docker/build_image.sh BASE_IMAGE needs an update

[GeeCastro]

🐛 Describe the bug

Some of the BASE_IMAGEs listed in the docker/build_image.sh are missing and fail to build.

• 11.6.0-cudnn8-runtime-ubuntu20.04 only available is 11.6.2-cudnn8-runtime-ubuntu20.04
• 11.3.0-cudnn8-runtime-ubuntu20.04 only available is 11.3.1-cudnn8-runtime-ubuntu20.04
• olders are not available anymore 😞 10.2-cudnn8-runtime-ubuntu18.04, 10.1-cudnn7-runtime-ubuntu18.04 and 9.2-cudnn7-runtime-ubuntu18.04

Error logs

[+] Building 1.4s (5/5) FINISHED                                                                                                                                                            
 => [internal] load build definition from Dockerfile                                                                                                                                   0.0s
 => => transferring dockerfile: 4.97kB                                                                                                                                                 0.0s
 => [internal] load .dockerignore                                                                                                                                                      0.0s
 => => transferring context: 2B                                                                                                                                                        0.0s
 => resolve image config for docker.io/docker/dockerfile:experimental                                                                                                                  0.6s
 => CACHED docker-image://docker.io/docker/dockerfile:experimental@sha256:600e5c62eedff338b3f7a0850beb7c05866e0ef27b2d2e8c02aa468e78496ff5                                             0.0s
 => ERROR [internal] load metadata for docker.io/nvidia/cuda:11.3.0-cudnn8-runtime-ubuntu20.04                                                                                         0.4s
------
 > [internal] load metadata for docker.io/nvidia/cuda:11.3.0-cudnn8-runtime-ubuntu20.04:
------
failed to solve with frontend dockerfile.v0: failed to solve with frontend gateway.v0: rpc error: code = Unknown desc = docker.io/nvidia/cuda:11.3.0-cudnn8-runtime-ubuntu20.04: not found

Installation instructions

git clone 
cd docker
./build_image.sh -g -bt production -cv cu113 -py 3.8

Model Packaing

N/A

config.properties

N/A

Versions

v0.8.1

Repro instructions

N/A

Possible Solution

No response

[agunapal]

@Chichilele You can change the base image once we have this PR merged #2435