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From "Lee, David" <David....@blackrock.com>
Subject RE: Which perform better JSON or convert JSON to parquet format ?
Date Tue, 12 Jun 2018 14:45:22 GMT
Python supports tabular structures using pyarrow.


For nested structures like JSON you have to use C++ (parquet-cpp)


We need more APIs developed to create nested JSON..

-----Original Message-----
From: Divya Gehlot [mailto:divya.htconex@gmail.com] 
Sent: Tuesday, June 12, 2018 5:25 AM
To: user@drill.apache.org
Subject: Re: Which perform better JSON or convert JSON to parquet format ?


Hi David,
How to create the schema first using parquet library ?
Can you please give an example?


On Tue, 12 Jun 2018 at 00:03, Lee, David <David.Lee@blackrock.com> wrote:

> Parquet is faster especially if you are only looking for a subset of 
> json objects. Every JSON key / array is treated as a column.
> With that said creating parquet from JSON is not bullet proof if you 
> have really complex json which may have NULL values or many optional 
> keys (Drill can't figure out what data type a NULL JSON value is and 
> has trouble merging optional keys after sampling the first 20,000? 
> records)
> If you are creating parquet you should be using the parquet libraries 
> to define a consistent schema first. I've pretty much given up trying 
> to create parquet from json which always ends in index out of bound 
> (server
> crashing) errors when trying to query parquet.
> -----Original Message-----
> From: Ted Dunning [mailto:ted.dunning@gmail.com]
> Sent: Monday, June 11, 2018 4:47 AM
> To: user <user@drill.apache.org>
> Subject: Re: Which perform better JSON or convert JSON to parquet format ?
> Yes. Drill is good at JSON.
> But Parquet will be faster during a scan.
> Faster may be better. Or other things may be more important.
> You have to decide what is important to you. The great virtue of drill 
> is that you have the choice.
> On Mon, Jun 11, 2018 at 11:06 AM Divya Gehlot 
> <divya.htconex@gmail.com>
> wrote:
> > Thanks to all for  your opinions !
> > As Drill has been popularised  as complex JSON reader as compare to 
> > other tools in space .
> > Was wondering does drill works better for JSON rather than parquet.
> >
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