This is simple heap analyzer working from bottom to top (from biggest classes to their holders) based on https://github.com/aragozin/jvm-tools
- https://github.com/aragozin/jvm-tools and mvn clean install for installing dependency
- run HeapAnalyzer from u IDE or make some jar
This tool parse hava heaps (compressed too) and do:
- Scan all heap to build class histogram and find biggest (all instance counting) classes
- Scan all heap to make Map<BiggestClass, Map<instanceId, size>
- Scan all heap to make Map<{HolderClass,BiggestClass}, Map<holderInstanceId, sumSize>> where sumSize = size of all holded BiggestClass instances and sum of all sizes of holding they HolderInstances.
For example:
-
from histo we get that biggest classes is long[] and char[]
-
build map for long[] with all instances-sizes and map for char[] with all instances-sizes
-
iterate throught all objects in heap and if they point to any instance in map from (2) - collect it as, for example String,char[]->Map<StringInstanceId, sumOfStringObjectAndCharArray>
-
Repeat step 3 for times to get root holders (not really GC root, but after 2-3 steps we go from primitives to business objects and then we can debug it in runtime or better understand heap dump). After each iteration we get longer path from big object to GC root. TODO: add path filters to filter some primitive classes or paths
run HeapAnalyzer with command line arguments:
- path to heap dump, mandatory, no default value.
- BIGGEST_CLASS_TO_ANALYSE - number of biggest class to analyze, optional, default 2.
- HOLDING_TREE_HEIGHT - number of step 4 iteration, optional, default 2,
- HOLDING_TREE_WIDTH - after each step only biggest HOLDING_TREE_WIDTH path (with biggest total size) will be processed in next iteration, optional, default 20.
Tools based on Alexey Ragozin jvm-tools (hprof-heap part of it) and do very simple think: just open heap and scan all objects one by one for few times. First scan need to determinate biggest class in heap (just like it do jmap -histo:live ). Next step will map only instances of BIGGEST_CLASS_TO_ANALYSE biggest classes. After this step we have list of biggest class only. Second scan need to create map for each instances of classes, selected on previous step. After this step we have Map<Class, Map<location,size>> or Map<BiggestClass, Map<BiggestClassInstanceLocation,BCISize>> in another worlds. Before third step we convert it to Map<PathKey, Map<location, size>> by just wrapping BiggestClass with Path so we see not just BiggestClass, but [BiggerstClass] and can do all future step in same way. Third and any next scan need to collect all back refs for all out instances and aggregate it by class. After this step we get same Map<PathKey, Map<location,size>>, but PathKey contains not only [BiggestClass], but one more class name, witch instances hold some biggest class instances. For example if we found that biggest class is char[] after first scan, then after second scan we collect full map of char[]'s in heap (all instances with it's locations) and on third scan we will test for every object (class instance) in heap: if any of object fields have object ref type - we try to find it in map of char[] and if we can do it, then current object have reference to char[] and we know char[] size (without necessity to seek to char[] location in heap file) so we can try to add or modify record in scan result map. Record key will be: [current object class, for example String, char[]] or [java.lang.String,char[]] and value will be Map with current object (String) location and char[].size+String.size or <String.location,String.size+char[].size>.
Lets see real example. We get large heap dump (31g) and jmap show us that biggest class is long[] (more than 20g total size). But how we can find place in our code where all these long[] holded? We need get few steps of back reference analys to get biggets paths and get some application classes in it.
