Merge branch 'fix_demos' into 'master'

fix demos

See merge request !162

demos/critical_filtering.py

-
 from nifty import *
 from nifty.library.wiener_filter import WienerFilterEnergy
 from nifty.library.critical_filter import CriticalPowerEnergy
@@ -113,7 +112,7 @@ if __name__ == "__main__":
         print (x, iteration)
 
 
-    minimizer1 = RelaxedNewton(convergence_tolerance=10e-2,
+    minimizer1 = RelaxedNewton(convergence_tolerance=1e-2,
                               convergence_level=2,
                               iteration_limit=3,
                               callback=convergence_measure)
@@ -124,7 +123,7 @@ if __name__ == "__main__":
                        max_history_length=3)
 
     # Setting starting position
-    flat_power = Field(p_space,val=10e-8)
+    flat_power = Field(p_space,val=1e-8)
     m0 = flat_power.power_synthesize(real_signal=True)
 
     t0 = Field(p_space, val=log(1./(1+p_space.kindex)**2))
@@ -136,7 +135,7 @@ if __name__ == "__main__":
                               distribution_strategy=distribution_strategy)
 
         # Initializing the  nonlinear Wiener Filter energy
-        map_energy = WienerFilterEnergy(position=m0, d=d, R=R, N=N, S=S0, inverter=inverter)
+        map_energy = WienerFilterEnergy(position=m0, d=d, R=R, N=N, S=S0)
         # Solving the Wiener Filter analytically
         D0 = map_energy.curvature
         m0 = D0.inverse_times(j)

demos/wiener_filter_advanced.py

-
 from nifty import *
 
 import plotly.offline as pl
 import plotly.graph_objs as go
+from nifty.library.wiener_filter import *
 
 from mpi4py import MPI
 comm = MPI.COMM_WORLD
@@ -103,7 +103,7 @@ if __name__ == "__main__":
     #
 
     inverter = ConjugateGradient(convergence_level=3,
-                                 convergence_tolerance=10e-5,
+                                 convergence_tolerance=1e-5,
                                  preconditioner=None)
     # Setting starting position
     m0 = Field(h_space, val=.0)