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https://issues.apache.org/jira/browse/LUCENE-7976?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16443559#comment-16443559
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David Smiley commented on LUCENE-7976:
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{quote}On a relatively quick test, setting indexPctDeletedTarget to 20% causes 
about 10% more bytes to be written. Setting it to 10% causes 50% more bytes to 
be written. Setting it to 50% (which is kind of the default now) causes the 
number of bytes written to _drop_ by about 10%, but I consider that mostly 
noise.
{quote}
Just curious, how did you go about measuring that?  

FWIW I recently wrote a custom MergePolicy and along with it I wrote a fairly 
generic "MergePolicy simulator" that takes the MergePolicy and over many 
iterations feeds it dummy segments and as output records what merging it was 
told to do, then collect stats on all this.  The "write amplification factor" 
(sum of all segments written / sum of new segments flushed).  It's able to do 
this extremely fast since no actual indexing/merging is done at all.  Maybe I 
should share it.  There's plenty more it could do to be improved; notably it 
doesn't have any deleted doc simulation.

> Make TieredMergePolicy respect maxSegmentSizeMB and allow singleton merges of 
> very large segments
> -------------------------------------------------------------------------------------------------
>
>                 Key: LUCENE-7976
>                 URL: https://issues.apache.org/jira/browse/LUCENE-7976
>             Project: Lucene - Core
>          Issue Type: Improvement
>            Reporter: Erick Erickson
>            Assignee: Erick Erickson
>            Priority: Major
>         Attachments: LUCENE-7976.patch, LUCENE-7976.patch, LUCENE-7976.patch, 
> LUCENE-7976.patch
>
>
> We're seeing situations "in the wild" where there are very large indexes (on 
> disk) handled quite easily in a single Lucene index. This is particularly 
> true as features like docValues move data into MMapDirectory space. The 
> current TMP algorithm allows on the order of 50% deleted documents as per a 
> dev list conversation with Mike McCandless (and his blog here:  
> https://www.elastic.co/blog/lucenes-handling-of-deleted-documents).
> Especially in the current era of very large indexes in aggregate, (think many 
> TB) solutions like "you need to distribute your collection over more shards" 
> become very costly. Additionally, the tempting "optimize" button exacerbates 
> the issue since once you form, say, a 100G segment (by 
> optimizing/forceMerging) it is not eligible for merging until 97.5G of the 
> docs in it are deleted (current default 5G max segment size).
> The proposal here would be to add a new parameter to TMP, something like 
> <maxAllowedPctDeletedInBigSegments> (no, that's not serious name, suggestions 
> welcome) which would default to 100 (or the same behavior we have now).
> So if I set this parameter to, say, 20%, and the max segment size stays at 
> 5G, the following would happen when segments were selected for merging:
> > any segment with > 20% deleted documents would be merged or rewritten NO 
> > MATTER HOW LARGE. There are two cases,
> >> the segment has < 5G "live" docs. In that case it would be merged with 
> >> smaller segments to bring the resulting segment up to 5G. If no smaller 
> >> segments exist, it would just be rewritten
> >> The segment has > 5G "live" docs (the result of a forceMerge or optimize). 
> >> It would be rewritten into a single segment removing all deleted docs no 
> >> matter how big it is to start. The 100G example above would be rewritten 
> >> to an 80G segment for instance.
> Of course this would lead to potentially much more I/O which is why the 
> default would be the same behavior we see now. As it stands now, though, 
> there's no way to recover from an optimize/forceMerge except to re-index from 
> scratch. We routinely see 200G-300G Lucene indexes at this point "in the 
> wild" with 10s of  shards replicated 3 or more times. And that doesn't even 
> include having these over HDFS.
> Alternatives welcome! Something like the above seems minimally invasive. A 
> new merge policy is certainly an alternative.



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