Fixed bugs

gplasdi had an instance of np.Inf (which is depricated). I also fixed a typo in latent_spaces.py

Author: Robert Stephany

src/lasdi/gplasdi.py

@@ -138,7 +138,7 @@ def __init__(self, physics, autoencoder, latent_dynamics, param_space, config):
         else:
             self.device = 'cpu'
 
-        self.best_loss = np.Inf
+        self.best_loss = np.inf
         self.best_coefs = None
         self.restart_iter = 0
 

src/lasdi/latent_space.py

@@ -406,7 +406,7 @@ def __init__(self, physics : Physics, config : dict) -> None:
                             value               = value);
 
         self.decoder = MultiLayerPerceptron(
-                            latent_sizes        = layer_sizes[::-1],    # Reverses the order of the the list.
+                            layer_sizes         = layer_sizes[::-1],    # Reverses the order of the the list.
                             act_type            = act_type,
                             reshape_index       = -1,               
                             reshape_shape       = self.qgrid_size,      # We need to reshape the network output to a fom frame.