diff --git a/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.cc b/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.cc
index a82fa1f771ff0..8a74027aa9eb7 100644
--- a/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.cc
+++ b/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.cc
@@ -2840,11 +2840,60 @@ bool WarprnntOpInferSymbolicShape(
 //   return true;
 // }
 
-// bool WeightedSampleNeighborsOpInferSymbolicShape(
-//     pir::Operation *op, pir::InferSymbolicShapeContext *infer_context) {
-//   // pass
-//   return true;
-// }
+bool WeightedSampleNeighborsOpInferSymbolicShape(
+    pir::Operation *op, pir::InferSymbolicShapeContext *infer_context) {
+  auto GSNShapeCheck = [](const ExprVec &input_shape,
+                          std::string tensor_name,
+                          pir::InferSymbolicShapeContext *infer_context) {
+    if (input_shape.size() == 2) {
+      infer_context->AddEqualCstr(input_shape[1], symbol::DimExpr(1));
+    } else {
+      PADDLE_ENFORCE_EQ(
+          input_shape.size(),
+          1,
+          phi::errors::InvalidArgument(
+              "The %s should be 1D, when it is not 2D, but we get %d",
+              tensor_name,
+              input_shape.size()));
+    }
+  };
+
+  const auto &row_shape =
+      infer_context->GetShapeOrDataForValue(op->operand_source(0)).shape();
+  const auto &col_ptr_shape =
+      infer_context->GetShapeOrDataForValue(op->operand_source(1)).shape();
+  const auto &edge_weight_shape =
+      infer_context->GetShapeOrDataForValue(op->operand_source(2)).shape();
+  const auto &x_shape =
+      infer_context->GetShapeOrDataForValue(op->operand_source(3)).shape();
+  const auto &eids_shape =
+      infer_context->GetShapeOrDataForValue(op->operand_source(4)).shape();
+  bool return_eids = op->attribute<pir::BoolAttribute>("return_eids").data();
+
+  GSNShapeCheck(row_shape, "row", infer_context);
+  GSNShapeCheck(col_ptr_shape, "col_ptr", infer_context);
+  GSNShapeCheck(edge_weight_shape, "edge_weight", infer_context);
+  GSNShapeCheck(x_shape, "input_nodes", infer_context);
+
+  infer_context->SetShapeOrDataForValue(
+      op->result(0),
+      symbol::ShapeOrDataDimExprs{symbol::TensorShapeOrDataDimExprs(
+          {infer_context->GetNextSymName()})});
+  infer_context->SetShapeOrDataForValue(
+      op->result(1),
+      symbol::ShapeOrDataDimExprs{symbol::TensorShapeOrDataDimExprs(
+          {infer_context->GetNextSymName()})});
+  if (return_eids) {
+    GSNShapeCheck(eids_shape, "eids", infer_context);
+    infer_context->SetShapeOrDataForValue(
+        op->result(2),
+        symbol::ShapeOrDataDimExprs{symbol::TensorShapeOrDataDimExprs(
+            {infer_context->GetNextSymName()})});
+  } else {
+    infer_context->SetSymbolForValueByStaticShape(op->result(2));
+  }
+  return true;
+}
 
 bool WhereOpInferSymbolicShape(pir::Operation *op,
                                pir::InferSymbolicShapeContext *infer_context) {
diff --git a/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.h b/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.h
index 633ce6bfcf556..32eb6ae5b57e8 100644
--- a/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.h
+++ b/paddle/fluid/pir/dialect/operator/interface/infer_symbolic_shape/multiary_infer_sym.h
@@ -119,7 +119,7 @@ OP_DECLARE_INFER_SYMBOLIC_SHAPE(ViterbiDecode)
 OP_DECLARE_INFER_SYMBOLIC_SHAPE(Warpctc)
 OP_DECLARE_INFER_SYMBOLIC_SHAPE(Warprnnt)
 // OP_DECLARE_INFER_SYMBOLIC_SHAPE(WeightOnlyLinear)
-// OP_DECLARE_INFER_SYMBOLIC_SHAPE(WeightedSampleNeighbors)
+OP_DECLARE_INFER_SYMBOLIC_SHAPE(WeightedSampleNeighbors)
 OP_DECLARE_INFER_SYMBOLIC_SHAPE(Where)
 OP_DECLARE_INFER_SYMBOLIC_SHAPE(Where_)
 OP_DECLARE_INFER_SYMBOLIC_SHAPE(YoloLoss)
diff --git a/paddle/phi/ops/yaml/ops.yaml b/paddle/phi/ops/yaml/ops.yaml
index 49e93ed77d3c9..e34c7e9f8064a 100755
--- a/paddle/phi/ops/yaml/ops.yaml
+++ b/paddle/phi/ops/yaml/ops.yaml
@@ -5123,7 +5123,7 @@
   kernel :
     func : weighted_sample_neighbors
   optional : eids
-  # interfaces : paddle::dialect::InferSymbolicShapeInterface
+  interfaces : paddle::dialect::InferSymbolicShapeInterface
 
 - op : where
   args : (Tensor condition, Tensor x, Tensor y)