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PYSPARK โ€ข LESSON 175

Inspecting Physical Execution Plans with explain()

How do we print the full parsed, analyzed, optimized, and physical execution plans generated by Catalyst?

Expertโฑ 2 Minutesโญ 1000 XP
๐Ÿค” THE QUESTION

How do we print the full parsed, analyzed, optimized, and physical execution plans generated by Catalyst?

๐Ÿ’ก WHAT IS IT?

explain(extended=True) displays Catalyst's step-by-step optimization plan from logical AST to physical JVM bytecode.

๐ŸŽฏ WHAT IS IT USED FOR?

Diagnosing join strategies, verifying predicate pushdown, and identifying whole-stage code generation stages.

๐Ÿ’ป EXAMPLE
df.explain(extended=True)

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Inspecting Physical Execution Plans with explain().

  • โœ“ Execute explain(extended=True)
  • โœ“ Inspect Catalyst optimizer physical plan
  • โœ“ Verify predicate pushdown and join strategies