diff --git a/python/paddle/fluid/layers/nn.py b/python/paddle/fluid/layers/nn.py
index 6bc69ffd5cd3244a545448bb077bf7b59d2250cb..34dc1e9b346ecb4c7cd0fd890f3dc15ebda902e9 100755
--- a/python/paddle/fluid/layers/nn.py
+++ b/python/paddle/fluid/layers/nn.py
@@ -9260,6 +9260,9 @@ def affine_grid(theta, out_shape, name=None):
                                  'affine_grid')
     else:
         attrs['output_shape'] = out_shape
+    if core.is_compiled_with_rocm():
+        # ROCM platform do not have MIOPEN kernel for affine_grid
+        attrs['use_cudnn'] = False
 
     helper.append_op(
         type='affine_grid',
diff --git a/python/paddle/fluid/tests/unittests/test_affine_grid_op.py b/python/paddle/fluid/tests/unittests/test_affine_grid_op.py
index e4336ab05d58f70baf808151efb47a36ed1cdc13..8277256009e72be1a67ef5439c0c2a503c0870f2 100644
--- a/python/paddle/fluid/tests/unittests/test_affine_grid_op.py
+++ b/python/paddle/fluid/tests/unittests/test_affine_grid_op.py
@@ -83,6 +83,8 @@ class TestAffineGridOpCase1(TestAffineGridOp):
         self.output_shape = np.array([20, 2, 5, 7]).astype("int32")
         self.dynamic_shape = True
         self.use_cudnn = True
+        if paddle.fluid.core.is_compiled_with_rocm():
+            self.use_cudnn = False  # ROCM platform do not have MIOPEN kernel for affine_grid
         self.align_corners = True
 
 
diff --git a/python/paddle/nn/functional/vision.py b/python/paddle/nn/functional/vision.py
index 9e04095e7b7988a95f523aac475f7e3f91502b5b..032d5b47eda077ab3a1cb9123d958568bf20617a 100644
--- a/python/paddle/nn/functional/vision.py
+++ b/python/paddle/nn/functional/vision.py
@@ -119,6 +119,8 @@ def affine_grid(theta, out_shape, align_corners=True, name=None):
         use_cudnn = True
     else:
         use_cudnn = False
+    if core.is_compiled_with_rocm():
+        use_cudnn = False  # ROCM platform do not have MIOPEN kernel for affine_grid
 
     if not (isinstance(out_shape, list) or isinstance(out_shape, tuple) or \
             isinstance(out_shape, Variable)):