jm + off-heap   5

Troubleshooting Problems With Native (Off-Heap) Memory in Java Applications
quite good advice on dealing with memory problems caused by off-heap DirectByteBuffers in java 8.

'Furthermore, the JDK caches one or more DirectByteBuffers per thread, and by default, there is no limit on the number or size of these buffers. As a result, if a Java app creates many threads that perform I/O using HeapByteBuffers, and/or these buffers are big, the JVM process may end up using a lot of additional native memory that looks like a leak'.

'java.lang.OutOfMemoryError: Direct buffer memory' is the indicative error message.
java  off-heap  buffers  memory  memory-leaks  gc  jdk  ops 
4 weeks ago by jm
Debugging Java Native Memory Leaks (
Using jemalloc to instrument the contents of the native heap and record stack traces of each chunk's allocators, so that leakers can be quickly identified (GZIPInputStream in this case).

See also , .
debugging  memory  jvm  java  leaks  memory-leaks  leak-checking  jemalloc  malloc  native  heap  off-heap  gzipinputstream 
january 2017 by jm
Dynamic Tuple Performance On the JVM
More JVM off-heap storage from Boundary:
generates heterogeneous collections of primitive values and ensures as best it can that they will be laid out adjacently in memory. The individual values in the tuple can either be accessed from a statically bound interface, via an indexed accessor, or via reflective or other dynamic invocation techniques. FastTuple is designed to deal with a large number of tuples therefore it will also attempt to pool tuples such that they do not add significantly to the GC load of a system. FastTuple is also capable of allocating the tuple value storage entirely off-heap, using Java’s direct memory capabilities.
jvm  java  gc  off-heap  storage  boundary  memory 
may 2014 by jm
storage of structured data in a continuous block of memory. The memory can be allocated on the heap using a byte[] array or can be allocated off the java heap in native memory. [...] Use cases: store/cache huge amounts of data records without impact on GC duration; high performance data transfer in a cluster or in between processes

handy OSS from Ruediger Moeller
structs  java  jvm  memory  off-heap  storage  reference 
may 2014 by jm

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