Use HeapAnalyzer as jar library with such parameters: java -Xmx8g -cp heap-analyzer.jar HeapAnalyzer.HeapAnalyzer /mnt/hd23931.hprof 2 3 20 where 2 - analyze only 2 biggest classes, in out example its long[] and java.lang.Object[] 3 - do 3 iteration or backreference analysis (and we get path with length four) 20 - use only 20 biggest paths in next step (in this example I specify 99999 by mistake so we will see some unnecesary paths with very small size, don't do it becouse of CPU cost of searching ref in huge amount of maps)
- SomeClassNNN - just obfuscation of commersial classes, not intresting in our example
We need to copy some class (long[]) and try to find biggest pathes with long[]. After first iteration we get major path of long[] {java.util.BitSet,long[]}, size=15549369703, count=2142803} so if we wanna know where such BitSet stored (15g of summary BitSet.size plus linked long[].sizes) , we need to do the same: copy path and try to find it in next iteration and we found {org.apache.ignite.internal.util.GridPartitionStateMap,java.util.BitSet,long[]}, size=15643590926, count=2142446} (15g of summary GridPartitionStateMap.size plus linked BirSet.size + linked long[].size). Bingo! We found that more than 15g of 20g long[] holded by GridPartitionStateMap objects. If it still not enought - just increase max depth of analysis to get object with hold GridPartitionStateMap. I recomend to start with depth=10 and run analysis with somethink like tee: java -Xmx8g -cp heap-analyzer.jar HeapAnalyzer.HeapAnalyzer /mnt/hd23931.hprof 5 10 20 | tee /tmp/FD5122.txt so u can see result after each step and if it's not enought - just wait for next step to complete... Btw, speed of heap scanning is about 200Mb for first two scans and about 100Mb for next ones (depend of HOLDING_TREE_WIDTH parameter) on my laptop (i7 and ssd is present).
System property HIST_SIZE lidmit initial class histogram size, default value is 500.
Wed Nov 29 15:59:49 NOVT 2017 Loading /mnt/ssd/work/gg/FD/FD-5122_memory_consumption/real/hd23931.hprof...
Wed Nov 29 16:01:44 NOVT 2017 Heap loaded. Searching for biggest classes...
1 20669881600 2200098 long[]
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296 106896 4454 org.apache.ignite.internal.binary.BinaryFieldMetadata
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298 105792 4408 java.util.TreeMap$KeySet
299 105600 4400 org.apache.ignite.internal.processors.cache.persistence.file.RandomAccessFileIO
300 105576 4399 org.apache.ignite.internal.processors.cache.persistence.freelist.PagesList$CutTail
301 105120 2920 org.apache.ignite.internal.pagemem.wal.record.CacheState
302 105072 4378 org.apache.ignite.internal.processors.query.QueryIndexDescriptorImpl$1
303 104912 6557 java.lang.ref.ReferenceQueue$Lock
304 104192 3256 org.apache.ignite.internal.processors.cache.distributed.dht.atomic.GridDhtAtomicCache$13
305 104192 3256 org.apache.ignite.internal.processors.cache.distributed.dht.atomic.GridDhtAtomicCache$12
306 103920 2165 java.util.Collections$UnmodifiableMap
307 102072 4253 org.apache.ignite.internal.processors.cache.persistence.freelist.FreeListImpl$WriteRowHandler
308 102072 4253 org.apache.ignite.internal.processors.cache.persistence.freelist.FreeListImpl$UpdateRowHandler
309 102072 4253 org.apache.ignite.internal.processors.cache.persistence.freelist.FreeListImpl$RemoveRowHandler
310 101424 4226 java.util.concurrent.ConcurrentHashMap$EntrySetView
311 100432 2507 org.h2.expression.Expression[]
312 96264 4011 com.sun.proxy.$Proxy111
313 93312 2932 java.lang.reflect.Type[]
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315 91936 1352 java.util.WeakHashMap$Entry
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318 91120 670 java.util.jar.JarFile$JarFileEntry
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322 87395 227 org.apache.xerces.impl.dv.xs.XSSimpleTypeDecl
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324 85552 1608 org.apache.ignite.internal.processors.query.GridQueryProperty[]
325 85272 3084 sun.reflect.generics.tree.FieldTypeSignature[]
326 83681 2041 SomeType41
327 83312 5207 javax.cache.expiry.EternalExpiryPolicy
328 83240 795 org.apache.xerces.impl.xs.opti.NodeImpl[]
329 82280 1870 java.lang.StackTraceElement
330 81520 2038 sun.reflect.generics.reflectiveObjects.ParameterizedTypeImpl
331 80608 2519 SomeType42
332 80448 1676 sun.reflect.generics.tree.MethodTypeSignature
333 80145 685 java.beans.PropertyDescriptor
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336 79104 3296 java.util.LinkedHashMap$LinkedKeySet
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349 78144 3256 org.apache.ignite.internal.processors.cache.distributed.dht.atomic.GridDhtAtomicCache$3
