Aleksander Eskilson created SPARK-18016:
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Summary: Code Generation Fails When Encoding Large Object to Wide Dataset
Key: SPARK-18016
URL: https://issues.apache.org/jira/browse/SPARK-18016
Project: Spark
Issue Type: Bug
Components: SQL
Affects Versions: 2.1.0
Reporter: Aleksander Eskilson
When attempting to encode collections of large Java objects to Datasets having very wide or
deeply nested schemas, code generation can fail, yielding:
{code}
Caused by: org.codehaus.janino.JaninoRuntimeException: Constant pool for class org.apache.spark.sql.catalyst.expressions.GeneratedClass$SpecificUnsafeProjection
has grown past JVM limit of 0xFFFF
at org.codehaus.janino.util.ClassFile.addToConstantPool(ClassFile.java:499)
at org.codehaus.janino.util.ClassFile.addConstantNameAndTypeInfo(ClassFile.java:439)
at org.codehaus.janino.util.ClassFile.addConstantMethodrefInfo(ClassFile.java:358)
at org.codehaus.janino.UnitCompiler.writeConstantMethodrefInfo(UnitCompiler.java:11114)
at org.codehaus.janino.UnitCompiler.compileGet2(UnitCompiler.java:4547)
at org.codehaus.janino.UnitCompiler.access$7500(UnitCompiler.java:206)
at org.codehaus.janino.UnitCompiler$12.visitMethodInvocation(UnitCompiler.java:3774)
at org.codehaus.janino.UnitCompiler$12.visitMethodInvocation(UnitCompiler.java:3762)
at org.codehaus.janino.Java$MethodInvocation.accept(Java.java:4328)
at org.codehaus.janino.UnitCompiler.compileGet(UnitCompiler.java:3762)
at org.codehaus.janino.UnitCompiler.compileGetValue(UnitCompiler.java:4933)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:3180)
at org.codehaus.janino.UnitCompiler.access$5000(UnitCompiler.java:206)
at org.codehaus.janino.UnitCompiler$9.visitMethodInvocation(UnitCompiler.java:3151)
at org.codehaus.janino.UnitCompiler$9.visitMethodInvocation(UnitCompiler.java:3139)
at org.codehaus.janino.Java$MethodInvocation.accept(Java.java:4328)
at org.codehaus.janino.UnitCompiler.compile(UnitCompiler.java:3139)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:2112)
at org.codehaus.janino.UnitCompiler.access$1700(UnitCompiler.java:206)
at org.codehaus.janino.UnitCompiler$6.visitExpressionStatement(UnitCompiler.java:1377)
at org.codehaus.janino.UnitCompiler$6.visitExpressionStatement(UnitCompiler.java:1370)
at org.codehaus.janino.Java$ExpressionStatement.accept(Java.java:2558)
at org.codehaus.janino.UnitCompiler.compile(UnitCompiler.java:1370)
at org.codehaus.janino.UnitCompiler.compileStatements(UnitCompiler.java:1450)
at org.codehaus.janino.UnitCompiler.compile(UnitCompiler.java:2811)
at org.codehaus.janino.UnitCompiler.compileDeclaredMethods(UnitCompiler.java:1262)
at org.codehaus.janino.UnitCompiler.compileDeclaredMethods(UnitCompiler.java:1234)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:538)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:890)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:894)
at org.codehaus.janino.UnitCompiler.access$600(UnitCompiler.java:206)
at org.codehaus.janino.UnitCompiler$2.visitMemberClassDeclaration(UnitCompiler.java:377)
at org.codehaus.janino.UnitCompiler$2.visitMemberClassDeclaration(UnitCompiler.java:369)
at org.codehaus.janino.Java$MemberClassDeclaration.accept(Java.java:1128)
at org.codehaus.janino.UnitCompiler.compile(UnitCompiler.java:369)
at org.codehaus.janino.UnitCompiler.compileDeclaredMemberTypes(UnitCompiler.java:1209)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:564)
at org.codehaus.janino.UnitCompiler.compile2(UnitCompiler.java:420)
at org.codehaus.janino.UnitCompiler.access$400(UnitCompiler.java:206)
at org.codehaus.janino.UnitCompiler$2.visitPackageMemberClassDeclaration(UnitCompiler.java:374)
at org.codehaus.janino.UnitCompiler$2.visitPackageMemberClassDeclaration(UnitCompiler.java:369)
at org.codehaus.janino.Java$AbstractPackageMemberClassDeclaration.accept(Java.java:1309)
at org.codehaus.janino.UnitCompiler.compile(UnitCompiler.java:369)
at org.codehaus.janino.UnitCompiler.compileUnit(UnitCompiler.java:345)
at org.codehaus.janino.SimpleCompiler.compileToClassLoader(SimpleCompiler.java:396)
at org.codehaus.janino.ClassBodyEvaluator.compileToClass(ClassBodyEvaluator.java:311)
at org.codehaus.janino.ClassBodyEvaluator.cook(ClassBodyEvaluator.java:229)
at org.codehaus.janino.SimpleCompiler.cook(SimpleCompiler.java:196)
at org.codehaus.commons.compiler.Cookable.cook(Cookable.java:91)
at org.apache.spark.sql.catalyst.expressions.codegen.CodeGenerator$.org$apache$spark$sql$catalyst$expressions$codegen$CodeGenerator$$doCompile(CodeGenerator.scala:905)
... 35 more
{code}
During generation of the code for SpecificUnsafeProjection, all the mutable variables are
declared up front. If there are too many, it seems it perhaps exceeds some type of resource
limit.
This issue seems related to (but is not fixed by) SPARK-17702, which itself was about the
size of individual methods growing beyond the 64 KB limit. SPARK-17702 was resolved by breaking
extractions into smaller methods [1], but this issue looks to be about the sheer number of
up-front declared variables [2].
I've created a small project [3] where I declare a list of "wide" and "nested" Bean objects
that I attempt to encode to a Dataset. This code can trigger the failure for Spark 2.1.0-SNAPSHOT.
And I'll additionally attach the error log that shows the code produced and the stacktrace.
[1] - https://github.com/apache/spark/blob/master/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateUnsafeProjection.scala#L383
[2] - https://github.com/apache/spark/blob/master/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateUnsafeProjection.scala#L376
[3] - https://github.com/bdrillard/spark-codegen-error
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