[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2016-03-03 Thread Xiangrui Meng (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=15178648#comment-15178648
 ] 

Xiangrui Meng commented on SPARK-3789:
--

No concrete plan at this time since the GraphFrames package is still in active 
development. But since supporting Python directly on top of GraphX would be 
quite painful (which we did in spark.mllib package) and it is not worth the 
time, I closed this JIRA.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2016-03-03 Thread JIRA

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=15178340#comment-15178340
 ] 

Maciej BryƄski commented on SPARK-3789:
---

[~mengxr]
Is there any ideas to replace graphx package with graphframes ?

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2016-02-10 Thread Ignacio tartavull (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=15141761#comment-15141761
 ] 

Ignacio tartavull commented on SPARK-3789:
--

Is there any update in the status of this ticket?

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-05 Thread Ron Jadin (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14992365#comment-14992365
 ] 

Ron Jadin commented on SPARK-3789:
--

I have been watching this particular item intently myself since this summer.  
Glad to see some discussion.  I have several production use cases in mind where 
I would otherwise need to move from Spark to OrientDB for example.  I'd love to 
see a dataframe wrapper, pyspark bindings, and more algorithms (Shortest Paths, 
Simple Paths, Dijkstra, A*, etc.).  I think a lot of folks would find graphX 
useful and in keeping with the spark unified environment approach if it can 
mature a bit more.  Thanks to the parties who are trying to advance this.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-05 Thread Joseph K. Bradley (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14992266#comment-14992266
 ] 

Joseph K. Bradley commented on SPARK-3789:
--

[~ankurd]  Thanks for commenting here; just catching up now.  As Ankur said, he 
and Reynold are working on using Spark SQL to back graph processing.  W.r.t. 
Python, using DataFrames will make it much easier to provide Java and Python 
APIs.

It's true that graph processing is more esoteric than other parts of Spark, but 
I do think it's useful enough to keep in Spark and may become more widespread 
as tools improve.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Ankur Dave (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990450#comment-14990450
 ] 

Ankur Dave commented on SPARK-3789:
---

I don't think there's any danger of graph analytics going away. On the 
contrary, as [~michaelmalak] pointed out, there are plans to support graph 
pattern matching in addition to the existing graph algorithms. We'll ultimately 
do both of these using Spark SQL as the execution engine, which means we'll 
also benefit from efforts like Tungsten.

By the way, Bagel was deprecated solely because GraphX came in to replace it.

Anyway, I don't think there's a pull request for this issue yet - 
[~kdatta1978], I'd be happy to review it once it's available.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990365#comment-14990365
 ] 

Sean Owen commented on SPARK-3789:
--

I suppose I am arguing there isn't actually much demand for GraphX full stop. 
Look at what happened to Bagel. I'm making descriptive statements, not 
normative -- it's what is not what should be. I think this is all strange only 
if you're assuming there's broad demand. I agree, this is how rumors start, and 
so I want to be careful, but I'm also not clear what else to make of Bagel and 
the level of activity here. Hey, I can only hope this reignites attention.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Michael Malak (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990391#comment-14990391
 ] 

Michael Malak commented on SPARK-3789:
--

My publisher tells me the MEAP for Spark GraphX In Action has been picking up 
lately. And just two weeks ago Ion Stoica announced at GraphConnect "We look 
forward to bringing Cypher's graph pattern matching capabilities into the Spark 
stack, making graph querying more accessible to the masses" 
http://www.reuters.com/article/2015/10/21/idUSnMKWNtdbfa+1e0+MKW20151021 . So 
one has to wonder whether Ion was referring to GraphX or some other graph 
technology.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Darren Govoni (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990509#comment-14990509
 ] 

Darren Govoni commented on SPARK-3789:
--

I think reasons for this are dominated mostly by lack of awareness and maturity 
of graphx. While the scala and java interfaces are there, those languages are 
not really "data science" languages so without python you might be seeing an 
inadvertent barrier or perception there that it(graphx) is "not fully 
supported" and thus turning people away.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990575#comment-14990575
 ] 

