Actually I did manage to install nvidia-cuda-toolkit

I ended up removing nvidia-libopencl1-304 after trying the above
solution

then

sudo apt-get install nvidia-libopencl-dev

then

sudo apt-get install nvidia-cuda-toolkit

I'm not able to install nvidia-331-updates after that though.

Guess I'll have to settle for the nvidia-304 driver.

Thanks.

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https://bugs.launchpad.net/bugs/1260974

Title:
  package nvidia-OPENcl-dev  not installed  failed to install/upgrade:
  trying to overwrite  /usr/lib/x86_64-linux-gnu/libOpenCL.so , which is
  also in package nvidia-libOPENcl1-331-updates 331.20-0ubuntu6

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