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Posted to user@cassandra.apache.org by Ruchir Jha <ru...@gmail.com> on 2014/04/10 20:57:28 UTC

Slow Memtable Flushes

We are a write intensive system and are running into some GC issues. The
above chart depicts our old gen utilization on one of our 12 cassandra
nodes. As you can see, we keep see-sawing between 20% - 75% utilization.
The 75% number is due to the default value of flushed_largest_memtables_at
= 0.75. If we set this setting lower, we are able to see an immediate
impact.

My theory is that we are not able to flush the memtables fast enough and
therefore build up objects in the old gen until we hit the 75% max at which
point, Cassandra flushes the largest memtables. The next thing I did is
look at nodetool tpstats to see if the flush writers were blocked, and saw
that the "All Time Blocked" to "Completed" ratio is about 0.45. I tried
jacking up the flush writers and this number went down, but this still did
not have any impact on our old gen utilization pattern.

Our Settings:
Each node is 16G with YoungGen = 4G and OldGen=8G. Memtable size = 5G
(around 1/3rd of heap size). Commit Log = 1G. memtable_flush_writers=16.

What am I missing?

Re: Slow Memtable Flushes

Posted by Ruchir Jha <ru...@gmail.com>.
No they are not. The only difference is my MaxTenuringThreshold = 15. My
CMS Occupancy Fraction is = 75 as well.


On Thu, Apr 10, 2014 at 3:04 PM, Mina Naguib <mi...@adgear.com> wrote:

>
> Are your GC settings modified from the default ?
>
> If I recall correctly, 75% is the default heap occupancy tripping point
> for the CMS garbage collector.
>
> You may want to increase the cassandra flush_largest_memtables_at to be
> beyond that point - it's meant as a semi-urgent safety valve and should not
> be tripped frequently.
>
>
>
>
> On 2014-04-10, at 2:57 PM, Ruchir Jha <ru...@gmail.com> wrote:
>
> <img
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
>
> ...
>
> [Message clipped]

Re: Slow Memtable Flushes

Posted by Mina Naguib <mi...@adgear.com>.
Are your GC settings modified from the default ?

If I recall correctly, 75% is the default heap occupancy tripping point for the CMS garbage collector.

You may want to increase the cassandra flush_largest_memtables_at to be beyond that point - it's meant as a semi-urgent safety valve and should not be tripped frequently.




On 2014-04-10, at 2:57 PM, Ruchir Jha <ru...@gmail.com> wrote:

> 
> 
> 
> We are a write intensive system and are running into some GC issues. The above chart depicts our old gen utilization on one of our 12 cassandra nodes. As you can see, we keep see-sawing between 20% - 75% utilization. The 75% number is due to the default value of flushed_largest_memtables_at = 0.75. If we set this setting lower, we are able to see an immediate impact. 
> 
> My theory is that we are not able to flush the memtables fast enough and therefore build up objects in the old gen until we hit the 75% max at which point, Cassandra flushes the largest memtables. The next thing I did is look at nodetool tpstats to see if the flush writers were blocked, and saw that the "All Time Blocked" to "Completed" ratio is about 0.45. I tried jacking up the flush writers and this number went down, but this still did not have any impact on our old gen utilization pattern. 
> 
> Our Settings:
> Each node is 16G with YoungGen = 4G and OldGen=8G. Memtable size = 5G (around 1/3rd of heap size). Commit Log = 1G. memtable_flush_writers=16.
> 
> What am I missing?