diff --git a/paddle/api/Matrix.cpp b/paddle/api/Matrix.cpp
index 0c8d2935a0d6c392c5a7bd6b6af9a8ceaf74f6f7..e5493a381a6f9e3d135c14649a8e1e438494d363 100644
--- a/paddle/api/Matrix.cpp
+++ b/paddle/api/Matrix.cpp
@@ -53,7 +53,8 @@ Matrix* Matrix::createDense(const std::vector<float>& data, size_t height,
 }
 
 Matrix* Matrix::createDenseFromNumpy(float* data, int dim1, int dim2,
-                                      bool copy, bool useGpu) {
+                                      bool copy, bool useGpu)
+                                     throw (UnsupportError) {
   if (useGpu) {
     /// Gpu mode only supports copy=True
     if (!copy) {
diff --git a/paddle/api/Paddle.swig b/paddle/api/Paddle.swig
index e723a669f375c52e76b734268a04ae8a49209d83..6a0fbc537d9345f2221ab65d90733f4696be6880 100644
--- a/paddle/api/Paddle.swig
+++ b/paddle/api/Paddle.swig
@@ -6,17 +6,10 @@
 %}
 
 %include "exception.i"
-%exception{
-    try{
-        $action
-    }
-    catch(UnsupportError &ex ){
-        SWIG_exception(SWIG_RuntimeError, ex.what());
-    }
-    catch( ... ){
-        SWIG_fail;
-    }
-}
+%typemap(throws) UnsupportError %{
+  SWIG_exception(SWIG_RuntimeError, $1.what());
+  SWIG_fail;
+%}
 
 %include "std_vector.i"
 %include "std_pair.i"
diff --git a/paddle/api/PaddleAPI.h b/paddle/api/PaddleAPI.h
index 807519e739c9b0be9cd7130287d052373b55b923..5688ece44d2d58a2184a9f23d4af26c51c319579 100644
--- a/paddle/api/PaddleAPI.h
+++ b/paddle/api/PaddleAPI.h
@@ -139,7 +139,8 @@ public:
 
   static Matrix* createDenseFromNumpy(float* data, int dim1, int dim2,
                                       bool copy = true,
-                                      bool useGpu = isUsingGpu());
+                                      bool useGpu = isUsingGpu())
+                                      throw (UnsupportError);
 
   /**
    *  Create Cpu Dense Matrix from numpy matrix, dtype=float32
@@ -248,7 +249,8 @@ public:
                         bool useGpu = isUsingGpu());
 
   static Vector* createVectorFromNumpy(float* data, int dim, bool copy = true,
-                                       bool useGpu = isUsingGpu());
+                                       bool useGpu = isUsingGpu())
+                                       throw (UnsupportError);
   /**
    * Create Cpu Vector from numpy array, which dtype=float32
    *
@@ -311,7 +313,8 @@ public:
                          bool useGpu = isUsingGpu());
 
   static IVector* createVectorFromNumpy(int* data, int dim, bool copy = true,
-                                        bool useGpu = isUsingGpu());
+                                        bool useGpu = isUsingGpu())
+                                        throw (UnsupportError);
 
   /**
    * Create Cpu IVector from numpy array, which dtype=int32
diff --git a/paddle/api/Vector.cpp b/paddle/api/Vector.cpp
index 547be27ed560ff64d489cc168493ddb655fa76b4..d44cdefc35bd09e04412b52fb9981947caf89588 100644
--- a/paddle/api/Vector.cpp
+++ b/paddle/api/Vector.cpp
@@ -40,7 +40,7 @@ IVector* IVector::create(const std::vector<int>& data, bool useGpu) {
 }
 
 IVector* IVector::createVectorFromNumpy(int* data, int dim, bool copy,
-                                        bool useGpu) {
+                                        bool useGpu) throw (UnsupportError){
   if (useGpu) {
     /// if use gpu only copy=true is supported
     if (!copy) {
@@ -202,7 +202,7 @@ Vector* Vector::createByPaddleVectorPtr(void* ptr) {
 }
 
 Vector* Vector::createVectorFromNumpy(float* data, int dim, bool copy,
-                                      bool useGpu) {
+                                      bool useGpu) throw (UnsupportError){
   if (useGpu) {
     /// if use gpu only copy=True is supported
     if (!copy) {