Your project proposal looks great. Be sure to submit a final project proposal 
wherever it is you need to. 

Thanks,
Nakul

> On Apr 2, 2017, at 4:08 PM, Krishna Kalyan <krishnakaly...@gmail.com> wrote:
> 
> Hello All,
> I have updated the proposal. I hope this one is better. Please share your 
> feedback.
> 
> https://docs.google.com/document/d/1DKWZTWvrvs73GYa1q3XEN5GFo8ALGjLH2DrIfRsJksA/edit#
> 
> FYI : Student Application Deadline April 3 16:00 UTC. 
> 
> 
> Regards,
> Krishna
> 
>> On Sun, Apr 2, 2017 at 2:39 PM, Krishna Kalyan <krishnakaly...@gmail.com> 
>> wrote:
>> Hello Nakul,
>> My comments in Italics below.
>> 
>>> On Sat, Apr 1, 2017 at 11:27 PM, Nakul Jindal <naku...@gmail.com> wrote:
>>> Hi Krishna,
>>> 
>>> Here are some questions/remarks i have about parts of your proposal:
>>> 
>>> In the section titled Summary -
>>> 
>>> "The systematic evaluation of performance can be measured with performance 
>>> tests and micro-benchmarks"
>>> We currently do not have any micro benchmarks. Do you plan on adding any? 
>>> (It would be awesome, but remember to keep the number of tasks reasonable 
>>> given the time frame and your familiarity with the project)
>> - Removed micro bench marks from the proposal. 
>>> 
>>> Your summary section feels like its generally applicable for performance 
>>> testing on any project, which is good. However, when it comes to talking 
>>> about what you'd actually be doing, I see - " build a benchmark 
>>> infrastructure and conduct experiments, that compare different choices in 
>>> critical parts (sparsity thresholds, optimisation decisions, etc..)".
>> 
>> -  I agree and have made these changes.
>> 
>>> Going over each point:
>>> 
>>> 1. "build a benchmark infrastructure" - ok, i guess this subsumes pretty 
>>> much all the tasks involved 
>>> 2. "conduct experiments" - sure, although I think you mean testing your 
>>> benchmarking infrastructure, please correct me if this is not what you 
>>> meant 
>>> 3. "that compare different choices in critical parts"
>>>   a. "sparsity thresholds" - awesome. You'd need to figure out what 
>>> SystemML already does and what to add. 
>>>   b. "optimization decisions" - could you provide an example or two of what 
>>> exactly you mean by this. Do you mean to enable and/or disable certain 
>>> optimizations and run the perf suite and also automate the process? or 
>>> something else?
>>>   c. "etc" - more detail would be nice here. It would be nice to know what 
>>> exactly you are committing to.
>>> - will add more details in this section 
>>> 
>>> In the section titled Deliverables - 
>>> 
>>> You mention
>>> - "automation for all performance tests" - awesome! this is the primary task
>>> - "automatic scripts to test performance on a cloud provider" - this is 
>>> great
>>> - "web dashboard" - awesome! this is a nice-to-have
>>> 
>>> But before the "cloud provider" and "web dashboard" task, we'd like to 
>>> robustly check for errors and record performance numbers and generate 
>>> reports. (Tasks 2 - 6 on 
>>> https://issues.apache.org/jira/browse/SYSTEMML-1451). I see that you've 
>>> mentioned some of these tasks in you "Project milestones" section as 
>>> "Understand metrics to be captured like time, memory, errors". It'd be good 
>>> to put them here as well.
>> - Will add this information under Deliverables
>>> 
>>> Remember, you might also need to change the way SystemML reports errors and 
>>> performance numbers to complete your tasks. You, along with the currently 
>>> active members of SystemML might need to change the algorithms being tested 
>>> as well.
>> 
>> - Sure will keep this in mind and will account for this in proposal. 
>>> 
>>> In the section titled "Project Milestones" - 
>>> Your project timeline looks good, the initial set of things to before May 
>>> 30 and the fact that you've set aside the final week for buffer. You have 
>>> dug down into a week by week schedule, which is good. I have some 
>>> suggestion though:
>>> 
>>> You need to 
>>> T1. Understand what is happening now, try it out for yourself
>> 
>> - Yes, I am following the documentation to simulate benchmarks on my local 
>> system. 
