diff --git a/python/paddle/v2/fluid/framework.py b/python/paddle/v2/fluid/framework.py
index cd8bbe08366d8002658afc665da21b513fdd69eb..e6e3190b99178355ec4ca90526615b9c26958736 100644
--- a/python/paddle/v2/fluid/framework.py
+++ b/python/paddle/v2/fluid/framework.py
@@ -512,6 +512,7 @@ class Program(object):
         self.desc = core.ProgramDesc()
         self.blocks = [Block(self, 0)]
         self.current_block_idx = 0
+        self._seed = 0
 
     def __str__(self):
         return self.to_string(True)
@@ -564,6 +565,16 @@ class Program(object):
         p.sync_with_cpp()
         return p
 
+    @property
+    def random_seed(self):
+        return self._seed
+
+    @random_seed.setter
+    def random_seed(self, seed):
+        if not isinstance(seed, int):
+            raise ValueError("Seed must be a integer.")
+        self._seed = seed
+
     def __repr__(self):
         return str(self)
 
diff --git a/python/paddle/v2/fluid/initializer.py b/python/paddle/v2/fluid/initializer.py
index d3f648f8460814a3f251d7aa9560d748af85235c..c0839caaf2bb5bc43a76a13b5782cc519a4afe63 100644
--- a/python/paddle/v2/fluid/initializer.py
+++ b/python/paddle/v2/fluid/initializer.py
@@ -132,6 +132,8 @@ class UniformInitializer(Initializer):
         assert isinstance(var, framework.Variable)
         assert isinstance(block, framework.Block)
         # Initialization Ops should be prepended and not appended
+        if self._seed == 0:
+            self._seed = block.program.random_seed
         op = block.prepend_op(
             type="uniform_random",
             outputs={"Out": var},
@@ -180,6 +182,8 @@ class NormalInitializer(Initializer):
         assert isinstance(var, framework.Variable)
         assert isinstance(block, framework.Block)
         # Initialization Ops should be prepended and not appended
+        if self._seed == 0:
+            self._seed = block.program.random_seed
         op = block.prepend_op(
             type="gaussian_random",
             outputs={"Out": var},
@@ -255,6 +259,9 @@ class XavierInitializer(Initializer):
         fan_in = f_in if self._fan_in is None else self._fan_in
         fan_out = f_out if self._fan_out is None else self._fan_out
 
+        if self._seed == 0:
+            self._seed = block.program.random_seed
+
         if self._uniform:
             limit = np.sqrt(6.0 / float(fan_in + fan_out))
             op = block.prepend_op(
@@ -338,6 +345,9 @@ class MSRAInitializer(Initializer):
         # If fan_in is passed, use it
         fan_in = f_in if self._fan_in is None else self._fan_in
 
+        if self._seed == 0:
+            self._seed = block.program.random_seed
+
         if self._uniform:
             limit = np.sqrt(6.0 / float(fan_in))
             op = block.prepend_op(
diff --git a/python/paddle/v2/fluid/tests/test_initializer.py b/python/paddle/v2/fluid/tests/test_initializer.py
index 6c20203f8eca02b3f68ed2aa8664bed29551c070..3175010f48229d04421fc0068af0f0ed90e63af4 100644
--- a/python/paddle/v2/fluid/tests/test_initializer.py
+++ b/python/paddle/v2/fluid/tests/test_initializer.py
@@ -60,6 +60,29 @@ class TestUniformInitializer(unittest.TestCase):
         self.assertAlmostEqual(init_op.attr('max'), 1.0, delta=DELTA)
         self.assertEqual(init_op.attr('seed'), 0)
 
+    def test_uniform_initializer_random_seed(self):
+        """Test the uniform initializer with manually setting seed
+        """
+        program = framework.Program()
+        program.random_seed = 123
+        block = program.global_block()
+        block.create_parameter(
+            dtype="float32",
+            shape=[5, 10],
+            lod_level=0,
+            name="param",
+            initializer=initializer.UniformInitializer())
+        block.create_parameter(
+            dtype="float32",
+            shape=[5, 10],
+            lod_level=0,
+            name="param",
+            initializer=initializer.UniformInitializer(seed=456))
+        init_op = block.ops[1]
+        self.assertEqual(init_op.attr("seed"), 123)
+        init_op1 = block.ops[0]
+        self.assertEqual(init_op1.attr("seed"), 456)
+
     def test_uniform_initializer(self):
         """Test uniform initializer with supplied attributes
         """