GPU Issues

This section describes GPU issues and solutions you might encounter during GPU set up.

Known Issues with Tensorflow 2.4 and CUDA 11.2

During GPU set up, the dynamic library libculsolver.so.10 is not read. For more information, see https://github.com/tensorflow/tensorflow/issues/44777.

Workaround: Enter the following command when starting a session:
!ln -s /usr/local/cuda-11.1/targets/x86_64-linux/lib/libcusolver.so.11.0.1.105 /usr/local/cuda-11.1/targets/x86_64-linux/lib/libcusolver.so.10
!ln -s /usr/lib/x86_64-linux-gnu/libcuda.so.460.73.01 /usr/lib/x86_64-linux-gnu/libcuda.so.1