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351 78144 3256 org.apache.ignite.internal.processors.cache.distributed.dht.atomic.GridDhtAtomicCache$2
352 77824 2048 org.apache.ignite.internal.processors.query.h2.database.io.H2ExtrasInnerIO
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355 74680 139 char[][]
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358 70912 2216 java.util.ArrayDeque
359 70650 1413 org.apache.ignite.cache.affinity.rendezvous.RendezvousAffinityFunction
360 70416 4401 sun.nio.ch.FileDispatcherImpl
361 69632 2048 org.apache.ignite.internal.processors.query.h2.database.io.H2ExtrasLeafIO
362 69360 510 org.apache.ignite.internal.managers.discovery.DiscoCache
363 69344 148 java.util.concurrent.locks.Lock[]
364 68746 929 sun.util.calendar.ZoneInfo
365 68200 682 org.apache.ignite.internal.processors.query.h2.opt.GridH2KeyValueRowOnheap
366 68080 1840 org.h2.expression.Parameter
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368 66062 986 org.apache.xerces.impl.xs.opti.AttrImpl
369 65536 2048 org.apache.ignite.internal.processors.query.h2.database.io.H2ExtrasInnerIO[]
370 65536 2048 org.apache.ignite.internal.processors.query.h2.database.io.H2ExtrasLeafIO[]
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378 60768 1688 org.apache.ignite.internal.processors.query.QueryTypeIdKey
379 60564 1442 org.apache.ignite.internal.util.nio.GridNioServer$WriteRequestImpl
380 60480 840 java.util.Properties
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388 57144 2381 java.lang.Long
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394 53544 776 ch.qos.logback.classic.Logger
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412 46992 1958 org.apache.ignite.internal.processors.cache.distributed.dht.colocated.GridDhtColocatedCache$2
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424 45360 1008 org.h2.expression.ConditionInConstantSet
425 45248 808 org.apache.ignite.internal.IgniteComputeImpl
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431 43520 1088 org.apache.xerces.util.SymbolTable$Entry
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433 43172 172 org.springframework.beans.factory.support.RootBeanDefinition
434 42265 535 java.nio.DirectByteBuffer
435 41360 220 org.apache.ignite.thread.IgniteThread
436 41080 5 net.sf.saxon.om.NamePool$NameEntry[]
437 41080 5 net.sf.saxon.om.NamePool$NameEntry[]
438 41080 5 net.sf.saxon.om.NamePool$NameEntry[]
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447 38520 963 org.dom4j.tree.DefaultAttribute
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462 35316 218 sun.nio.ch.SocketChannelImpl
463 35080 350 java.security.ProtectionDomain[]
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466 34336 592 java.security.ProtectionDomain
467 34320 858 java.net.InetAddress$InetAddressHolder
468 34016 1063 org.h2.value.ValueTimestamp
469 33855 915 sun.security.util.DerValue
470 33792 1024 org.apache.ignite.spi.discovery.tcp.ServerImpl$PendingMessage
471 33696 702 org.apache.xerces.xni.QName
472 33696 702 org.apache.xerces.xni.QName
473 33075 189 java.io.ObjectStreamClass
474 33040 590 java.security.CodeSource
475 33040 826 org.apache.xerces.util.SymbolTable$Entry
476 33032 15 short[][]
477 32940 915 sun.security.util.DerInputBuffer
478 32928 2058 SomeType23
479 32736 682 org.h2.value.ValueJavaObject$NotSerialized
480 32648 404 org.apache.xerces.util.SymbolHash$Entry[]
481 32504 173 int[][]
482 32320 808 SomeType12
483 32256 1008 org.h2.expression.ConditionInConstantSet$1
484 32200 322 org.apache.ignite.internal.events.DiscoveryCustomEvent
485 32186 418 java.util.concurrent.ConcurrentHashMap$TreeNode
486 31828 146 org.apache.ignite.internal.processors.cache.persistence.MetadataStorage$MetaTree
487 31476 258 sun.net.www.protocol.jar.URLJarFile
488 30877 401 org.apache.ignite.internal.binary.BinaryMetadata
489 30732 591 java.util.concurrent.locks.AbstractQueuedSynchronizer$Node
490 30545 205 java.util.GregorianCalendar
491 30448 176 org.springframework.beans.GenericTypeAwarePropertyDescriptor
492 30420 845 sun.reflect.NativeConstructorAccessorImpl
493 30240 336 org.springframework.beans.PropertyValue
494 29928 1247 java.util.LinkedHashMap$LinkedValues
495 29744 676 org.apache.ignite.internal.processors.cache.distributed.dht.preloader.GridDhtPartitionExchangeId
496 29350 587 com.sun.org.apache.xerces.internal.impl.xs.XSParticleDecl
497 28920 723 org.apache.xerces.util.SymbolHash$Entry
498 28864 902 sun.security.x509.AVA[]
499 28864 902 sun.security.x509.AVA
500 28800 320 org.springframework.beans.PropertyValue
Wed Nov 29 16:03:57 NOVT 2017 Biggest classes collected. Mapping...
