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Swap the order of $CUDNN_PATH/lib and CONDA_PREFIX/lib.
I was hitting an error,
Loaded runtime CuD NN library: 8.1.0 but source was compiled with: 8.6.0.
I find out that my
CONDA_PREFIX/lib
containslibcudnn8.1.0
so TF will first use this version instead of thelibcudnn8.6.0
installed in theCONDA_PREFIX/lib
.