Retrieving number of iterations that ran for spars

问题:

How to retrieve how many iterations ran to achieve specified tolerance level in SciPy sparse linear system solvers?

回答1:

The solvers support a callback keyword argument that gets called after every iteration. So you could do something like this:

def solve_sparse(A, b):
  num_iters = 0

  def callback(xk):
    num_iters += 1

  # call the solver on your data
  return scipy.sparse.linalg.cg(A, b, callback=callback)[0]

回答2:

For Python 3, the following works:

    def solve_sparse(A, b):
      num_iters = 0

      def callback(xk):
         nonlocal num_iters
         num_iters+=1

      x,status=scipy.sparse.linalg.cg(A, b,tol=1e-15, callback=callback)
      return x,status,num_iters