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[SPARK-17279][SQL] better error message for exceptions during ScalaUDF execution #14850
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| Original file line number | Diff line number | Diff line change |
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@@ -994,20 +994,15 @@ case class ScalaUDF( | |
| ctx: CodegenContext, | ||
| ev: ExprCode): ExprCode = { | ||
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| ctx.references += this | ||
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| val scalaUDFClassName = classOf[ScalaUDF].getName | ||
| val scalaUDF = ctx.addReferenceObj("scalaUDF", this) | ||
| val converterClassName = classOf[Any => Any].getName | ||
| val typeConvertersClassName = CatalystTypeConverters.getClass.getName + ".MODULE$" | ||
| val expressionClassName = classOf[Expression].getName | ||
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| // Generate codes used to convert the returned value of user-defined functions to Catalyst type | ||
| val catalystConverterTerm = ctx.freshName("catalystConverter") | ||
| val catalystConverterTermIdx = ctx.references.size - 1 | ||
| ctx.addMutableState(converterClassName, catalystConverterTerm, | ||
| s"this.$catalystConverterTerm = ($converterClassName)$typeConvertersClassName" + | ||
| s".createToCatalystConverter((($scalaUDFClassName)references" + | ||
| s"[$catalystConverterTermIdx]).dataType());") | ||
| s".createToCatalystConverter($scalaUDF.dataType());") | ||
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| val resultTerm = ctx.freshName("result") | ||
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@@ -1019,10 +1014,8 @@ case class ScalaUDF( | |
| val funcClassName = s"scala.Function${children.size}" | ||
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| val funcTerm = ctx.freshName("udf") | ||
| val funcExpressionIdx = ctx.references.size - 1 | ||
| ctx.addMutableState(funcClassName, funcTerm, | ||
| s"this.$funcTerm = ($funcClassName)((($scalaUDFClassName)references" + | ||
| s"[$funcExpressionIdx]).userDefinedFunc());") | ||
| s"this.$funcTerm = ($funcClassName)$scalaUDF.userDefinedFunc();") | ||
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| // codegen for children expressions | ||
| val evals = children.map(_.genCode(ctx)) | ||
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@@ -1039,9 +1032,18 @@ case class ScalaUDF( | |
| (convert, argTerm) | ||
| }.unzip | ||
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| val callFunc = s"${ctx.boxedType(dataType)} $resultTerm = " + | ||
| s"(${ctx.boxedType(dataType)})${catalystConverterTerm}" + | ||
| s".apply($funcTerm.apply(${funcArguments.mkString(", ")}));" | ||
| val getFuncResult = s"$funcTerm.apply(${funcArguments.mkString(", ")})" | ||
| val callFunc = | ||
| s""" | ||
| ${ctx.boxedType(dataType)} $resultTerm = null; | ||
| try { | ||
| $resultTerm = (${ctx.boxedType(dataType)})$catalystConverterTerm.apply($getFuncResult); | ||
| } catch (NullPointerException e) { | ||
| NullPointerException npe = new NullPointerException($scalaUDF.npeErrorMessage()); | ||
| npe.setStackTrace(e.getStackTrace()); | ||
| throw npe; | ||
| } | ||
| """.stripMargin | ||
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| ev.copy(code = s""" | ||
| $evalCode | ||
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@@ -1057,5 +1059,19 @@ case class ScalaUDF( | |
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| private[this] val converter = CatalystTypeConverters.createToCatalystConverter(dataType) | ||
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| override def eval(input: InternalRow): Any = converter(f(input)) | ||
| val npeErrorMessage = "Given UDF throws NPE during execution, please check the UDF " + | ||
| "to make sure it handles null parameters correctly." | ||
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| override def eval(input: InternalRow): Any = { | ||
| val result = try { | ||
| f(input) | ||
| } catch { | ||
| case e: NullPointerException => | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It is a bit hacky to set stack trace like this. If user search the code line reported in the stack trace, user may not able to find the code that matches the error message.
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
What if NPE is not caused by null parameter? prompting this message is misleading. |
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| val npe = new NullPointerException(npeErrorMessage) | ||
| npe.setStackTrace(e.getStackTrace) | ||
| throw npe | ||
| } | ||
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| converter(result) | ||
| } | ||
| } | ||
| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,48 @@ | ||
| /* | ||
| * 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.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[NullPointerException](udf.eval()) | ||
| assert(e1.getMessage.contains("Given UDF throws NPE during execution")) | ||
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| val e2 = intercept[NullPointerException] { | ||
| checkEvalutionWithUnsafeProjection(udf, null) | ||
| } | ||
| assert(e2.getMessage.contains("Given UDF throws NPE during execution")) | ||
| } | ||
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| } |
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Where is margin?