Wed Nov 29 16:05:55 NOVT 2017 Biggest classes mapped, search for holding objects...
Wed Nov 29 16:09:47 NOVT 2017 Next step:
{java.util.BitSet,long[]}, size=15549369703, count=2142803}
{org.apache.ignite.internal.processors.cache.distributed.dht.preloader.CachePartitionFullCountersMap,long[]}, size=5157514944, count=13664}
{java.util.ArrayList,java.lang.Object[]}, size=1838952968, count=5106583}
{java.util.concurrent.atomic.AtomicReferenceArray,java.lang.Object[]}, size=22844016, count=4482}
{org.apache.ignite.internal.pagemem.wal.record.CacheState,long[]}, size=21257760, count=2920}
{java.util.ArrayDeque,java.lang.Object[]}, size=16039744, count=2216}
{java.util.concurrent.atomic.AtomicLongArray,long[]}, size=4339456, count=20872}
{java.util.concurrent.CopyOnWriteArrayList,java.lang.Object[]}, size=4121432, count=71838}
{javax.management.ImmutableDescriptor,java.lang.Object[]}, size=900968, count=10752}
{sun.util.calendar.ZoneInfo,long[]}, size=608850, count=893}
{java.util.Vector,java.lang.Object[]}, size=444464, count=1054}
{sun.nio.ch.NativeThreadSet,long[]}, size=303717, count=4401}
{org.apache.ignite.internal.util.nio.GridSelectorNioSessionImpl,java.lang.Object[]}, size=130442, count=173}
{org.apache.ignite.internal.util.tostring.GridToStringThreadLocal,java.lang.Object[]}, size=63440, count=305}
{java.util.Stack,java.lang.Object[]}, size=37440, count=212}
{org.apache.xerces.util.AugmentationsImpl$SmallContainer,java.lang.Object[]}, size=23956, count=113}
{org.apache.xerces.util.AugmentationsImpl$SmallContainer,java.lang.Object[]}, size=23956, count=113}
{net.sf.saxon.tree.util.AttributeCollectionImpl,long[]}, size=23664, count=234}
{net.sf.saxon.tree.util.AttributeCollectionImpl,long[]}, size=23664, count=234}
{net.sf.saxon.tree.util.AttributeCollectionImpl,long[]}, size=23664, count=234}
{org.apache.ignite.internal.util.GridHandleTable,java.lang.Object[]}, size=20984, count=122}
{org.apache.xerces.util.AugmentationsImpl$SmallContainer,java.lang.Object[]}, size=19292, count=91}
{org.apache.ignite.internal.marshaller.optimized.OptimizedObjectInputStream$HandleTable,java.lang.Object[]}, size=18744, count=122}
{org.apache.ignite.internal.util.GridLongList,long[]}, size=18480, count=308}
{java.io.ObjectStreamClass$FieldReflector,long[]}, size=13924, count=77}
{org.springframework.beans.factory.support.RootBeanDefinition,java.lang.Object[]}, size=13250, count=46}
{java.lang.invoke.LambdaForm$Name,java.lang.Object[]}, size=12546, count=129}
{net.sf.saxon.z.IntHashMap,java.lang.Object[]}, size=11680, count=12}
{net.sf.saxon.z.IntHashMap,java.lang.Object[]}, size=11680, count=12}
{net.sf.saxon.z.IntHashMap,java.lang.Object[]}, size=11680, count=12}
{com.sun.istack.FinalArrayList,java.lang.Object[]}, size=10880, count=80}
{com.sun.istack.FinalArrayList,java.lang.Object[]}, size=10880, count=80}
{com.sun.istack.FinalArrayList,java.lang.Object[]}, size=10880, count=80}
{java.util.IdentityHashMap,java.lang.Object[]}, size=10864, count=19}
{org.eclipse.jetty.util.ArrayTrie,java.lang.Object[]}, size=9591, count=5}
{org.springframework.beans.factory.support.RootBeanDefinition,java.lang.Object[]}, size=9021, count=31}
{sun.nio.cs.StandardCharsets$Aliases,java.lang.Object[]}, size=8272, count=1}
