Benchmarks & benchmarking notebook

[gamatos]

It would be nice to have a few benchmarks in the main page to give the user an idea of how long it takes to evaluate circuits of different depths/number of qubits using qujax.

These benchmarks would ideally come from a notebook in the repository that the user can execute themselves to get for the execution times/memory for the specific machine specs they are running.