Sean Owen commented on SPARK-3789:
--

I'll be quiet now; I like my opinions but I dragged this off-topic. I am really 
glad to see Ankur weigh in and say there is more in store for GraphX, and can 
look at these changes, and that it's certainly not going away. (I'm reminded 
that, actually, MLlib uses it.) We can only gain from having more tools 
available in more languages. If we have people to contribute and people to 
shepherd / maintain, then a Python API is a no-brainer. I agree that there is a 
chicken-and-egg issue: making tools unlocks demand which drives more tools. 
Even if one agreed this was a niche application so far, well, it's only niche 
until it isn't right?

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14989855#comment-14989855
 ] 

Sean Owen commented on SPARK-3789:
--

[~sesshomurai] I'm more commenting on the lack of anyone stepping forward to 
_maintain_ this functionality _in Spark_. For better or worse, I don't see 
people who can shepherd and own this code in Spark anymore, and they're the 
people you're addressing. I'd be most happy to be proved wrong, and 
Ankur/Joseph pop up to merge this. I'm replying to tell you what I see rather 
than leave nothing at all.

Back on the interesting separate question of the utility of graph analytics -- 
you're right that the lack of activity doesn't mean it's not good or useful. 
FWIW virtually none of our customers use GraphX, and we interact with a pretty 
good cross section of Big Companies. Many of the useful functions you identify 
are not solved as graph problems in my experience, even if they could be (e.g. 
recommenders, also viewed). Still, that's just a different POV from BigCo big 
data use cases, filtered through my biases. I personally have a hard time 
reconciling this with claims that it's very important relative to other 
analytics or ML. It's still no reason to not have PySpark GraphX, but is an 
explanation for why we somehow don't?

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Darren Govoni (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14989807#comment-14989807
 ] 

Darren Govoni commented on SPARK-3789:
--

Because the ticket has been open for over a year says nothing about the 
validity of it. It may mean the correct talent is not available to produce it. 
But as mentioned above, the work has been done by 3rd parties.

Also, it is in error to assume that the lack of activity on this ticket is some 
kind of litmus for the value of this capability. Back in the real world, the 
rest of us find alternative solutions to get this capability but would very 
much like to have it unified into Spark. Python is the fast growing data 
science language right now in a field that is also growing.

The entire world of ecommerce on the internet is driven by graph analytics 
(page rank, suggestions, also viewed, etc. etc.) While arcane to some, is a 
very important and growing field of computer science. ESPECIALLY where big data 
is concerned. So its best to set aside any conclusions from the activity of 
this ticket.

The pull request is there, let's get it in.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Darren Govoni (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14989940#comment-14989940
 ] 

Darren Govoni commented on SPARK-3789:
--

I guess by that logic why does GraphX even exist? The issue here is really 
whether a python binding is pertinent or not. If GraphX has a purpose in life 
then a python binding is useful same as it is for scala or java. Otherwise the 
whole case for language independence falls apart too. e.g. how many people use 
scala for data analytics? etc.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-04 Thread Glenn Strycker (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14990006#comment-14990006
 ] 

Glenn Strycker commented on SPARK-3789:
---

I posted a similar question on stackoverflow about a year ago and it still gets 
a lot of activity.

http://stackoverflow.com/questions/23302270/how-do-i-run-graphx-with-python-pyspark

A Python API is much desired for GraphX, and it seems strange that the Spark 
contributors haven't prioritized this, given that consistent multiple APIs is 
one of the main selling points for Spark.

Can we infer from the comments on this ticket that GraphX will be discontinued 
and no longer supported by the Spark Community?  I see the makings of rumors 
already...

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Ricardo Almeida (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984880#comment-14984880
 ] 

Ricardo Almeida commented on SPARK-3789:


Any update on having GraphX on Python?

