diff --git a/vllm/model_executor/models/openpangu.py b/vllm/model_executor/models/openpangu.py
index bf1b7570a882..d97c50b56ee3 100644
--- a/vllm/model_executor/models/openpangu.py
+++ b/vllm/model_executor/models/openpangu.py
@@ -86,6 +86,29 @@ def check_ffn_act_fn(act_fn: str):
         )
 
 
+def _normalize_rope_scaling_defaults(
+    rope_scaling_config: dict[str, Any] | None, max_position_embeddings: int
+) -> dict[str, Any]:
+    """Return a DeepSeek-YaRN compatible rope_scaling dict."""
+    rope_scaling = dict(rope_scaling_config) if rope_scaling_config is not None else {}
+    original_scaling_type = rope_scaling.get("type")
+
+    rope_scaling.setdefault("beta_fast", 32)
+    rope_scaling.setdefault("beta_slow", 1)
+    rope_scaling.setdefault("factor", 1)
+    rope_scaling.setdefault("mscale", 1.0)
+    rope_scaling.setdefault("mscale_all_dim", 1.0)
+    rope_scaling.setdefault("type", "yarn")
+    rope_scaling.setdefault("original_max_position_embeddings", max_position_embeddings)
+    if "rope_type" not in rope_scaling:
+        if original_scaling_type is not None:
+            rope_scaling["rope_type"] = original_scaling_type
+        else:
+            rope_scaling["rope_type"] = "deepseek_yarn"
+
+    return rope_scaling
+
+
 class OpenPanguMLP(nn.Module):
     def __init__(
         self,
@@ -338,17 +361,10 @@ def __init__(
             prefix=f"{prefix}.o_proj",
         )
 
-        # TODO: remove hard coding
-        rope_scaling = {
-            "beta_fast": 32,
-            "beta_slow": 1,
-            "factor": 1,
-            "mscale": 1.0,
-            "mscale_all_dim": 1.0,
-            "original_max_position_embeddings": max_position_embeddings,
-            "type": "yarn",
-            "rope_type": "deepseek_yarn",
-        }
+        rope_scaling_config = getattr(config, "rope_scaling", None)
+        rope_scaling = _normalize_rope_scaling_defaults(
+            rope_scaling_config, max_position_embeddings
+        )
         self.rotary_emb = get_rope(
             qk_rope_head_dim,
             rotary_dim=qk_rope_head_dim,
@@ -529,6 +545,10 @@ def _init_rotary_emb(
         if is_gguf and config.model_type == "PanguEmbedded":
             is_neox_style = False
 
+        rope_scaling = _normalize_rope_scaling_defaults(
+            rope_scaling, self.max_position_embeddings
+        )
+
         self.rotary_emb = get_rope(
             self.head_dim,
             rotary_dim=self.head_dim,