Add `augmentation` package to include time series data-augmentation algorithms

[WenjieDu]

1. Feature description

Add a package with a name like augmentation to collect time series data augmentation algorithms

2. Motivation

Data augmentation is helpful in training models, especially with LLM and TSMF training.

3. Your contribution

Will create the package augmentation with at least one algorithm