Possible to virtualize NVIDIA GeForce GTX 1070 Graphics Card for Distributed Tensorflow?

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I am running Windows 10 on Intel Core i7-8700 CPU with 16 GB RAM, 1 TB HDD and dedicated NVIDIA GeForce GTX 1070 graphics card.

I plan to launch 3 Ubuntu instances hosted by my Windows 10 PC. The Ubuntus will be running Distributed Tensorflow (tensorflow-gpu) code, that will using GPU for training a Neural Network. (to mention, already I've tried the setup on Windows but failed)

Q. Shall my NVIDIA GPU be virtualized among those Virtual Machines or Not?

  • If YES, then is there any further configurations required to make this happen?

  • If NOT, then is there any suggestions to build such experimental environment for Distributed Tensorflow?

N.B.

Thanks.

1 Answers

I would consider @jdehesa's answer as for now there seems no way to virtulize GPU on Windows for Tensorflow. Thanks to @jdehesa

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