diff --git a/python/sglang/srt/hardware_backend/npu/graph_runner/npu_graph_runner.py b/python/sglang/srt/hardware_backend/npu/graph_runner/npu_graph_runner.py
index 4f2c5ae2a..60650c8b3 100644
--- a/python/sglang/srt/hardware_backend/npu/graph_runner/npu_graph_runner.py
+++ b/python/sglang/srt/hardware_backend/npu/graph_runner/npu_graph_runner.py
@@ -74,9 +74,21 @@ def patch_model_npu(
 class NPUGraphRunner(CudaGraphRunner):
     """A NPUGraphRunner runs the forward pass of a model with npu graph and torch.compile."""
 
-    def __init__(self, model_runner: ModelRunner):
+    def __init__(
+        self,
+        model_runner: ModelRunner,
+        *,
+        attn_backend=None,
+        speculative_num_steps: Optional[int] = None,
+        speculative_num_draft_tokens: Optional[int] = None,
+    ):
         sglang.srt.model_executor.cuda_graph_runner.patch_model = patch_model_npu
-        super().__init__(model_runner)
+        super().__init__(
+            model_runner,
+            attn_backend=attn_backend,
+            speculative_num_steps=speculative_num_steps,
+            speculative_num_draft_tokens=speculative_num_draft_tokens,
+        )
         self.update_attr_name = None
         self.update_attr_type = None
         self.model_runner = model_runner
diff --git a/python/sglang/srt/speculative/eagle_worker.py b/python/sglang/srt/speculative/eagle_worker.py
index ae84f8226..35b00f40d 100644
--- a/python/sglang/srt/speculative/eagle_worker.py
+++ b/python/sglang/srt/speculative/eagle_worker.py
@@ -9,6 +9,7 @@ import torch
 from sglang.srt.hardware_backend.npu.graph_runner.eagle_draft_npu_graph_runner import (
     EAGLEDraftNpuGraphRunner,
 )
+from sglang.srt.hardware_backend.npu.graph_runner.npu_graph_runner import NPUGraphRunner
 from sglang.srt.layers.dp_attention import get_attention_tp_group
 from sglang.srt.layers.logits_processor import LogitsProcessorOutput
 from sglang.srt.layers.moe.utils import (
@@ -376,7 +377,8 @@ class EAGLEWorker(TpModelWorker):
 
             target_graph_runner = None
             if not self.server_args.disable_cuda_graph:
-                target_graph_runner = CudaGraphRunner(
+                TargetGraphRunnerCls = NPUGraphRunner if _is_npu else CudaGraphRunner
+                target_graph_runner = TargetGraphRunnerCls(
                     target_model_runner,
                     attn_backend=target_attn_backend,
                     speculative_num_steps=speculative_num_steps,
diff --git a/python/sglang/srt/speculative/eagle_worker_v2.py b/python/sglang/srt/speculative/eagle_worker_v2.py
index 8f3c97e5b..13c4dc52c 100644
--- a/python/sglang/srt/speculative/eagle_worker_v2.py
+++ b/python/sglang/srt/speculative/eagle_worker_v2.py
@@ -12,6 +12,7 @@ from sglang.srt.hardware_backend.npu.graph_runner.eagle_draft_extend_npu_graph_r
 from sglang.srt.hardware_backend.npu.graph_runner.eagle_draft_npu_graph_runner import (
     EAGLEDraftNpuGraphRunner,
 )
+from sglang.srt.hardware_backend.npu.graph_runner.npu_graph_runner import NPUGraphRunner
 from sglang.srt.kv_canary.runner.canary_manager import context_tuple
 from sglang.srt.layers.attention.tokenspeed_mla_backend import TokenspeedMLABackend
 from sglang.srt.layers.attention.triton_backend import TritonAttnBackend
@@ -976,7 +977,8 @@ class EAGLEWorkerV2(BaseSpecWorker):
 
             target_graph_runner = None
             if not self.server_args.disable_cuda_graph:
-                target_graph_runner = CudaGraphRunner(
+                TargetGraphRunnerCls = NPUGraphRunner if _is_npu else CudaGraphRunner
+                target_graph_runner = TargetGraphRunnerCls(
                     target_model_runner,
                     attn_backend=target_attn_backend,
                     speculative_num_steps=speculative_num_steps,