{com.sun.org.apache.xerces.internal.impl.xs.models.XSDFACM,java.lang.Object[]}, size=7908, count=35}
{org.apache.kafka.common.protocol.types.Struct,java.lang.Object[]}, size=7488, count=92}
{java.lang.ClassNotFoundException,java.lang.Object[]}, size=5888, count=46}
{com.sun.org.apache.xerces.internal.util.AugmentationsImpl$SmallContainer,java.lang.Object[]}, size=5700, count=25}
{java.lang.ThreadLocal$ThreadLocalMap$Entry,java.lang.Object[]}, size=5304, count=51}
{com.sun.istack.internal.FinalArrayList,java.lang.Object[]}, size=4944, count=35}
{java.net.ConnectException,java.lang.Object[]}, size=3960, count=33}
{org.apache.kafka.common.protocol.types.Struct,java.lang.Object[]}, size=3520, count=43}
{java.util.concurrent.ArrayBlockingQueue,java.lang.Object[]}, size=3364, count=7}
{org.h2.util.BitField,long[]}, size=2100, count=1}
{org.apache.xerces.impl.xs.traversers.XSDComplexTypeTraverser,java.lang.Object[]}, size=1654, count=5}
{org.apache.xerces.impl.xs.traversers.XSDComplexTypeTraverser,java.lang.Object[]}, size=1654, count=5}
{java.util.EnumMap,java.lang.Object[]}, size=1576, count=8}
{org.apache.ignite.internal.processors.cache.persistence.pagemem.PageMemoryImpl,long[]}, size=1278, count=2}
{ch.qos.logback.core.helpers.CyclicBuffer,java.lang.Object[]}, size=1264, count=1}
{ch.qos.logback.core.helpers.CyclicBuffer,java.lang.Object[]}, size=1264, count=1}
{ch.qos.logback.core.helpers.CyclicBuffer,java.lang.Object[]}, size=1264, count=1}
{org.apache.xerces.impl.xs.traversers.XSDComplexTypeTraverser,java.lang.Object[]}, size=1240, count=4}
{org.apache.kafka.common.protocol.types.Struct,java.lang.Object[]}, size=1216, count=15}
{org.eclipse.jetty.util.ArrayTernaryTrie,java.lang.Object[]}, size=1091, count=1}
{org.h2.mvstore.Page,java.lang.Object[]}, size=1063, count=7}
{org.apache.ignite.internal.mem.unsafe.UnsafeMemoryProvider,long[]}, size=1040, count=2}
{org.apache.ignite.internal.util.StripedExecutor,long[]}, size=1024, count=2}
{com.sun.org.apache.xerces.internal.impl.XMLEntityManager,java.lang.Object[]}, size=996, count=4}
{java.util.PriorityQueue,java.lang.Object[]}, size=760, count=5}
{org.apache.log4j.ProvisionNode,java.lang.Object[]}, size=700, count=5}
{scala.collection.mutable.HashSet,java.lang.Object[]}, size=656, count=2}
{scala.collection.mutable.HashSet,java.lang.Object[]}, size=656, count=2}
{scala.collection.mutable.HashSet,java.lang.Object[]}, size=656, count=2}
{java.lang.OutOfMemoryError,java.lang.Object[]}, size=480, count=4}
{org.springframework.beans.factory.support.ManagedList,java.lang.Object[]}, size=436, count=4}
{java.sql.SQLException,java.lang.Object[]}, size=420, count=3}
{com.sun.xml.bind.v2.util.CollisionCheckStack,java.lang.Object[]}, size=404, count=2}
{com.sun.xml.bind.v2.util.CollisionCheckStack,java.lang.Object[]}, size=404, count=2}
{com.sun.xml.bind.v2.util.CollisionCheckStack,java.lang.Object[]}, size=404, count=2}
{java.lang.NumberFormatException,java.lang.Object[]}, size=360, count=3}
{sun.nio.cs.StandardCharsets$Cache,java.lang.Object[]}, size=336, count=1}
{sun.nio.cs.StandardCharsets$Classes,java.lang.Object[]}, size=336, count=1}
{com.google.common.collect.RegularImmutableSet,java.lang.Object[]}, size=328, count=2}
{com.google.common.collect.RegularImmutableList,java.lang.Object[]}, size=328, count=4}
