title: Tensorflow 2.2 and cudnn 8.0.3 not working together as they should. It still looks for cudnn 7.6.5 dll files
body: <p>I have Tensorflow 2.2 and Cuda 10.1 with cuDnn 8.0.3</p>
  <p>I am unable to run my scripts because it keeps looking for cuDnn 7 dll file: cudnn64_7.dll
  I get the following:</p>
  <pre><code>Could not load dynamic library 'cudnn64_7.dll'; dlerror: cudnn64_7.dll not found
  </code></pre>
  <p>Even though I installed the newly published cuDnn 8.0.3 for Cuda 10.1 (see <a href="https://docs.nvidia.com/deeplearning/cudnn/support-matrix/index.html#cudnn-cuda-hardware-versions" rel="nofollow noreferrer">cuDNN 8.x support matrix</a>)
  I went back to cuDNN 7.6.5 but I was hoping to get the &quot;5 times faster&quot; cuDNN v8.0 as NVIDIA claims.</p>
  <p>Any help or workarounds on how to get this done? Googling gets me literally less than 5 results! as it seems not many got to try the new 8.0.3 (the one for 10.1)</p>