diff --git a/paddle/fluid/operators/squeeze_op.cc b/paddle/fluid/operators/squeeze_op.cc
index 639480aba41783a5e830270733e175f502087b8f..29648cdd95115c4a25b09af85679671b6dafba38 100644
--- a/paddle/fluid/operators/squeeze_op.cc
+++ b/paddle/fluid/operators/squeeze_op.cc
@@ -33,10 +33,10 @@ class SqueezeOp : public framework::OperatorWithKernel {
                    "Output(Out) of SqueezeOp should not be null.");
 
     const auto& x_dims = ctx->GetInputDim("X");
-    // Check input tensor dims (<9).
-    PADDLE_ENFORCE(x_dims.size() <= 9,
+    // Check input tensor dims (<6) Eigen limit.
+    PADDLE_ENFORCE(x_dims.size() <= 6,
                    "Invalid dimnesions, dynamic dimensions must have "
-                   "between [1, 9] dimensions.");
+                   "between [1, 6] dimensions (Eigen limit).");
 
     const auto& axes = ctx->Attrs().Get<std::vector<int>>("axes");
     for (int a : axes) {
diff --git a/paddle/fluid/operators/squeeze_op.cu b/paddle/fluid/operators/squeeze_op.cu
index 1096907daa5dfca4f12d0d8de6ff6fdca16ca6dd..27525745029e5d766ae8635500a8c8fc2c799910 100644
--- a/paddle/fluid/operators/squeeze_op.cu
+++ b/paddle/fluid/operators/squeeze_op.cu
@@ -12,8 +12,6 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License. */
 
-#define EIGEN_USE_GPU
-
 #include "paddle/fluid/operators/squeeze_op.h"
 
 namespace ops = paddle::operators;
diff --git a/python/paddle/fluid/tests/unittests/test_squeeze_op.py b/python/paddle/fluid/tests/unittests/test_squeeze_op.py
index 58c87ea3c16a8a0d88814093667eb4129af4d968..6ef5204b72f0ae8a161ce206ae9ae51610267a72 100644
--- a/python/paddle/fluid/tests/unittests/test_squeeze_op.py
+++ b/python/paddle/fluid/tests/unittests/test_squeeze_op.py
@@ -27,7 +27,7 @@ class TestSqueezeOp1(OpTest):
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": False}
+        self.attrs = {"axes": axes, "inplace": False}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -46,7 +46,7 @@ class TestSqueezeOp2(OpTest):
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": False}
+        self.attrs = {"axes": axes, "inplace": False}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -65,7 +65,7 @@ class TestSqueezeOp3(OpTest):
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": False}
+        self.attrs = {"axes": axes, "inplace": False}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -78,13 +78,13 @@ class TestSqueezeOp3(OpTest):
 # Correct: Just part of axes be squeezed. 
 class TestSqueezeOp4(OpTest):
     def setUp(self):
-        ori_shape = (1, 3, 1, 5, 1, 4, 1)
-        axes = (2, 6)
-        new_shape = (1, 3, 5, 1, 4)
+        ori_shape = (3, 1, 5, 1, 4, 1)
+        axes = (1, -1)
+        new_shape = (3, 5, 1, 4)
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": False}
+        self.attrs = {"axes": axes, "inplace": False}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -122,7 +122,7 @@ class TestSqueezeOpInplace2(OpTest):
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": True}
+        self.attrs = {"axes": axes, "inplace": True}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -141,7 +141,7 @@ class TestSqueezeOpInplace3(OpTest):
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": True}
+        self.attrs = {"axes": axes, "inplace": True}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):
@@ -154,13 +154,13 @@ class TestSqueezeOpInplace3(OpTest):
 # Correct: Inpalce. Just part of axes be squeezed. 
 class TestSqueezeOpInplace4(OpTest):
     def setUp(self):
-        ori_shape = (1, 3, 1, 5, 1, 4, 1)
-        axes = (2, 6)
-        new_shape = (1, 3, 5, 1, 4)
+        ori_shape = (3, 1, 5, 1, 4, 1)
+        axes = (1, -1)
+        new_shape = (3, 5, 1, 4)
 
         self.op_type = "squeeze"
         self.inputs = {"X": np.random.random(ori_shape).astype("float32")}
-        self.attrs = {"axes": axes, "inpalce": True}
+        self.attrs = {"axes": axes, "inplace": True}
         self.outputs = {"Out": self.inputs["X"].reshape(new_shape)}
 
     def test_check_output(self):