{org.h2.mvstore.ConcurrentArrayList,java.lang.Object[]}, size=296, count=6}
{org.springframework.context.annotation.ConfigurationClassBeanDefinitionReader$ConfigurationClassBeanDefinition,java.lang.Object[]}, size=283, count=1}
{org.eclipse.jetty.util.BlockingArrayQueue,java.lang.Object[]}, size=260, count=1}
{org.apache.logging.log4j.core.util.datetime.FormatCache$MultipartKey,java.lang.Object[]}, size=228, count=3}
{org.springframework.beans.factory.support.ManagedList,java.lang.Object[]}, size=210, count=2}
{com.google.common.collect.RegularImmutableSet,java.lang.Object[]}, size=184, count=1}
{net.sf.saxon.expr.instruct.Bindery,long[]}, size=178, count=2}
{net.sf.saxon.expr.instruct.Bindery,long[]}, size=178, count=2}
{net.sf.saxon.expr.instruct.Bindery,long[]}, size=178, count=2}
{java.io.ObjectInputStream$HandleTable,java.lang.Object[]}, size=152, count=1}
{com.google.common.collect.RegularImmutableList,java.lang.Object[]}, size=152, count=2}
{org.postgresql.util.PSQLException,java.lang.Object[]}, size=148, count=1}
{org.springframework.context.annotation.ConfigurationClassParser$ImportStack,java.lang.Object[]}, size=148, count=1}
{org.springframework.cglib.core.ClassNameReader$EarlyExitException,java.lang.Object[]}, size=120, count=1}
{java.lang.Exception,java.lang.Object[]}, size=120, count=1}
{scala.Array$,java.lang.Object[]}, size=112, count=1}
{sun.util.locale.provider.LocaleResources$ResourceReference,java.lang.Object[]}, size=112, count=1}
{scala.Array$,java.lang.Object[]}, size=112, count=1}
{scala.Array$,java.lang.Object[]}, size=112, count=1}
{sun.invoke.util.Wrapper,long[]}, size=106, count=1}
{sun.invoke.util.Wrapper,java.lang.Object[]}, size=106, count=1}
{org.postgresql.core.v3.SimpleParameterList,java.lang.Object[]}, size=80, count=1}
{org.postgresql.core.v3.SimpleParameterList,java.lang.Object[]}, size=80, count=1}
{org.postgresql.core.v3.SimpleParameterList,java.lang.Object[]}, size=80, count=1}
{scala.collection.mutable.WrappedArray$ofRef,java.lang.Object[]}, size=57, count=1}
{scala.collection.mutable.WrappedArray$ofRef,java.lang.Object[]}, size=57, count=1}
{scala.collection.mutable.WrappedArray$ofRef,java.lang.Object[]}, size=57, count=1}
{org.apache.xerces.impl.xs.util.ObjectListImpl,java.lang.Object[]}, size=56, count=1}
{org.apache.xerces.impl.xs.util.ObjectListImpl,java.lang.Object[]}, size=56, count=1}
{ch.qos.logback.classic.spi.TurboFilterList,java.lang.Object[]}, size=56, count=1}
{ch.qos.logback.classic.spi.TurboFilterList,java.lang.Object[]}, size=56, count=1}
{ch.qos.logback.classic.spi.TurboFilterList,java.lang.Object[]}, size=56, count=1}
{org.apache.xerces.impl.Constants$ArrayEnumeration,java.lang.Object[]}, size=52, count=1}
{org.apache.xerces.impl.Constants$ArrayEnumeration,java.lang.Object[]}, size=52, count=1}
{org.apache.xerces.impl.Constants$ArrayEnumeration,java.lang.Object[]}, size=52, count=1}
{com.sun.org.apache.xerces.internal.impl.Constants$ArrayEnumeration,java.lang.Object[]}, size=52, count=1}
{scala.Array$,long[]}, size=24, count=1}
{scala.Array$,long[]}, size=24, count=1}
{scala.Array$,long[]}, size=24, count=1}
Wed Nov 29 16:20:32 NOVT 2017 Next step:
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Wed Nov 29 17:03:08 NOVT 2017 Next step:
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