Dockerfile seems not to work with M1 architecture

I was working on solving a bug and have been having some issues using the dockerfile. In particular when I run
``` console
> docker build https://github.com/microsoft/FLAML.git#main -t flaml-dev
> docker run -it flaml-dev
```
I get the following error
```console
#11 10.68 ERROR: Could not find a version that satisfies the requirement catboost>=0.26 (from flaml[notebook,test]) (from versions: none)
#11 10.68 ERROR: No matching distribution found for catboost>=0.26
#11 11.51 WARNING: You are using pip version 22.0.4; however, version 22.2.2 is available.
#11 11.51 You should consider upgrading via the '/usr/local/bin/python -m pip install --upgrade pip' command.
```
It seems that this might be an issue with the architecture that I am using as suggested by [this thread](https://stackoverflow.com/questions/54598558/why-does-pip-install-not-work-for-catboost).

I am unsure how to solve the issue as I am not super familiar with the intricacies of docker for the new architecture.