
• Split'up'everything'into'work'packets'
– Drop'them'at'any'*me.'

88.
Determinis*c'GC'–'How?'
• Efficient'paralleliza*on.'
– Mark'phase'is'90%'of'GC'*me''
• Efficient'heuris*cs'
– Some'more'work'in'e.g.'write'barriers'

89.
Threads'and'Synchroniza*on'
!

90.
Threads'and'Synchroniza*on'
• A'java.lang.Thread'is'a'na*ve'thread.'
– Interes*ng,'though:'thread'pooling'and'
pseudo'thin[threads'are'back,'for'example'in'
Akka.'
– Java'8'–'Collection.parallelStream
– The'world'is'moving'towards'implicit'
parallelism'in'general'
• Most'of'the'JRockit'thread'code'and'
adap*vity'logic'is'wriden'in'Java'

91.
Threads'and'Synchroniza*on'
• Locks'are'thin'or'fat''
– Adap*ve'infla*on'and'defla*on'
• Lazy'locking'(biased'locking'supported)'
– Adap*ve'heuris*cs'for'banning'and'retrying'
the'lazy'approach.'

92.
Threads'and'Synchroniza*on'
public class PseudoSpinlock {
private static final int LOCK_FREE = 0;
private static final int LOCK_TAKEN = 1;
public void lock() {
//burn cycles
while (cmpxchg(LOCK_TAKEN, lock) == LOCK_TAKEN) {
micropause(); //optional
}
}
public void unlock() {
int old = cmpxchg(LOCK_FREE, lock);
//guard against recursive locks
assert(old == LOCK_TAKEN);
}
}

93.
Threads'and'Synchroniza*on'
• Locks'are'thin'when'first'taken'
• Time'spent'in'lock'and'*mes'taken'
triggers'infla*on'
• wait'or'notify'immediately'inflates'a'
lock'
• Fat'locks'are'also'deflated'when'
uncontended'for'too'long'
'

94.
Threads'and'Synchroniza*on'

95.
Threads'and'Synchroniza*on'
• Thin'lock'lifecycle'

96.
Threads'and'Synchroniza*on'
Thin''fat'lock'lifecycle'

97.
Lock'Pairing'
• Bytecode'again'–'no'restric*on'on'
matching'monitorenter'with'
monitorexit
• Not'all'of'them'can'be'analyzed'by'the'JIT'

98.
Lock'Pairing'
• We'can'store'what'we'know,'and'make'
unlocks'quick.''
– Lock'tokens'(the'object'OR'3'bits)'
• Thin,'fat,'recursive,'lazily'taken,'unmatched'
– Livemap'system'contains'nes*ng'order.'

99.
Op*miza*ons'
• A'lot'of'smallish'code'gen'transforms:'e.g.'Lock'fusion'
• “Fat'spin”'
• Lazy'unlocking'(biased'locking)'
– Start'assuming'all'locks'are'lazy.'Tag'thin'locks'as'lazily'
locked.'
– If'object'already'lazily'locked'
• If'it’s'the'same'thread:'profit'
• Else'–'stop'the'lock'holder,'detect'the'“real”'lock'state'by'stack'
walk.'Convert'to'thin'lock'or'forcefully'unlock'it'
– Transfer'bits'
– Heuris*cs:'object'and'class'banning.'Ageing.'

100.
Threads'and'Synchroniza*on'
• Thin,'fat''lazy'lock'lifecycle'

101.
Export'it'all!'–'JRockit'Mission'Control'
(now'Java'Mission'Control)'
!
@javamissionctrl!
$JAVA_HOME/bin/jmc

102.
Mission'Control'
• Use'“free”'run*me'informa*on!'
– JRockit'(Java)'Mission'Control'
• JRockit'(Java)'flight'recorder'
• Memory'leak'detector'(JRockit'only)'
• Management'console'
• $JAVA_HOME/bin/JCMD'(used'to'be'JRCMD)'
• Everything'in'the'VM'abstracted'into'an'
event'that'may'or'may'not'have'a'dura*on'
• Soon:'public'API'

103.
Java'Flight'Recorder'
• Always'on'
– Excellent'for'debugging'and'analysis'of'crashes'
– Can'be'set'to'record'more'intrusively'for'periods'in'
produc*on'
• E.g.'extensive'lock'profiling'
• Everything'is'an'event'
• Buffered'recording'–'the'last'n'seconds'available'
at'any'crash'or'when'a'command'is'given.'
• Very'fine'precision.'
– Mul*media'*mers'and'system'hardware'support'
required'for'e.g.'latencies'

104.
Latency'Analysis'

105.
The'Management'Console'
• Peek'into'the'running'produc*on'JVM'
• Add'triggers'on'events'
• Interact'with'the'VM:'force'GC'etc.'

106.
The'Memory'Leak'Detector'
• Introspect'the'type'graph'in'real*me.'
Look'for'types'that'are'growing'despite'
GC:s'
• “Trending'alloca*ons”'

107.
Studying'a'recording'offline'

108.
JRockit'Virtual'Edi*on'

109.
Is'the'JVM'an'OS?'

110.
Is'the'JVM'an'OS?'
• Add'a'coopera*ve'aspect'to'thread'switching'
• Zero[copy'networking'code'
• Reduce'cost'of'entering'OS'
• Balloon'driver'
• Runs'only'on'hypervisor'
• Facilitates'pauseless'GC'

111.
Is'the'JVM'an'OS?'

112.
Thank'you!'
'
Would!you!like!to!!
know!more?!
Oracle'JRockit'–''
the'Defini3ve'Guide'