Perf Improvement for FinRel contraction

[sg495]

Desired performance improvements:

• In rewire_array, change the implementation from Python to Numba.
• In FinRel._contract2, use dot instead of einsum wherever possible.
• In FinRel._contract2, consider using a lower-level call to the C version of einsum.