diff --git a/lightllm/server/httpserver/manager.py b/lightllm/server/httpserver/manager.py
index 8126d76446..7f3aff9b93 100644
--- a/lightllm/server/httpserver/manager.py
+++ b/lightllm/server/httpserver/manager.py
@@ -448,11 +448,17 @@ async def _encode(
                 if multimodal_params.audios:
                     assert not self.args.disable_audio, "audio multimodal not enabled"
                 await self._alloc_multimodal_resources(multimodal_params, sampling_params)
-                prompt_ids = self.tokenizer.encode(
-                    prompt, multimodal_params, add_special_tokens=sampling_params.add_special_tokens
+                prompt_ids = await asyncio.get_event_loop().run_in_executor(
+                    None,
+                    lambda: self.tokenizer.encode(
+                        prompt, multimodal_params, add_special_tokens=sampling_params.add_special_tokens
+                    ),
                 )
             else:
-                prompt_ids = self.tokenizer.encode(prompt, add_special_tokens=sampling_params.add_special_tokens)
+                prompt_ids = await asyncio.get_event_loop().run_in_executor(
+                    None,
+                    lambda: self.tokenizer.encode(prompt, add_special_tokens=sampling_params.add_special_tokens),
+                )
 
             if self.args.detail_log:
                 logger.debug(
diff --git a/test/test_tokenizer_blocking.py b/test/test_tokenizer_blocking.py
new file mode 100644
index 0000000000..071cab01e6
--- /dev/null
+++ b/test/test_tokenizer_blocking.py
@@ -0,0 +1,104 @@
+"""
+Test: does synchronous tokenizer.encode block the asyncio event loop?
+
+A "heartbeat" coroutine ticks every 1ms. If encode blocks the loop,
+heartbeat gaps will be >> 1ms. With run_in_executor, gaps stay small.
+"""
+
+import asyncio
+import time
+import statistics
+from transformers import AutoTokenizer
+
+MODEL_DIR = "/nvme/models/Qwen3.5-35B-A3B"
+# Repeat a sentence to simulate long input
+LONG_TEXT = "This is a test sentence for tokenizer performance benchmarking. " * 2000
+
+
+async def heartbeat(interval_s: float, gaps: list, stop_event: asyncio.Event):
+    """Record the actual gap between each tick."""
+    last = time.perf_counter()
+    while not stop_event.is_set():
+        await asyncio.sleep(interval_s)
+        now = time.perf_counter()
+        gaps.append(now - last)
+        last = now
+
+
+async def test_sync_encode(tokenizer, text):
+    """Tokenize synchronously — expected to block the event loop."""
+    gaps = []
+    stop = asyncio.Event()
+    hb = asyncio.create_task(heartbeat(0.001, gaps, stop))
+
+    t0 = time.perf_counter()
+    # This runs on the event loop thread — blocks everything
+    _ids = tokenizer.encode(text)
+    elapsed = time.perf_counter() - t0
+
+    stop.set()
+    await hb
+    return elapsed, gaps, len(_ids)
+
+
+async def test_executor_encode(tokenizer, text):
+    """Tokenize via run_in_executor — should NOT block the loop."""
+    gaps = []
+    stop = asyncio.Event()
+    hb = asyncio.create_task(heartbeat(0.001, gaps, stop))
+
+    loop = asyncio.get_event_loop()
+    t0 = time.perf_counter()
+    _ids = await loop.run_in_executor(None, tokenizer.encode, text)
+    elapsed = time.perf_counter() - t0
+
+    stop.set()
+    await hb
+    return elapsed, gaps, len(_ids)
+
+
+def report(name, elapsed, gaps):
+    if not gaps:
+        print(f"  [{name}] encode took {elapsed * 1000:.1f}ms, no heartbeat ticks recorded")
+        return
+    max_gap = max(gaps) * 1000
+    p99_gap = sorted(gaps)[int(len(gaps) * 0.99)] * 1000
+    mean_gap = statistics.mean(gaps) * 1000
+    ticks = len(gaps)
+    print(
+        f"  [{name}] encode: {elapsed * 1000:.1f}ms | "
+        f"heartbeat ticks: {ticks} | "
+        f"gap mean: {mean_gap:.1f}ms, p99: {p99_gap:.1f}ms, max: {max_gap:.1f}ms"
+    )
+
+
+async def main():
+    print(f"Loading tokenizer from {MODEL_DIR} ...")
+    tokenizer = AutoTokenizer.from_pretrained(MODEL_DIR, trust_remote_code=True)
+    text_tokens_approx = len(LONG_TEXT.split())
+    print(f"Text length: {len(LONG_TEXT)} chars, ~{text_tokens_approx} words\n")
+
+    # Warmup
+    tokenizer.encode("warmup")
+
+    print("=== Sync encode (blocks event loop) ===")
+    elapsed, gaps, n_tokens = await test_sync_encode(tokenizer, LONG_TEXT)
+    report("sync", elapsed, gaps)
+    print(f"  Token count: {n_tokens}")
+    if gaps:
+        blocked = max(gaps) * 1000
+        print(f"  -> Event loop was blocked for up to {blocked:.0f}ms!")
+
+    print()
+
+    print("=== run_in_executor encode (non-blocking) ===")
+    elapsed, gaps, n_tokens = await test_executor_encode(tokenizer, LONG_TEXT)
+    report("executor", elapsed, gaps)
+    print(f"  Token count: {n_tokens}")
+    if gaps:
+        max_gap = max(gaps) * 1000
+        print(f"  -> Max event loop gap: {max_gap:.1f}ms (should be close to 1ms)")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())