February 2017
Intermediate to advanced
274 pages
5h 58m
English
Content preview from Learning PySpark
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Catalyst Optimizer refresh
As noted in Chapter 1, Understanding Spark, one of the primary reasons the Spark SQL engine is so fast is because of the Catalyst Optimizer. For readers with a database background, this diagram looks similar to the logical/physical planner and cost model/cost-based optimization of a relational database management system (RDBMS):
The significance of this is that, as opposed to immediately processing the query, the Spark engine's Catalyst Optimizer compiles and optimizes a logical plan and has a cost optimizer that determines the most efficient physical plan generated.
Note
As noted in earlier chapters, while the Spark SQL ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.