Do not use longest prefix matching when #queue-req is large (#1896)

python/sglang/srt/managers/schedule_policy.py

@@ -45,9 +45,15 @@ class SchedulePolicy:
         self.tree_cache = tree_cache
 
     def calc_priority(self, waiting_queue: List[Req]):
+        if len(waiting_queue) > 128 and self.policy == "lpm":
+            # Turn off the expensive prefix matching and sorting when the #queue is large.
+            policy = "fcfs"
+        else:
+            policy = self.policy
+
         # Compute matched prefix length
         prefix_computed = False
-        if self.policy == "lpm" or self.policy == "dfs-weight":
+        if policy == "lpm" or policy == "dfs-weight":
             for r in waiting_queue:
                 # NOTE: the prefix_indices must always be aligned with last_node
                 r.prefix_indices, r.last_node = self.tree_cache.match_prefix(
@@ -56,18 +62,18 @@ class SchedulePolicy:
 
             prefix_computed = True
 
-        if self.policy == "lpm":
+        if policy == "lpm":
             # Longest Prefix Match
             waiting_queue.sort(key=lambda x: -len(x.prefix_indices))
-        elif self.policy == "fcfs":
+        elif policy == "fcfs":
             # first come first serve
             pass
-        elif self.policy == "lof":
+        elif policy == "lof":
             # longest output first
             waiting_queue.sort(key=lambda x: -x.sampling_params.max_new_tokens)
-        elif self.policy == "random":
+        elif policy == "random":
             random.shuffle(waiting_queue)
-        elif self.policy == "dfs-weight":
+        elif policy == "dfs-weight":
             last_node_to_reqs = defaultdict(list)
             for req in waiting_queue:
                 last_node_to_reqs[req.last_node].append(req)
@@ -85,7 +91,7 @@ class SchedulePolicy:
                 waiting_queue,
             )
         else:
-            raise ValueError(f"Unknown schedule_policy: {self.policy}")
+            raise ValueError(f"Unknown schedule_policy: {policy=}")
 
         return prefix_computed