Reputation: 1455
I use MALLET for topic modeling.
http://mallet.cs.umass.edu/topics.php
First, I try to import the training document set following the instruction.
bin/mallet import-dir --input /data/topic-input --output topic-input.mallet --keep-sequence --remove-stopwords
I always get OutOfMemoryError
, although I change "bin/mallet.bat"
according to the following page.
Mallet topic modelling
I set set MALLET_MEMORY=32G
.
My data set size is 30GB.
Computer memory is sufficient.
I get the following error.
Exception in thread "main" java.lang.OutOfMemoryError: GC overhead limit exceeded
at java.util.Arrays.copyOfRange(Arrays.java:3658)
at java.lang.String.<init>(String.java:201)
at java.lang.AbstractStringBuilder.substring(AbstractStringBuilder.java:909)
at java.lang.StringBuffer.subSequence(StringBuffer.java:473)
at cc.mallet.extract.StringSpan.constructTokenText(StringSpan.java:49)
at cc.mallet.extract.StringSpan.<init>(StringSpan.java:33)
at cc.mallet.pipe.CharSequence2TokenSequence.pipe(CharSequence2TokenSequence.java:68)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:294)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.types.InstanceList.addThruPipe(InstanceList.java:267)
at cc.mallet.classify.tui.Text2Vectors.main(Text2Vectors.java:312)
$ bin/mallet import-dir --input ../Text --output topic-input.mallet --keep-sequence --remove-stopwords
Labels =
../Text
Exception in thread "main" java.lang.OutOfMemoryError: Java heap space
at java.util.Arrays.copyOfRange(Arrays.java:3658)
at java.lang.String.<init>(String.java:201)
at java.lang.AbstractStringBuilder.substring(AbstractStringBuilder.java:909)
at java.lang.StringBuffer.subSequence(StringBuffer.java:473)
at cc.mallet.extract.StringSpan.constructTokenText(StringSpan.java:49)
at cc.mallet.extract.StringSpan.<init>(StringSpan.java:33)
at cc.mallet.pipe.CharSequence2TokenSequence.pipe(CharSequence2TokenSequence.java:68)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:294)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:290)
at cc.mallet.pipe.Pipe$SimplePipeInstanceIterator.next(Pipe.java:282)
at cc.mallet.types.InstanceList.addThruPipe(InstanceList.java:267)
at cc.mallet.classify.tui.Text2Vectors.main(Text2Vectors.java:312)
How can I fix this problem? Thank you.
Upvotes: 3
Views: 1200
Reputation: 180
You can increase the memory that mallet uses. Where is your home directory of mallet? In the home directory of mallet you have bin
directory.
In bin
directory open the mallet file in a text editor and set "MEMORY" to the upper value. The default value for "MEMORY" is 1g. You can set it up to 4g.
Upvotes: 7