Added ParameterProperty, which handles the logic for calling the parameter each iteration of the optimization.

SimPEG/ObjFunction.py

@@ -5,7 +5,8 @@ class BaseObjFunction(object):
 
     __metaclass__ = Utils.Save.Savable
 
-    beta    = None   #: Regularization trade-off parameter
+    beta    = Utils.ParameterProperty('beta', default=None, doc='Regularization trade-off parameter')
+
     debug   = False  #: Print debugging information
     counter = None   #: Set this to a SimPEG.Utils.Counter() if you want to count things
 
@@ -68,16 +69,14 @@ class BaseObjFunction(object):
         self.phi_d, self.phi_d_last  = phi_d, self.phi_d
         self.phi_m, self.phi_m_last  = phi_m, self.phi_m
 
-        self._beta = self.beta.get()  #TODO: This needs to be fixed.
-
-        f = phi_d + self._beta * phi_m
+        f = phi_d + self.beta * phi_m
 
         out = (f,)
         if return_g:
             phi_dDeriv = self.dataObjDeriv(m, u=u)
             phi_mDeriv = self.reg.modelObjDeriv(m)
 
-            g = phi_dDeriv + self._beta * phi_mDeriv
+            g = phi_dDeriv + self.beta * phi_mDeriv
             out += (g,)
 
         if return_H:
@@ -85,7 +84,7 @@ class BaseObjFunction(object):
                 phi_d2Deriv = self.dataObj2Deriv(m, v, u=u)
                 phi_m2Deriv = self.reg.modelObj2Deriv()*v
 
-                return phi_d2Deriv + self._beta * phi_m2Deriv
+                return phi_d2Deriv + self.beta * phi_m2Deriv
 
             operator = sp.linalg.LinearOperator( (m.size, m.size), H_fun, dtype=m.dtype )
             out += (operator,)

SimPEG/Optimization.py

@@ -71,7 +71,7 @@ class IterationPrinters(object):
     bSet = {"title": "bSet", "value": lambda M: np.sum(M.bindingSet(M.xc)), "width": 8, "format": "%d"}
     comment = {"title": "Comment", "value": lambda M: M.comment, "width": 12, "format": "%s"}
 
-    beta = {"title": "beta", "value": lambda M: M.parent.objFunc.beta.get(), "width": 10, "format":   "%1.2e"}
+    beta = {"title": "beta", "value": lambda M: M.parent.objFunc.beta, "width": 10, "format":   "%1.2e"}
     phi_d = {"title": "phi_d", "value": lambda M: M.parent.objFunc.phi_d, "width": 10, "format":   "%1.2e"}
     phi_m = {"title": "phi_m", "value": lambda M: M.parent.objFunc.phi_m, "width": 10, "format":   "%1.2e"}
 

SimPEG/Utils/__init__.py

@@ -284,14 +284,32 @@ class Parameter(object):
         return getattr(self,'_parent',None)
     @parent.setter
     def parent(self, p):
+        startupName = '_startup_paramProperty_'+self._propertyName
         if getattr(self,'_parent',None) is not None:
-            print 'Parameter has switched to a new parent!'
+            delattr(self._parent,startupName)
+            print 'Warning: Parameter %s has switched to a new parent.' % self._propertyName
+            if self.debug: print '%s function has been deleted' % startupName
         self._parent = p
 
+        prop = self
+        def _startup_paramProperty(self, *args):
+            if prop.debug: print 'initializing %s' % prop._propertyName
+            prop.initialize()
+
+        hook(self._parent, _startup_paramProperty, name=startupName, overwrite=True)
+
     @property
     def opt(self):
         return self.parent.parent.opt
 
+    @property
+    def objFunc(self):
+        return self.parent
+
+    @property
+    def reg(self):
+        return self.parent.reg
+
     def initialize(self):
         pass
 
@@ -306,6 +324,20 @@ class Parameter(object):
         raise NotImplementedError('Getting the Parameter is not yet implemented.')
 
 
+def ParameterProperty(name, default=None, doc=""):
+    def getter(self):
+        out = getattr(self,'_'+name,default)
+        if isinstance(out, Parameter):
+            out = out.get()
+        return out
+    def setter(self, value):
+        if isinstance(value, Parameter):
+            value._propertyName = name
+            value.parent = self
+        setattr(self, '_'+name, value)
+
+    return property(fget=getter, fset=setter, doc=doc)
+
 
 if __name__ == '__main__':
     class MyClass(object):