diff --git a/sklearn2pmml/cross_reference/__init__.py b/sklearn2pmml/cross_reference/__init__.py
index 997a87c..2b13428 100644
--- a/sklearn2pmml/cross_reference/__init__.py
+++ b/sklearn2pmml/cross_reference/__init__.py
@@ -30,9 +30,9 @@ def __getstate__(self):
 	def __setstate__(self, state):
 		self.__dict__.update(state)
 
-def make_memorizer_union(memory, names):
+def make_memorizer_union(memory, names, transform_only = True):
 	return FeatureUnion([
-		("memorizer", Memorizer(memory, names)),
+		("memorizer", Memorizer(memory, names, transform_only = transform_only)),
 		("identity", IdentityTransformer()),
 	])
 
@@ -52,15 +52,13 @@ def __init__(self, memory, names):
 
 class Memorizer(_BaseMemoryManager):
 
-	def __init__(self, memory, names):
+	def __init__(self, memory, names, transform_only = True):
 		super(Memorizer, self).__init__(memory, names)
+		self.transform_only = transform_only
 
-	def fit(self, X, y = None):
+	def memorize(self, X):
 		if X.shape[1] != len(self.names):
 			raise ValueError()
-		return self
-
-	def transform(self, X):
 		for idx, name in enumerate(self.names):
 			if isinstance(X, DataFrame):
 				x = X.iloc[:, idx]
@@ -69,17 +67,28 @@ def transform(self, X):
 			self.memory[name] = x.copy()
 		return numpy.empty(shape = (X.shape[0], 0), dtype = int)
 
+	def fit(self, X, y = None):
+		if not self.transform_only:
+			self.memorize(X)
+		return self
+
+	def transform(self, X):
+		return self.memorize(X)
+
 class Recaller(_BaseMemoryManager):
 
 	def __init__(self, memory, names):
 		super(Recaller, self).__init__(memory, names)
 
-	def fit(self, X, y = None):
-		return self
-
-	def transform(self, X):
+	def recall(self, X):
 		result = []
 		for idx, name in enumerate(self.names):
 			x = self.memory[name]
 			result.append(x.copy())
 		return numpy.asarray(result).T
+
+	def fit(self, X, y = None):
+		return self
+
+	def transform(self, X):
+		return self.recall(X)
diff --git a/sklearn2pmml/cross_reference/tests/__init__.py b/sklearn2pmml/cross_reference/tests/__init__.py
index e63b93f..0dfcb5f 100644
--- a/sklearn2pmml/cross_reference/tests/__init__.py
+++ b/sklearn2pmml/cross_reference/tests/__init__.py
@@ -40,6 +40,12 @@ def test_transform(self):
 		self.assertEqual(1, len(memory))
 		self.assertEqual([-1, 1], memory["int"].tolist())
 
+		memory = dict()
+		self.assertEquals(0, len(memory))
+		memorizer = Memorizer(memory, ["int"], transform_only = False)
+		memorizer.fit(X)
+		self.assertEquals(1, len(memory))
+
 		memory = DataFrame()
 		self.assertEqual((0, 0), memory.shape)
 		memorizer = Memorizer(memory, ["int", "float", "str"])