>> 
>>> T2. You need to automate this process
>>> T3. You need to test that this automated process works as expected (and 
>>> make it robust)
>>> T4. You need to add additional capabilities (like micro-benchmarks and/or 
>>> parameterizing the tests and/or running it with sparse and dense sets)
>> 
>> - I will account for T3 and T4 more explicitly in my proposal.
>>  
>>> For each of the tasks that you mention in your deliverables, could you 
>>> please think about how you'd spend each week doing either T1-3 for a 
>>> deliverable that is now being done manually and T4 for one that is not 
>>> being done at all right now?
>>> Please revisit some of the tasks on your timeline with this in mind.
>>> 
>>> I'd also ask that you set some deliverable(s) for phase 1 (due on June 26), 
>>> phase 2 (due on July 26) and the final phase (ends on Aug 29).
>>> 
>>> A suggestion for the deliverables, if you wanted to be really ambitious and 
>>> complete every task possible :
>>> Phase 1 - implement infrastructure to launch perf suite and to detect 
>>> errors & report performance numbers in a plain text file
>>> Phase 2 - implement scripts to compare performance against older versions 
>>> of SystemML and other packages (Spark MLLib) and implement mechanism to 
>>> generate report(s) with errors and performance information in a spreadsheet 
>>> or pdf or on a web interface
>>> Phase 3 - add additional perf tests for more algorithms, different sparsity 
>>> thresholds and optimization levels and include them in the reports. Also 
>>> implement and test scripts to run the perf suite on a cloud provider; doing 
>>> this through a web UI.  
>>> 
>>> Something very conservative could be do 
>>> Phase 1 - automate perf suite and report perf numbers
>>> Phase 2 - make error reporting and handling robust, compare against 
>>> previous versions of systemml
>>> Phase 3 - add additional algorithms to the test suite, 
>> 
>> - I would prefer taking the conservative approach here.
>>> 
>>> These are just a suggestions, tweak it as you see fit.
>>> Having a deliverable attached to the end of a phase is a good thing. 
>>> 
>>> Hope I am not being too critical and hopefully this helps
>> 
>> - Not at all,  appreciate your feedback detailed reply. 
>> 
>> - Could you also let me know the co-mentors for this project?. I am working 
>> on the proposal and will share an updated version soon.
>>  
>>> -Nakul
>>> 
>>> 
>>> 
>>> 
>>>> On Fri, Mar 31, 2017 at 5:13 PM, Krishna Kalyan <krishnakaly...@gmail.com> 
>>>> wrote:
>>>> Hello All,
>>>> Based on "SYSTEMML-1451" and  relevant SystemML source code, I have 
>>>> updated the draft proposal. Please have a look and share your valuable 
>>>> feedback. 
>>>> 
>>>> https://docs.google.com/document/d/1DKWZTWvrvs73GYa1q3XEN5GFo8ALGjLH2DrIfRsJksA/edit?usp=sharing
>>>> 
>>>> Regards,
>>>> Krishna
>>>> 
>>>>> On Thu, Mar 30, 2017 at 8:20 PM, Krishna Kalyan 
>>>>> <krishnakaly...@gmail.com> wrote:
>>>>> Hello All,
>>>>> I have created a proposal for 
>>>>> 
>>>>> d) Perftest : automated performance tests of algorithms
>>>>> (I am most comfortable with bash scripting and Python)
>>>>> 
>>>>> https://docs.google.com/document/d/1DKWZTWvrvs73GYa1q3XEN5GFo8ALGjLH2DrIfRsJksA/edit?usp=sharing
>>>>> 
>>>>> Please share your feedback on the proposal. If someone from the community 
>>>>> could mentor, it would be great.
>>>>> 
>>>>> Regards,
>>>>> Krishna
>>>>> 
>>>>>> On Mon, Mar 27, 2017 at 6:07 PM, Krishna Kalyan 
>>>>>> <krishnakaly...@gmail.com> wrote:
>>>>>> Thanks Nakul,
>>>>>> Replied to the JIRA thread.
>>>>>> 
>>>>>> Cheers,
>>>>>> Krishna
>>>>>> 
>>>>>>> On Mon, Mar 27, 2017 at 2:51 PM, Nakul Jindal <naku...@gmail.com> wrote:
>>>>>>> Hi Krishna,
>>>>>>> 
>>>>>>> We have 2 proposals up :
>>>>>>> https://issues.apache.org/jira/issues/?filter=12339687&jql=project%20%3D%20SYSTEMML%20AND%20labels%20%3D%20gsoc2017%20ORDER%20BY%20created%20DESC
>>>>>>> 
>>>>>>> Would you be interested in any of these?
