[Feat] Adding support for improvement method

[yining043]

Description

This PR is to make RL4CO support the improvement method for VRPs. The changes includes:

• Add new features for improvement methods:
  • improvement env classes
  • improvement base model, encoder, and decoder classes
  • Positional encoding/embedding support
• Minor changes to augment existing features
  • nn.attention, nn.ops
  • decoding strategy
  • a new type of normalization method
• ADD the N2S implementation
• modify the PPO training part for improvement methods

Motivation and Context

This PR is to make RL4CO support the improvement methods.

Types of changes

What types of changes does your code introduce? Remove all that do not apply:

• [x] New feature (non-breaking change which adds core functionality)
• [x] Breaking change (fix or feature that would cause existing functionality to change)
• [x] Documentation (update in the documentation)
• [ ] Example (update in the folder of examples)

Checklist

Go over all the following points, and put an x in all the boxes that apply. If you are unsure about any of these, don't hesitate to ask. We are here to help!

• [x] My change requires a change to the documentation.
• [x] I have updated the tests accordingly (required for a bug fix or a new feature).
• [ ] I have updated the documentation accordingly (to do).

[yining043]

Hi @cbhua @fedebotu , thank you so much for the review and great suggestions! I have replied above. Since last time I forgot to perform the pre-commit so I did a forced re-commit of the files. Sorry if it looks a bit hard to track the changes. I will perform new commits for future updates! :)

[yining043]

Hi @LTluttmann, thanks for the review! I have changed the codes in the latest commit! I marked this pull request as draft since I need to add more features before merging~