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https://issues.apache.org/jira/browse/PHOENIX-111?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13934551#comment-13934551
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Lars Hofhansl commented on PHOENIX-111:
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Talked to James at length off line.
For salted tables we need not worry about this, since we'd parallize along salt 
buckets anyway.

For matching a key to a schema, we need to confirm that the region start/end 
keys are always real keys (except first or last region of when we're salting). 
I believe that to be case: When a region is split HBase finds the optimal key 
that would the region in 1/2. So all start/end keys should be real keys that at 
some point existed in some HFile.


> Improve intra-region parallelization
> ------------------------------------
>
>                 Key: PHOENIX-111
>                 URL: https://issues.apache.org/jira/browse/PHOENIX-111
>             Project: Phoenix
>          Issue Type: Bug
>            Reporter: James Taylor
>            Assignee: Lars Hofhansl
>         Attachments: phoenix-111.txt
>
>
> The manner in which Phoenix parallelizes queries is explained in some detail 
> in the  Parallelization section here: 
> http://phoenix-hbase.blogspot.com/2013/02/phoenix-knobs-dials.html
> It's actually not that important to understand all the details. In the case 
> where we try to parallelize within a region, we rely on the HBase 
> Bytes.split() method (in DefaultParallelIteratorRegionSplitter) to split, 
> based on the start and end key of the region. We basically use that method to 
> come up with the start row and stop row of scans that will all run in 
> parallel across that region.
> The problem is, we haven't really tested this method, and I have my doubts 
> about it, especially when two keys are of different length. The first thing 
> that should be done is to write a few simple, independent tests using 
> Bytes.split() directly to confirm whether or not there's a problem:
> 1. Write some simple tests to see if Bytes.split() works as expected. Does it 
> work for two keys that are of different lengths? If not, we can likely take 
> two keys and make them the same length through padding b/c we know the 
> structure of the row key. The better we choose the split points to get even 
> distribution, the better our parallelization will be.
> 2. One case that I know will be problematic is when a table is salted. In 
> that case, we pre-split the table into N regions, where N is the 
> SALT_BUCKETS=<N> value. The problem in this case is that the Bytes.split() 
> points are going to be terrible, because it's not taking into account the 
> possible values of the row key. For example, imagine you have a table like 
> this:
> {code}
> CREATE TABLE foo(k VARCHAR PRIMARY KEY) SALT_BUCKETS=4
> {code}
> In this case, we'll pre-split the table and have the following region 
> boundaries: 0-1, 1-2, 2-3, 3-4
> What will be the Bytes.split() for these region boundaries? It would chunk it 
> up into even byte boundaries which is not ideal, because the VARCHAR value 
> would most likely be ascii characters in a range of 'A' to 'z'. We'd be much 
> better off if we took into account the data types of the row key when we 
> calculate these split points.
> So the second thing to do is make some simple improvements to the start/stop 
> key we pass Bytes.split() that take into account the data type of each column 
> that makes up the primary key.
> For Phoenix 5.0, we'll collect stats and drive this off of those, but for 
> now, there's likely a few simple things we could do to make a big improvement.



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