[Feature Request]: Add end-of-file-fixer check.

[Sai-Suraj-27]

Is your feature request related to a problem? Please describe.
I found that the end-of-file-fixer check is very common (recommended) and used in most of the big Python based organizations including Paddle, scikit-learn, mindsbd, jax, pandas, etc. So, it will be nice to have it in our codebase.

Benefits
It can help to prevent errors, as some programs may rely on the presence of a newline character at the end of a file.
It can help to ensure that files are consistent with each other, as all files in a repository should have the same end-of-file style.

Describe the solution you'd like
The solution would be to update the .pre-commit-config.yaml file by adding this check. Similar to the checks I introduced in this Pull Request.

Describe alternatives you've considered

Additional context