[Core] Scheduling optimization 2 (#4280)

Author: rkooo567

tests/core/test_scheduler.py

@@ -563,7 +563,8 @@ def cannot_append_second_group(seq_group, num_lookahead_slots):
     assert len(output.preempted) == 2
     # Verify budgets are updated.
     assert budget.num_batched_tokens == 1
-    assert budget.num_curr_seqs == 1
+    # NOTE: When enable_chunk is False, num_seqs budget is not updated.
+    # assert budget.num_curr_seqs == 1
     # Both should be preempted, not swapped.
     assert output.blocks_to_swap_out == {}
     # Nothing is copied.

vllm/core/scheduler.py

@@ -395,12 +395,12 @@ def _schedule_running(
             # We can have up to 1 running prefill at any given time in running
             # queue, which means we can guarantee chunk size is at least 1.
             assert num_running_tokens != 0
-            num_running_seqs = seq_group.get_max_num_running_seqs()
 
             running_queue.popleft()
             while not self._can_append_slots(seq_group):
                 budget.subtract_num_batched_tokens(seq_group.request_id,
                                                    num_running_tokens)
+                num_running_seqs = seq_group.get_max_num_running_seqs()
                 budget.subtract_num_seqs(seq_group.request_id,
                                          num_running_seqs)
                 if curr_loras is not None and seq_group.lora_int_id > 0:
@@ -439,7 +439,13 @@ def _schedule_running(
                                                token_chunk_size=1))
                 budget.add_num_batched_tokens(seq_group.request_id,
                                               num_running_tokens)
-                budget.add_num_seqs(seq_group.request_id, num_running_seqs)
+                # OPTIMIZATION:  Note that get_max_num_running_seqs is
+                # expensive. For the default scheduling chase where
+                # enable_chunking is False, num_seqs are updated before running
+                # this method, so we don't have to update it again here.
+                if enable_chunking:
+                    num_running_seqs = seq_group.get_max_num_running_seqs()
+                    budget.add_num_seqs(seq_group.request_id, num_running_seqs)
                 if curr_loras is not None and seq_group.lora_int_id > 0:
                     curr_loras.add(seq_group.lora_int_id)
 

vllm/sequence.py

@@ -508,6 +508,11 @@ def get_num_uncomputed_tokens(self) -> int:
         return num_uncomputed_tokens
 
     def num_seqs(self, status: Optional[SequenceStatus] = None) -> int:
+        # Optimization. We don't need to call get_seqs if we don't need to
+        # filter by states.
+        if status is None:
+            return len(self.seqs_dict)
+
         return len(self.get_seqs(status))
 
     def num_unfinished_seqs(self) -> int: