Use the In object as Param is deprecated

Author: nouiz

code/DBN.py

@@ -174,7 +174,7 @@ def pretraining_functions(self, train_set_x, batch_size, k):
 
             # compile the theano function
             fn = theano.function(
-                inputs=[index, theano.Param(learning_rate, default=0.1)],
+                inputs=[index, theano.In(learning_rate, value=0.1)],
                 outputs=cost,
                 updates=updates,
                 givens={

code/SdA.py

@@ -214,8 +214,8 @@ def pretraining_functions(self, train_set_x, batch_size):
             fn = theano.function(
                 inputs=[
                     index,
-                    theano.Param(corruption_level, default=0.2),
-                    theano.Param(learning_rate, default=0.1)
+                    theano.In(corruption_level, value=0.2),
+                    theano.In(learning_rate, value=0.1)
                 ],
                 outputs=cost,
                 updates=updates,