Bruce Robbins created SPARK-46189: ------------------------------------- Summary: Various Pandas functions fail in interpreted mode Key: SPARK-46189 URL: https://issues.apache.org/jira/browse/SPARK-46189 Project: Spark Issue Type: Bug Components: Pandas API on Spark, SQL Affects Versions: 3.5.0, 3.4.1 Reporter: Bruce Robbins
Various Pandas functions ({{kurt}}, {{var}}, {{skew}}, {{cov}}, and {{stddev}}) fail with an unboxing-related exception when run in interpreted mode. Here are some reproduction cases for pyspark interactive mode: {noformat} sql("set spark.sql.codegen.wholeStage=false") spark.sql("set spark.sql.codegen.factoryMode=NO_CODEGEN") import numpy as np import pandas as pd import pyspark.pandas as ps pser = pd.Series([1, 2, 3, 7, 9, 8], index=np.random.rand(6), name="a") psser = ps.from_pandas(pser) # each of the following actions gets an unboxing error psser.kurt() psser.var() psser.skew() # set up for covariance test pdf = pd.DataFrame([(1, 2), (0, 3), (2, 0), (1, 1)], columns=["a", "b"]) psdf = ps.from_pandas(pdf) # this gets an unboxing error psdf.cov() # set up for stddev resr from pyspark.pandas.spark import functions as SF from pyspark.sql.functions import col from pyspark.sql import Row df = spark.createDataFrame([Row(a=1), Row(a=2), Row(a=3), Row(a=7), Row(a=9), Row(a=8)]) # this gets an unboxing error df.select(SF.stddev(col("a"), 1)).collect() {noformat} Exception from the first case ({{psser.kurt()}}) is {noformat} java.lang.ClassCastException: class java.lang.Integer cannot be cast to class java.lang.Double (java.lang.Integer and java.lang.Double are in module java.base of loader 'bootstrap') at scala.runtime.BoxesRunTime.unboxToDouble(BoxesRunTime.java:112) at org.apache.spark.sql.catalyst.types.PhysicalDoubleType$$anonfun$2.compare(PhysicalDataType.scala:184) at scala.math.Ordering.lt(Ordering.scala:98) at scala.math.Ordering.lt$(Ordering.scala:98) at org.apache.spark.sql.catalyst.types.PhysicalDoubleType$$anonfun$2.lt(PhysicalDataType.scala:184) at org.apache.spark.sql.catalyst.expressions.LessThan.nullSafeEval(predicates.scala:1196) {noformat} -- This message was sent by Atlassian Jira (v8.20.10#820010) --------------------------------------------------------------------- To unsubscribe, e-mail: issues-unsubscr...@spark.apache.org For additional commands, e-mail: issues-h...@spark.apache.org