c01dacf7ea92ad8cc9d919a778ba03f24ebe47ac,experiments/complete_faces.py,,,#,72

Before Change

    for rank in [5, 50]:
        for solver_class in [IterativeSVD, SoftImpute, MatrixFactorization]:
            solver = solver_class(rank=rank)
            completed = solver.complete(incomplete)
            save_images(
                completed,
                base_filename="%s_rank%d" % (solver_class.__name__, rank))
        nn = AutoEncoder(

After Change

                    fill_method, shrinkage_value))

    for rank in [5, 50]:
        for fill_method in ["zero", "mean", "random"]:
            save_images(
                IterativeSVD(rank=rank, init_fill_method=fill_method).complete(
                    incomplete),
                base_filename="IterativeSVD_%s_rank%d" % (
                    fill_method, rank))

        save_images(
            MatrixFactorization(rank).complete(incomplete),
            base_filename="MatrixFactorization_rank%d" % rank)

Instances