>>>>>>> If you are specifically interested in the Python DSL project, we can 
>>>>>>> look for more volunteers or I could just volunteer to mentor it.
>>>>>>> 
>>>>>>> -Nakul
>>>>>>> 
>>>>>>> 
>>>>>>> 
>>>>>>>> On Fri, Mar 24, 2017 at 12:05 PM, Nakul Jindal <naku...@gmail.com> 
>>>>>>>> wrote:
>>>>>>>> Hi Krishna, 
>>>>>>>> 
>>>>>>>> We are working on putting together some proposals. I created is for a 
>>>>>>>> GPU based project.
>>>>>>>> https://issues.apache.org/jira/browse/SYSTEMML-1436
>>>>>>>> Be on the lookout for more.
>>>>>>>> 
>>>>>>>> Thanks,
>>>>>>>> Nakul
>>>>>>>> 
>>>>>>>> 
>>>>>>>> 
>>>>>>>> 
>>>>>>>>> On Tue, Mar 21, 2017 at 10:01 AM, Krishna Kalyan 
>>>>>>>>> <krishnakaly...@gmail.com> wrote:
>>>>>>>>> Hello Adina and Arvind thanks you for your reply,
>>>>>>>>> I am open to writing a proposal with a mentor and would appreciate if 
>>>>>>>>> we
>>>>>>>>> could take action quickly on this.
>>>>>>>>> 
>>>>>>>>> Best Regards,
>>>>>>>>> Krishna
>>>>>>>>> 
>>>>>>>>> On Sun, Mar 19, 2017 at 6:02 PM, Adina Crainiceanu <ad...@usna.edu> 
>>>>>>>>> wrote:
>>>>>>>>> 
>>>>>>>>> > Apache Software Foundation applied and was accepted for GSOC. I 
>>>>>>>>> > believe
>>>>>>>>> > SystemML could still participate as part of ASF if interested 
>>>>>>>>> > (record your
>>>>>>>>> > ideas in JIRA and put gsoc2017 as label). See messages on this 
>>>>>>>>> > subject on
>>>>>>>>> > the community.apache.org mailing list from Ulrich Stark.
>>>>>>>>> > The following page also has useful info, even if it is not updated 
>>>>>>>>> > for this
>>>>>>>>> > year: http://community.apache.org/gsoc.html - mentors need to 
>>>>>>>>> > register
>>>>>>>>> > very
>>>>>>>>> > soon.
>>>>>>>>> >
>>>>>>>>> > Best regards,
>>>>>>>>> > Adina
>>>>>>>>> >
>>>>>>>>> >
>>>>>>>>> > On Sun, Mar 19, 2017 at 3:51 PM, Arvind Surve 
>>>>>>>>> > <ac...@yahoo.com.invalid>
>>>>>>>>> > wrote:
>>>>>>>>> >
>>>>>>>>> > > Thanks Krishna for your interest.
>>>>>>>>> > > Unfortunately we could not submit topic to GSoc on time.However 
>>>>>>>>> > > please
>>>>>>>>> > > feel free to leverage SystemML for your use cases and do possible
>>>>>>>>> > > contribution to SystemML.
>>>>>>>>> > > Please let us know if you have any question.
>>>>>>>>> > >
>>>>>>>>> > > Arvind Surve | Spark Technology Center  | http://www.spark.tc/
>>>>>>>>> > >
>>>>>>>>> > >       From: Krishna Kalyan <krishnakaly...@gmail.com>
>>>>>>>>> > >  To: dev@systemml.incubator.apache.org
>>>>>>>>> > >  Sent: Saturday, March 18, 2017 8:18 AM
>>>>>>>>> > >  Subject: Re: GSoc 2017
>>>>>>>>> > >
>>>>>>>>> > > Hello All,
>>>>>>>>> > > A Gentle ping. Student applications open in a couple of days. I 
>>>>>>>>> > > like to
>>>>>>>>> > > work on 'Support for Python DSLs'.
>>>>>>>>> > > However for now I am not sure on how to proceed.
>>>>>>>>> > >
>>>>>>>>> > > Thank you,
>>>>>>>>> > > Krishna
>>>>>>>>> > >
>>>>>>>>> > > On Thu, Jan 12, 2017 at 6:08 PM, <dusenberr...@gmail.com> wrote:
>>>>>>>>> > >
>>>>>>>>> > > > Yeah helping to build out our Python DSL into a full-out 
>>>>>>>>> > > > replacement
>>>>>>>>> > for
>>>>>>>>> > > > the current "DML" language would be great, and we'd be quite
>>>>>>>>> > supportive!
