Every time we touch the size of JVM heap for Elasticsearch we can
meet indisputable statement "don't let the heap to be bigger than 32GB -
this is a magical line". Of course making heap bigger than 32G means that
we lose OOPs. There are tons of blogs posts and articles which shows how
switching OOPs influence on application heap usage (eg.
Lets ask ourselves a question if this is a very big problem for ES&Lucene
I analyzed a few heap dumps from ES. The maximum size of the heap was set
below magical boundary (Xmx was 30GB). In all cases I can see similar
pattern but let's discuss it based on a single example. One heap dump I
took had around 16GB (slightly more) of reachable objects in it. There were
about 70M objects. Of course I cannot just take 70M to see how much of the
heap I can save by having OOPs enabled but I also tried to analyze the
number of references to objects (because some objects are referenced
multiple times from multiple places). This gave me a number around 110M
inbound references so OOPs let us save about 0.5GB of memory so when we try
to estimate, this would mean around 1GB when whole the heap is currently
in use (as I wrote earlier only 16GB of reachable objects were in heap) -
for analyzed case. Moreover I can observe this:
2M objects of type long which take 6G of heap
280K objects of type double which take 4.5G of heap
10M objects of type byte which take 2.5G of heap
4.5M objects of type char which take 500M of heap
When we sum all of sizes we can see 13.5GB of primitive arrays pointed by
less than 20M references. As we can see ES&Lucene use a lot of arrays of
Elasticsearch is very "memory-hungry" especially when using aggregations,
multi-dimensional aggregations and parent-child queries. I think sometimes
it is reasonable to have a bigger heap if we have enough free resources.
Of course we have to remember that the bigger heap means more work for GC
(and currently used in JVM: CMS or G1 are not very efficient for large
heaps), but ... Is there really a magical line (32GB) after crossing we get
into "JVM troubles" or we can find a lot of cases where crossing the
magical boundary makes sense?
I'm curious what are your thoughts in this area?
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