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https://issues.apache.org/jira/browse/MAHOUT-1233?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13679165#comment-13679165
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Grant Ingersoll commented on MAHOUT-1233:
-----------------------------------------

Also, note, we are likely to remove MeanShift
                
> Problem in processing datasets as a single chunk vs many chunks in HADOOP 
> mode in mostly all the clustering algos
> -----------------------------------------------------------------------------------------------------------------
>
>                 Key: MAHOUT-1233
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-1233
>             Project: Mahout
>          Issue Type: Question
>          Components: Clustering
>    Affects Versions: 0.7, 0.8
>            Reporter: yannis ats
>            Assignee: yannis ats
>            Priority: Minor
>             Fix For: 0.8
>
>
> I am trying to process a dataset and i do it in two ways.
> Firstly i give it as a single chunk(all the dataset) and secondly as many 
> smaller chunks in order to increase the throughput of my machine.
> The problem is that when i perform the single chunk computation the results 
> are fine 
> and by fine i mean that if i have in the input 1000 vectors i get in the 
> output 1000 vectorids with their cluster_ids (i have tried in canopy,kmeans 
> and fuzzy kmeans).
> However when i split the dataset in order to speed up the computations then 
> strange phenomena occur.
> For instance the same dataset that contains 1000 vectors and is split in  for 
> example 10 files then in the output i will obtain more vector ids(w.g 1100 
> vectorids with their corresponding clusterids).
> The question is, am i doing something wrong in the process?
> Is there a problem in clusterdump and seqdumper when the input is in many 
> files?
> I have observed when mahout is performing the computations that in the screen 
> says that processed the correct number of vectors.
> Am i missing something?
> I use as input the transformed to mvc weka vectors.
> I have tried this in v0.7 and the v0.8 snapshot.
> Thank you in advance for your time.

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