>>>>>>>>> > > >
>>>>>>>>> > > > -Mike
>>>>>>>>> > > >
>>>>>>>>> > > > --
>>>>>>>>> > > >
>>>>>>>>> > > > Mike Dusenberry
>>>>>>>>> > > > GitHub: github.com/dusenberrymw
>>>>>>>>> > > > LinkedIn: linkedin.com/in/mikedusenberry
>>>>>>>>> > > >
>>>>>>>>> > > > Sent from my iPhone.
>>>>>>>>> > > >
>>>>>>>>> > > >
>>>>>>>>> > > > > On Jan 12, 2017, at 2:58 PM, fschue...@posteo.de wrote:
>>>>>>>>> > > > >
>>>>>>>>> > > > > Hi Krishna,
>>>>>>>>> > > > >
>>>>>>>>> > > > > cool to see that you're interested in SystemML!
>>>>>>>>> > > > >
>>>>>>>>> > > > > From your list I personally think that a) and d) would be 
>>>>>>>>> > > > > well suited
>>>>>>>>> > > > for projects, especially a good python DSL is a high priority.
>>>>>>>>> > > > >
>>>>>>>>> > > > > We will apply as an organization to GSoC once organization
>>>>>>>>> > applications
>>>>>>>>> > > > are open (Jan. 19th) and I think we will find mentors for at 
>>>>>>>>> > > > least a)
>>>>>>>>> > and
>>>>>>>>> > > > d). If you already want to take a look at what is currently 
>>>>>>>>> > > > there, I
>>>>>>>>> > > > suggest to look at our python APIs and documentation. If you 
>>>>>>>>> > > > want to
>>>>>>>>> > take
>>>>>>>>> > > > on the DSL project it might also be a good idea to look into 
>>>>>>>>> > > > the DML
>>>>>>>>> > > > documentation and related papers to see what we need to support.
>>>>>>>>> > > > >
>>>>>>>>> > > > > The proposals will probably circulate on the mailinglist, 
>>>>>>>>> > > > > too, so
>>>>>>>>> > keep
>>>>>>>>> > > > an eye on that :)
>>>>>>>>> > > > >
>>>>>>>>> > > > > -Felix
>>>>>>>>> > > > >
>>>>>>>>> > > > > Am 12.01.2017 23:13 schrieb Krishna Kalyan:
>>>>>>>>> > > > >> Hello All,
>>>>>>>>> > > > >> Thank you for your wonderful replies.
>>>>>>>>> > > > >> Tasks that I am interested in:
>>>>>>>>> > > > >> a) Support for Python DSLs
>>>>>>>>> > > > >> b) Python wrappers for all existing algorithms
>>>>>>>>> > > > >> c) GPU support
>>>>>>>>> > > > >> d) Perftest : automated performance tests of algorithms
>>>>>>>>> > > > >> I am also willing to work on the tasks that SystemML 
>>>>>>>>> > > > >> community think
>>>>>>>>> > > are
>>>>>>>>> > > > >> important.
>>>>>>>>> > > > >> Regards,
>>>>>>>>> > > > >> Krishna
>>>>>>>>> > > > >> On Fri, Jan 6, 2017 at 10:14 PM, Mike Dusenberry <
>>>>>>>>> > > > dusenberr...@gmail.com>
>>>>>>>>> > > > >> wrote:
>>>>>>>>> > > > >>> Hi Krishna!  Welcome, and thanks for your interest!
>>>>>>>>> > > > >>> We would definitely be excited to collaborate with you on a 
>>>>>>>>> > > > >>> GSOC
>>>>>>>>> > > > project.
