7000x7000 is not tall-and-skinny matrix. Storing the dense matrix
requires 784MB. The driver needs more storage for collecting result
from executors as well as making a copy for LAPACK's dgesvd. So you
need more memory. Do you need the full SVD? If not, try to use a small
k, e.g, 50. -Xiangrui

On Wed, Sep 24, 2014 at 3:01 PM, Shailesh Birari
<sbir...@wynyardgroup.com> wrote:
>
> Note, the data is random numbers (double).
> Any suggestions/pointers will be highly appreciated.
>
> Thanks,
>   Shailesh
>
>
>
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