Details
-
Bug
-
Status: Resolved
-
Blocker
-
Resolution: Abandoned
-
None
-
None
Description
This is a real doozie - when compiling a Spark assembly with JDK7, the produced jar does not work well with JRE6. I confirmed the byte code being produced is JDK 6 compatible (major version 50). What happens is that, silently, the JRE will not load any class files from the assembled jar.
$> sbt/sbt assembly/assembly $> /usr/lib/jvm/java-1.7.0-openjdk-amd64/bin/java -cp /home/patrick/Documents/spark/assembly/target/scala-2.10/spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar org.apache.spark.ui.UIWorkloadGenerator usage: ./bin/spark-class org.apache.spark.ui.UIWorkloadGenerator [master] [FIFO|FAIR] $> /usr/lib/jvm/java-1.6.0-openjdk-amd64/bin/java -cp /home/patrick/Documents/spark/assembly/target/scala-2.10/spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar org.apache.spark.ui.UIWorkloadGenerator Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/spark/ui/UIWorkloadGenerator Caused by: java.lang.ClassNotFoundException: org.apache.spark.ui.UIWorkloadGenerator at java.net.URLClassLoader$1.run(URLClassLoader.java:217) at java.security.AccessController.doPrivileged(Native Method) at java.net.URLClassLoader.findClass(URLClassLoader.java:205) at java.lang.ClassLoader.loadClass(ClassLoader.java:323) at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:294) at java.lang.ClassLoader.loadClass(ClassLoader.java:268) Could not find the main class: org.apache.spark.ui.UIWorkloadGenerator. Program will exit.
I also noticed that if the jar is unzipped, and the classpath set to the currently directory, it "just works". Finally, if the assembly jar is compiled with JDK6, it also works. The error is seen with any class, not just the UIWorkloadGenerator. Also, this error doesn't exist in branch 0.9, only in master.
Isolation and Cause
The package-time behavior of Java 6 and 7 differ with respect to the format used for jar files:
Number of entries | JDK 6 | JDK 7 |
---|---|---|
<= 65536 | zip | zip |
> 65536 | zip* | zip64 |
zip* is a workaround for the original zip format that described in JDK-6828461 that allows some versions of Java 6 to support larger assembly jars.
The Scala libraries we depend on have added a large number of classes which bumped us over the limit. This causes the Java 7 packaging to not work with Java 6. We can probably go back under the limit by clearing out some accidental inclusion of FastUtil, but eventually we'll go over again.
The real answer is to force people to build with JDK 6 if they want to run Spark on JRE 6.
I've found that if I just unpack and re-pack the jar (using `jar`) it always works:
$ cd assembly/target/scala-2.10/ $ /usr/lib/jvm/java-1.6.0-openjdk-amd64/bin/java -cp ./spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar org.apache.spark.ui.UIWorkloadGenerator # fails $ jar xvf spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar $ jar cvf spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar * $ /usr/lib/jvm/java-1.6.0-openjdk-amd64/bin/java -cp ./spark-assembly-1.0.0-SNAPSHOT-hadoop1.0.4.jar org.apache.spark.ui.UIWorkloadGenerator # succeeds
I also noticed something of note. The Breeze package contains single directories that have huge numbers of files in them (e.g. 2000+ class files in one directory). It's possible we are hitting some weird bugs/corner cases with compatibility of the internal storage format of the jar itself.
I narrowed this down specifically to the inclusion of the breeze library. Just adding breeze to an older (unaffected) build triggered the issue.
I ran a git bisection and this appeared after the MLLib sparse vector patch was merged:
https://github.com/apache/spark/commit/80c29689ae3b589254a571da3ddb5f9c866ae534
SPARK-1212
Attachments
Issue Links
- is duplicated by
-
SPARK-1718 pyspark doesn't work with assembly jar containing over 65536 files/dirs built on redhat
- Resolved
-
SPARK-3008 PySpark fails due to zipimport not able to load the assembly jar (/usr/bin/python: No module named pyspark)
- Closed
- is related to
-
SPARK-7009 Build assembly JAR via ant to avoid zip64 problems
- Resolved
-
SPARK-1698 Improve spark integration
- Closed
- relates to
-
SPARK-1703 Warn users if Spark is run on JRE6 but compiled with JDK7
- Resolved
-
SPARK-1911 Warn users if their assembly jars are not built with Java 6
- Resolved