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984890#comment-14984890
 ] 

Sean Owen commented on SPARK-3789:
--

Given the lack of activity on GraphX and its defunct predecessor Bagel, I doubt 
anything significant will be added here. I'd almost just close this.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Kushal Datta (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984939#comment-14984939
 ] 

Kushal Datta commented on SPARK-3789:
-

There might not be much additions to the GraphX package, but I am aware
that many people are using it. Hence, Python API makes sense to me. Anyway,
we'll create a pull request and the code can live there until pushed to the
master branch.


Dr. Kushal Datta
Senior Research Scientist
Big Data Research & Pathfinding
Intel Corporation, USA.




> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14985002#comment-14985002
 ] 

Sean Owen commented on SPARK-3789:
--

I'm not a Decider of these things. But, this JIRA has been open for over a 
year, which tells you something. I'm mostly just noting that in response to the 
"ping". It's not my area of expertise or interest or else I'd review this.

My personal bias is that most real-world problems that look like they'd be cool 
to solve as graph problems, aren't graph problems or aren't great to actually 
solve that way, which kinda explains the empirical result here. But this is a 
very different discussion.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Sean Owen (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984930#comment-14984930
 ] 

Sean Owen commented on SPARK-3789:
--

No, that's a different idea. Bagel is deprecated and going to be removed; not 
GraphX to my knowledge. I'm saying that I have not seen much activity on GraphX 
to add improvements or fix things, so I'm not sure there are interested people 
to carry forward and maintain significant new additions like a python API.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Kushal Datta (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984922#comment-14984922
 ] 

Kushal Datta commented on SPARK-3789:
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So do you mean the entire GraphX package will be deprecated? We have
PyGraphX code ready to be pushed!


Dr. Kushal Datta
Senior Research Scientist
Big Data Research & Pathfinding
Intel Corporation, USA.




> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-11-02 Thread Ricardo Almeida (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=14984978#comment-14984978
 ] 

Ricardo Almeida commented on SPARK-3789:


Not having a GraphX Python API would be shocking for a framework with one of 
their main great advantages being the full Scala/Java/Python "compatibility". 
It is already a real world pain for me at the moment.
It's true that we don't see much activity about GraphX on the mailing lists, 
but I don't see it as a lack of interest. Similar with SparkR and it's being 
used by the community.
I guess a GraphX Python API would boost its usage.

> [GRAPHX] Python bindings for GraphX
> ---
>
> Key: SPARK-3789
> URL: https://issues.apache.org/jira/browse/SPARK-3789
> Project: Spark
>  Issue Type: New Feature
>  Components: GraphX, PySpark
>Reporter: Ameet Talwalkar
>Assignee: Kushal Datta
> Attachments: PyGraphX_design_doc.pdf
>
>




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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-08-26 Thread Olivier Girardot (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanelfocusedCommentId=14712612#comment-14712612
 ] 

Olivier Girardot commented on SPARK-3789:
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anyone still working on that right now ?

 [GRAPHX] Python bindings for GraphX
 ---

 Key: SPARK-3789
 URL: https://issues.apache.org/jira/browse/SPARK-3789
 Project: Spark
  Issue Type: New Feature
  Components: GraphX, PySpark
Reporter: Ameet Talwalkar
Assignee: Kushal Datta





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[jira] [Commented] (SPARK-3789) [GRAPHX] Python bindings for GraphX

2015-08-26 Thread Joyesh Mishra (JIRA)

[ 
https://issues.apache.org/jira/browse/SPARK-3789?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanelfocusedCommentId=14715824#comment-14715824
 ] 

Joyesh Mishra commented on SPARK-3789:
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Kushal and I are spending some cycles behind this. Attached is the updated 
design specification. Please review.

 [GRAPHX] Python bindings for GraphX
 ---

 Key: SPARK-3789
 URL: https://issues.apache.org/jira/browse/SPARK-3789
 Project: Spark
  Issue Type: New Feature
  Components: GraphX, PySpark
Reporter: Ameet Talwalkar
Assignee: Kushal Datta





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