Add paged attention optimizations

[jorgeantonio21]

In order to have a fast service for inference, we need to implement a few optimisations on top of Candle. This will include an implementation of paged attention (see here for an existing implementation using Candle already).

[jorgeantonio21]

We should also optimise our stack using cache mechanisms for inference service, see here for an existing implementation using Candle.