diff --git a/paddle/fluid/operators/squeeze_op.cc b/paddle/fluid/operators/squeeze_op.cc
index ecfb4e89566f3d72b3c262946c370bf34ce7515a..dc15df2c3c1b8a2964312d983be8ce362d3ab95d 100644
--- a/paddle/fluid/operators/squeeze_op.cc
+++ b/paddle/fluid/operators/squeeze_op.cc
@@ -40,7 +40,7 @@ class SqueezeOpInferShape : public framework::InferShapeBase {
                         "tensor's rank.");
     }
 
-    auto out_dims = GetOutputShape(axes, x_dims);
+    auto out_dims = GetOutputShape(axes, x_dims, false);
     ctx->SetOutputDim("Out", out_dims);
     if (x_dims[0] == out_dims[0]) {
       // Only pass LoD when the first dimension of output and Input(X)
@@ -50,7 +50,8 @@ class SqueezeOpInferShape : public framework::InferShapeBase {
   }
 
   static framework::DDim GetOutputShape(const std::vector<int> squeeze_dims,
-                                        const framework::DDim &in_dims) {
+                                        const framework::DDim &in_dims,
+                                        bool is_runtime) {
     size_t num_squeeze_dims = squeeze_dims.size();
     int cnt_squeezed_dims = 0;
     bool should_squeeze[9] = {false};
@@ -71,9 +72,12 @@ class SqueezeOpInferShape : public framework::InferShapeBase {
         // Check current index, the upper limit has beed checked in line 36.
         PADDLE_ENFORCE(current >= 0,
                        "Invalid axis, the negative axis is out of range.");
-        PADDLE_ENFORCE(in_dims[current] == 1,
-                       "Invalid axis index, the axis that will be squeezed "
-                       "should be equal to 1.");
+
+        if (is_runtime) {
+          PADDLE_ENFORCE(in_dims[current] == 1,
+                         "Invalid axis index, the axis that will be squeezed "
+                         "should be equal to 1.");
+        }
 
         if (!(should_squeeze[current])) {
           ++cnt_squeezed_dims;
@@ -104,7 +108,7 @@ class SqueezeOp : public framework::OperatorBase {
                const platform::Place &place) const override {
     auto &axes = Attr<std::vector<int>>("axes");
     auto x_dims = scope.FindVar(Input("X"))->Get<framework::LoDTensor>().dims();
-    auto out_dims = SqueezeOpInferShape::GetOutputShape(axes, x_dims);
+    auto out_dims = SqueezeOpInferShape::GetOutputShape(axes, x_dims, true);
 
     framework::AttributeMap attrs;
     attrs["shape"] = framework::vectorize2int(out_dims);
@@ -224,7 +228,7 @@ class Squeeze2Op : public framework::OperatorBase {
                const platform::Place &place) const override {
     auto &axes = Attr<std::vector<int>>("axes");
     auto x_dims = scope.FindVar(Input("X"))->Get<framework::LoDTensor>().dims();
-    auto out_dims = Squeeze2OpInferShape::GetOutputShape(axes, x_dims);
+    auto out_dims = Squeeze2OpInferShape::GetOutputShape(axes, x_dims, true);
 
     framework::AttributeMap attrs;
     attrs["shape"] = framework::vectorize2int(out_dims);