.. warning:: There are known non-determinism issues for RNN functions on some versions of cuDNN and CUDA. You can enforce deterministic behavior by setting the following environment variables: On CUDA 10.1, set environment variable ``CUDA_LAUNCH_BLOCKING=1``. This may affect performance. On CUDA 10.2 or later, set environment variable (note the leading colon symbol) ``CUBLAS_WORKSPACE_CONFIG=:16:8`` or ``CUBLAS_WORKSPACE_CONFIG=:4096:2``. See the `cuDNN 8 Release Notes`_ for more information. .. _cuDNN 8 Release Notes: https://docs.nvidia.com/deeplearning/sdk/cudnn-release-notes/rel_8.html