feat: Add note about NVIDIA drivers (#64)

Co-authored-by: OlivierDehaene <olivier@huggingface.co>

README.md

@@ -83,6 +83,7 @@ volume=$PWD/data # share a volume with the Docker container to avoid downloading
 
 docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:latest --model-id $model --num-shard $num_shard
 ```
+**Note:** To use GPUs, you need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html). We also recommend using NVIDIA drivers with CUDA version 11.8 or higher.
 
 You can then query the model using either the `/generate` or `/generate_stream` routes:
 
@@ -119,8 +120,6 @@ for response in client.generate_stream("What is Deep Learning?", max_new_tokens=
 print(text)
 ```
 
-**Note:** To use GPUs, you need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html).
-
 ### API documentation
 
 You can consult the OpenAPI documentation of the `text-generation-inference` REST API using the `/docs` route.