>>>>>>>>> > > > >>> We've started another thread to discuss possible new 
>>>>>>>>> > > > >>> proposals, and
>>>>>>>>> > > we
>>>>>>>>> > > > >>> would also be quite interested in any particular proposal 
>>>>>>>>> > > > >>> that you
>>>>>>>>> > > > might
>>>>>>>>> > > > >>> like to generate tailored towards your interests.  Copied 
>>>>>>>>> > > > >>> from the
>>>>>>>>> > > > other
>>>>>>>>> > > > >>> thread, some possible ideas could include: building out a 
>>>>>>>>> > > > >>> full ML
>>>>>>>>> > > demo
>>>>>>>>> > > > to
>>>>>>>>> > > > >>> solve a real, large-scale problem that would benefit from a
>>>>>>>>> > > distributed
>>>>>>>>> > > > >>> approach; overall performance improvements that address a 
>>>>>>>>> > > > >>> full
>>>>>>>>> > class,
>>>>>>>>> > > > or
>>>>>>>>> > > > >>> wider area, of ML algorithms, rather than a single, specific
>>>>>>>>> > script;
>>>>>>>>> > > > >>> infrastructure for [performance] testing, and 
>>>>>>>>> > > > >>> identification of
>>>>>>>>> > wide
>>>>>>>>> > > > areas
>>>>>>>>> > > > >>> of improvement; helping with building out fully-featured, 
>>>>>>>>> > > > >>> clean,
>>>>>>>>> > > > >>> well-tested DSLs in Python & Scala (we've started, but it 
>>>>>>>>> > > > >>> would be
>>>>>>>>> > > > good to
>>>>>>>>> > > > >>> continue stressing them -- we could even aim to replace DML 
>>>>>>>>> > > > >>> with
>>>>>>>>> > the
>>>>>>>>> > > > DSLs);
>>>>>>>>> > > > >>> etc.  Overall, we want to improve the ability of the user 
>>>>>>>>> > > > >>> to work
>>>>>>>>> > on
>>>>>>>>> > > a
>>>>>>>>> > > > wide
>>>>>>>>> > > > >>> range of large-scale, distributed ML problems in a simple 
>>>>>>>>> > > > >>> and easy
>>>>>>>>> > > > manner
>>>>>>>>> > > > >>> on top of Spark.
>>>>>>>>> > > > >>> In the meantime, you could explore our recent open issues 
>>>>>>>>> > > > >>> [1] and
>>>>>>>>> > > even
>>>>>>>>> > > > >>> begin discussions or contributions on any of the items.  
>>>>>>>>> > > > >>> You could
>>>>>>>>> > > also
>>>>>>>>> > > > >>> view our recent roadmap discussion thread on the mailing 
>>>>>>>>> > > > >>> list,
>>>>>>>>> > > starting
>>>>>>>>> > > > >>> with the first email [2]:
>>>>>>>>> > > > >>> [1]:
>>>>>>>>> > > > >>> https://issues.apache.org/jira/issues/?jql=project%20%3D%
>>>>>>>>> > > > 20SYSTEMML%20AND%
>>>>>>>>> > > > >>> 20resolution%20%3D%20Unresolved%20ORDER%20BY%20updated%20DESC%2C%
>>>>>>>>> > > > >>> 20priority%20DESC
>>>>>>>>> > > > >>> [2]:
>>>>>>>>> > > > >>> http://mail-archives.apache.org/mod_mbox/incubator-
>>>>>>>>> > > > >>> systemml-dev/201701.mbox/%3C9eb780f0-ff28-c702-117c-
>>>>>>>>> > > > >>> bad740599...@gmail.com%3E
>>>>>>>>> > > > >>> - Mike
>>>>>>>>> > > > >>> --
>>>>>>>>> > > > >>> Michael W. Dusenberry
>>>>>>>>> > > > >>> GitHub: github.com/dusenberrymw
>>>>>>>>> > > > >>> LinkedIn: linkedin.com/in/mikedusenberry
>>>>>>>>> > > > >>> On Fri, Jan 6, 2017 at 12:34 PM, Luciano Resende <
>>>>>>>>> > > luckbr1...@gmail.com
>>>>>>>>> > > > >
>>>>>>>>> > > > >>> wrote:
>>>>>>>>> > > > >>> > As some folks have described on this thread, it would be 
>>>>>>>>> > > > >>> > great to
>>>>>>>>> > > > get you
>>>>>>>>> > > > >>> > familiarized with SystemML.
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > In parallel, I would look for a mentor from the active 
>>>>>>>>> > > > >>> > committer
>>>>>>>>> > > > list and
>>>>>>>>> > > > >>> > start working on a project proposal which could be based 
>>>>>>>>> > > > >>> > on the
>>>>>>>>> > > > recent
>>>>>>>>> > > > >>> > Roadmap discussion [1].
