How expensive is it to compute the eigenvalues of a matrix?
What is the complexity of the best algorithms?
How long might it take in practice if I have a 1
I would take a look at Eigenvalue algorithms, which link to a number of different methods. They'll all have different characteristics, and hopefully one will be suitable for your purposes.