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https://issues.apache.org/jira/browse/BIGTOP-1366?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14217377#comment-14217377
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jay vyas edited comment on BIGTOP-1366 at 11/19/14 4:11 AM:
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Great work RJ ! ran {{gradle test}} and indeed, 
- it builds and runs the data gen unit tests *next step* ill wait for others to 
chime in, as far as i can tell, this is +1, and we now have
- the original mapreduce code works as well, so the pom.xml stuff is fixed.

now we have a powerfull, *spark* based data generator for bps. 

- There is one last step - we need to (1) move arch.dot one level up and (2) 
update the arch.dot file with the description of the new architecture/ You can 
easily do that with graphviz (paste contentes of arch.dot into erdos and edit). 
  Just create a jira for that please, assign to yourself. 

ill commit this tomorrow unless others have any issues.  



was (Author: jayunit100):
Great work RJ ! ran {{gradle test}} and indeed, 
- it builds and runs the data gen unit tests *next step* ill wait for others to 
chime in, as far as i can tell, this is +1, and we now have
- the original mapreduce code works as well, so the pom.xml stuff is fixed.

now we have a powerfull, *spark* based data generator for bps. 

- There is one last step - we need to ujpdate the arch.dot file with the 
description of the new architecture/  You can easily do that with graphviz 
(paste contentes of arch.dot into erdos and edit).   

ill commit this tomorrow unless others have any issues.  


> Updated, Richer Model for Generating Data for BigPetStore 
> ----------------------------------------------------------
>
>                 Key: BIGTOP-1366
>                 URL: https://issues.apache.org/jira/browse/BIGTOP-1366
>             Project: Bigtop
>          Issue Type: Improvement
>          Components: blueprints
>    Affects Versions: backlog
>            Reporter: RJ Nowling
>            Assignee: RJ Nowling
>            Priority: Minor
>              Labels: bigpetstore
>             Fix For: 0.9.0
>
>         Attachments: BIGTOP-1366.patch
>
>   Original Estimate: 8,736h
>  Remaining Estimate: 8,736h
>
> BigPetStore uses synthetic data as the basis for its workflow.  BPS's current 
> model for generating customer data is sufficient for basic testing of the 
> Hadoop ecosystem, **but the model is very basic and lacks sufficient 
> complexity for embedding interesting patterns into the data**.  
> As a result, **more complex, scalable testing such as testing clustering 
> algorithms in Mahout on non-trivial data or multidimensional data with 
> factors influencing it** is not currently possible.
> Efforts are currently underway to incrementally improve the current model 
> (see BIGTOP-1271 and BIGTOP-1272).  
> To create a model that can that incorporate **realistic, non-hierarchichal 
> patterns** and input data to generate rich customer/transaction data with 
> interesting correlations will require a re-imagining of the current model and 
> its framework.
> To support the improvements to the model in BigPetStore, I have been working 
> on an **alternative ab initio model, developed from scratch**. Since the 
> development of a new model involves substantial R&D work with more 
> specialized tools (mathematical and plotting libraries), I'm doing the 
> current work outside of BPS using the iPython Notebook environment.  Due to 
> the long time frame, the model will be developed on a separate timeline to 
> prevent slowing the development of BPS.  
> Once the model has stabilized, I will begin incorporating the model into BPS 
> itself.  One option is to implement the model in using Scala for clean 
> integration with **spark** which is likely to play an increasingly important 
> role in the hadoop ecosystem, and thus will be an important part of 
> bigpetstore as a test/blueprint app.



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