The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
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DotNetWikiBot Framework is a full-featured client API, which allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.Q:
How can I process a large DataFrame in multiple threads?
My question is slightly different from previous ones asked here, but I don’t want to delete them so I am posting my own question.
A commonly discussed (answered) way of handling Spark 1.4.0+ jobs is to use JavaRDD() of DataFrame (T.O.A.M.) to parallelize the processing. But if I understand correctly, it has been implemented on top of the driver, so it can’t help with extremely parallel jobs. Another way I have seen suggested is to use.foreach() of a Dataset (R.O.A.M.). However, that also requires the DataFrame to be iterated in a map-reduce fashion.
I have gone through some other questions here, and from what I can tell the code below is one way to parallelize the code (Python + Spark 2.0.1):
from pyspark.sql.types import *
def process(sdf):
df = sdf.toDF()
df = df.drop(“COUNTRY_POP”)
return df
threads = [threading.Thread(target=process, args=(df,)) for _ in range(num_of_cores)]
for t in threads:
t.start()
for t in threads:
t.join()
But, it should not be the only way to use pyspark.sql.DataFrame.foreach() to parallelize the same. Shouldn’t it be possible to somehow use the parallel collections of spark?
A:
I went through DataFrames API and found an argument to the foreach() method in case your DataFrame is big. The argument is updatedRowKeys which contains a list of Rows to be processed.
So if you had a DataFrame something like this:
dd = sc.parallelize([(1,
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The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-featured client API, that allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework Description:
The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-featured client API, that allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework Description:
The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-featured client API, that allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework Description:
The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-featured client API, that allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework Description:
The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-featured client API, that allows you to build programs and web robots easily to manage information on MediaWiki-powered sites. DotNetWikiBot Framework can also be used for learning C# and.NET.
DotNetWikiBot Framework Description:
The DotNetWikiBot Framework was developed so that it can offer a helping hand with many complicated and routine tasks of wiki site development and maintenance.
DotNetWikiBot Framework is a clean full-
What’s New In DotNetWikiBot Framework?
DotNetWikiBot Framework is a client API that allows you to add automatic log updates to wiki sites, create and launch programs on servers that control MediaWiki pages and protect them, and write scripts or bots that help content managers maintain and control wikis. DotNetWikiBot Framework adds another programing language: C#, a fast and flexible object-oriented language and programming framework of.NET Framework. DotNetWikiBot Framework also allows you to write bot applications for secure mode and no-touch mode operation.
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Program that can send e-mails to the list of users with content changes, or send the mail to the sender of the changes, or with attachment of the file that is the change. This also can be set up for the mailing list, which you can build yourself and send emails automatically.
Program that supports drag and drop image upload to pages, supports for the upload of multiple images, and then split them into separate pages.
Program that runs quickly and can be used by any MediaWiki site, no matter whether it is a simple community or contains a great number of users and pages, can be automatically launch at any time.
Other features:
About DotNetWikiBot Framework:
DotNetWikiBot Framework is a.NET Framework library for creating programs for Wiki sites.DotNetWikiBot Framework is distributed under the terms of the BSD License. You can modify the source code of DotNetWikiBot Framework, and release
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