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[SPARK-17279][SQL] better error message for exceptions during ScalaUD…
…F execution ## What changes were proposed in this pull request? If `ScalaUDF` throws exceptions during executing user code, sometimes it's hard for users to figure out what's wrong, especially when they use Spark shell. An example ``` org.apache.spark.SparkException: Job aborted due to stage failure: Task 12 in stage 325.0 failed 4 times, most recent failure: Lost task 12.3 in stage 325.0 (TID 35622, 10.0.207.202): java.lang.NullPointerException at line8414e872fb8b42aba390efc153d1611a12.$read$$iwC$$iwC$$iwC$$iwC$$anonfun$2.apply(<console>:40) at line8414e872fb8b42aba390efc153d1611a12.$read$$iwC$$iwC$$iwC$$iwC$$anonfun$2.apply(<console>:40) at org.apache.spark.sql.catalyst.expressions.GeneratedClass$GeneratedIterator.processNext(Unknown Source) ... ``` We should catch these exceptions and rethrow them with better error message, to say that the exception is happened in scala udf. This PR also does some clean up for `ScalaUDF` and add a unit test suite for it. ## How was this patch tested? the new test suite Author: Wenchen Fan <[email protected]> Closes apache#14850 from cloud-fan/npe.
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sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDFSuite.scala
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package org.apache.spark.sql.catalyst.expressions | ||
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import org.apache.spark.{SparkException, SparkFunSuite} | ||
import org.apache.spark.sql.types.{IntegerType, StringType} | ||
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class ScalaUDFSuite extends SparkFunSuite with ExpressionEvalHelper { | ||
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test("basic") { | ||
val intUdf = ScalaUDF((i: Int) => i + 1, IntegerType, Literal(1) :: Nil) | ||
checkEvaluation(intUdf, 2) | ||
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val stringUdf = ScalaUDF((s: String) => s + "x", StringType, Literal("a") :: Nil) | ||
checkEvaluation(stringUdf, "ax") | ||
} | ||
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test("better error message for NPE") { | ||
val udf = ScalaUDF( | ||
(s: String) => s.toLowerCase, | ||
StringType, | ||
Literal.create(null, StringType) :: Nil) | ||
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val e1 = intercept[SparkException](udf.eval()) | ||
assert(e1.getMessage.contains("Failed to execute user defined function")) | ||
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val e2 = intercept[SparkException] { | ||
checkEvalutionWithUnsafeProjection(udf, null) | ||
} | ||
assert(e2.getMessage.contains("Failed to execute user defined function")) | ||
} | ||
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} |