Apache Parquet is an open source, column-oriented data file format designed for efficient data storage and retrieval.
It provides high performance compression
Turns out @ApacheParquet Bloom filters are better than I think many people understand. Trevor Hilton found that for a cost of 2K-8K per row group on high cardinality predicate columns, you can filter all but the exact row group of interest.
It’s happened! The @ApacheParquet Java implementation repo I now called parquet-java. Thank you @andrewlamb1111 for the nudge! This further clarifies that Parquet is used far beyond the Hadoop ecosystem. Maybe whoever created this repo could have thought of this to start with.
I tweeted this ten years ago today. At the time I didn’t quite realize how much impact this little side project would have. To ten years of Parquet! Thanks to all the people who came along for the ride.
It’s happened! The @ApacheParquet Java implementation repo I now called parquet-java. Thank you @andrewlamb1111 for the nudge! This further clarifies that Parquet is used far beyond the Hadoop ecosystem. Maybe whoever created this repo could have thought of this to start with.
Last speaker on the #europython's scientific room before lunch is Peter Hoffmann talking about#Pandas and #Dask to work with large datasets in @ApacheParquet.
If you’re a company using open source projects and not sure how to contribute, a release engineer would be a tremendous help. It’s hard to do this properly part time. I have a specific project in mind, if you need a hint.
Working with a 10Gig csv data. Pandas read_csv took 16mins to load the csv into memory. Converted to @ApacheParquet with @ApacheArrow. It took 30 secs to read into pyarrow table and 16 sec to convert to pandas dataframe.
16mins => 46sec!
tech.blue-yonder.com/efficie…
Working with a 10Gig csv data. Pandas read_csv took 16mins to load the csv into memory. Converted to @ApacheParquet with @ApacheArrow. It took 30 secs to read into pyarrow table and 16 sec to convert to pandas dataframe.
16mins => 46sec!
tech.blue-yonder.com/efficie…