MLLib SVMWithSGD : java.lang.OutOfMemoryError: Java heap space

Hi, I'm trying to train an SVM on KDD2010 dataset (available from libsvm). But I'm getting java.lang.OutOfMemoryError: Java heap space error. The dataset is really sparse and have around 8 million data points and 20 million features. I'm using a cluster of 8 nodes (each with 8 cores and 64G RAM).

Re: MLLib SVMWithSGD : java.lang.OutOfMemoryError: Java heap space

Try increasing your driver memory. Thanks Best Regards On Thu, Apr 16, 2015 at 6:09 PM, sarath sarathkrishn...@gmail.com wrote: Hi, I'm trying to train an SVM on KDD2010 dataset (available from libsvm). But I'm getting java.lang.OutOfMemoryError: Java heap space error. The dataset is