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > If you are looking for some guidance on how Apache 
>>>>>>>>> > > > >>> > participate on
>>>>>>>>> > > > GSOC,
>>>>>>>>> > > > >>> > take a look at the following resources [2] and [3], and 
>>>>>>>>> > > > >>> > don't
>>>>>>>>> > > > hesitate to
>>>>>>>>> > > > >>> > ask questions here.
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > [1]
>>>>>>>>> > > > >>> > https://www.mail-archive.com/dev@systemml.incubator.apache.o
>>>>>>>>> > > > >>> > rg/msg01199.html
>>>>>>>>> > > > >>> > [2] http://community.apache.org/gsoc.html
>>>>>>>>> > > > >>> > [3]
>>>>>>>>> > > > >>> > http://www.slideshare.net/luckbr1975/how-mentoring-can-help-
>>>>>>>>> > > > >>> > you-start-contributing-to-open-source
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > On Thu, Jan 5, 2017 at 3:15 PM, Krishna Kalyan <
>>>>>>>>> > > > krishnakaly...@gmail.com
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > wrote:
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > > Hello Developers,
>>>>>>>>> > > > >>> > > I am Krishna, currently a 2nd year Masters student in 
>>>>>>>>> > > > >>> > > (MSc. in
>>>>>>>>> > > Data
>>>>>>>>> > > > >>> > Mining)
>>>>>>>>> > > > >>> > > currently in Barcelona studying at Université 
>>>>>>>>> > > > >>> > > Polytechnique de
>>>>>>>>> > > > >>> Catalogne.
>>>>>>>>> > > > >>> > > I was interested in contributing to SystemML this year 
>>>>>>>>> > > > >>> > > under
>>>>>>>>> > GSoc
>>>>>>>>> > > > >>> > program.
>>>>>>>>> > > > >>> > > Could anyone please guide on how to go about it?. (I 
>>>>>>>>> > > > >>> > > understand
>>>>>>>>> > > > the I
>>>>>>>>> > > > >>> > need
>>>>>>>>> > > > >>> > > to write a proposal)
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> > > Related Experience:
>>>>>>>>> > > > >>> > > My masters is mostly focussed on data mining 
>>>>>>>>> > > > >>> > > techniques. Before
>>>>>>>>> > > my
>>>>>>>>> > > > >>> > masters,
>>>>>>>>> > > > >>> > > I was a  data engineer with IBM (India). I was 
>>>>>>>>> > > > >>> > > responsible for
>>>>>>>>> > > > managing
>>>>>>>>> > > > >>> > 50
>>>>>>>>> > > > >>> > > node Hadoop Cluster for more than a year. Most of my 
>>>>>>>>> > > > >>> > > time was
>>>>>>>>> > > spent
>>>>>>>>> > > > >>> > > optimising and writing ETL (Apache Pig) jobs.
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> > > I am the most comfortable with Python followed by R and 
>>>>>>>>> > > > >>> > > Scala.
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> > > My Webpage
>>>>>>>>> > > > >>> > > kkalyan.in
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> > > My Spark Pull Requests
>>>>>>>>> > > > >>> > > https://github.com/apache/spark/pulls?utf8=%E2%9C%93&q=
>>>>>>>>> > > > >>> is%3Apr%20author%
>>>>>>>>> > > > >>> > > 3Akrishnakalyan3%20
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> > > Thank you so much,
>>>>>>>>> > > > >>> > > Krishna
>>>>>>>>> > > > >>> > >
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> >
>>>>>>>>> > > > >>> > --
>>>>>>>>> > > > >>> > Luciano Resende
>>>>>>>>> > > > >>> > http://twitter.com/lresende1975
>>>>>>>>> > > > >>> > http://lresende.blogspot.com/
>>>>>>>>> > > > >>> >
>>>>>>>>> > > >
>>>>>>>>> > >
>>>>>>>>> > >
>>>>>>>>> > >
>>>>>>>>> >
>>>>>>>>> >
>>>>>>>>> >
>>>>>>>>> > --
>>>>>>>>> > Dr. Adina Crainiceanu
>>>>>>>>> > Associate Professor, Computer Science Department
>>>>>>>>> > United States Naval Academy
>>>>>>>>> > 410-293-6822
>>>>>>>>> > ad...@usna.edu
>>>>>>>>> > http://www.usna.edu/Users/cs/adina/
>>>>>>>>> >
>>>>>>>> 
>>>>>>> 
>>>>>> 
>>>>> 
>>>> 
>>> 
>> 
> 

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