diff --git a/doc/fluid/api/optimizer.rst b/doc/fluid/api/optimizer.rst
index 7a92caf9b7139..b90d481d9d915 100644
--- a/doc/fluid/api/optimizer.rst
+++ b/doc/fluid/api/optimizer.rst
@@ -47,6 +47,28 @@ DecayedAdagrad
     :members:
     :noindex:
 
+Adadelta
+-----------------
+
+..  autoclass:: paddle.fluid.optimizer.Adadelta
+    :members:
+    :noindex:
+
+RMSProp
+-----------------
+
+..  autoclass:: paddle.fluid.optimizer.RMSProp
+    :members:
+    :noindex:
+
+ModelAverage
+-----------------
+
+..  autoclass:: paddle.fluid.optimizer.ModelAverage
+    :members:
+    :noindex:
+
+
 SGDOptimizer
 ------------
 
@@ -89,9 +111,16 @@ DecayedAdagradOptimizer
     :members:
     :noindex:
 
-Adadelta
---------------
+AdadeltaOptimizer
+-----------------
 
 ..  autoclass:: paddle.fluid.optimizer.AdadeltaOptimizer
     :members:
     :noindex:
+
+RMSPropOptimizer
+-----------------
+
+..  autoclass:: paddle.fluid.optimizer.RMSPropOptimizer
+    :members:
+    :noindex:
diff --git a/python/paddle/fluid/optimizer.py b/python/paddle/fluid/optimizer.py
index 0fc48055220ed..a0deaca78eed7 100644
--- a/python/paddle/fluid/optimizer.py
+++ b/python/paddle/fluid/optimizer.py
@@ -28,8 +28,8 @@
 __all__ = [
     'SGD', 'Momentum', 'Adagrad', 'Adam', 'Adamax', 'DecayedAdagrad',
     'SGDOptimizer', 'MomentumOptimizer', 'AdagradOptimizer', 'AdamOptimizer',
-    'AdamaxOptimizer', 'DecayedAdagradOptimizer', 'Adadelta', 'ModelAverage',
-    'Optimizer'
+    'AdamaxOptimizer', 'DecayedAdagradOptimizer', 'RMSPropOptimizer',
+    'Adadelta', 'ModelAverage', 'Optimizer'
 ]