<s>[INST] Cuda build 12.1.0-rc breaks CUDA compatibility with TensorFlow 2.x

Description:
Cuda toolkit version 12.1.0-rc breaks CUDA compatibility with TensorFlow 2.x. This is due to an incompatible change in the CUDA toolkit that results in the following error:

undefined reference to cuLinkAddFile

The issue arises because cuLink functionality (including cuLinkAddFile) is deprecated and removed in CUDA 12.1.0-rc.

Steps to Reproduce:

1. Install Cuda toolkit 12.1.0-rc
2. Install TensorFlow 2.x
3. Run a TensorFlow program that uses CUDA

Expected Result:
The program should run without errors.

Actual Result:
The program fails to run with the error "undefined reference to cuLinkAddFile".

Solution:
The fix for this issue is to update the TensorFlow build to use the new CUDA Driver API instead of the deprecated cuLink API.

However, the user's GPU driver version is an older version (504.00.02.05) which is not compatible with the new CUDA Driver API. 

What should the user do?[/INST]