ueshin opened a new pull request, #49760: URL: https://github.com/apache/spark/pull/49760
### What changes were proposed in this pull request? Avoids using `jvm.SparkSession` style, to improve Py4J performance similar to #49312, #49313, and #49412. ### Why are the changes needed? To reduce the overhead of Py4J calls. ```py import time def benchmark(f, _n=10, *args, **kwargs): start = time.time() for i in range(_n): f(*args, **kwargs) print(time.time() - start) ``` ```py from pyspark.context import SparkContext jvm = SparkContext._jvm def f(): return jvm.SparkSession benchmark(f, 10000) # -> 3.578310251235962 ``` ```py from pyspark.context import SparkContext jvm = SparkContext._jvm def g(): return getattr(jvm, "org.apache.spark.sql.classic.SparkSession") benchmark(g, 10000) # -> 0.254807710647583 ``` ### Does this PR introduce _any_ user-facing change? No. ### How was this patch tested? The existing tests should pass. ### Was this patch authored or co-authored using generative AI tooling? No. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org --------------------------------------------------------------------- To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org