Add unit test for preemption resumption

Signed-off-by: Qier Li <kevin44036@gmail.com>

Author: QierLi

tests/v1/core/test_scheduler.py

@@ -1818,7 +1818,7 @@ def test_schedule_skip_tokenizer_init_structured_output_request():
     assert len(scheduler.waiting) == 1
 
 
-def test_priority_scheduling_preemption_when_out_of_kv():
+def test_priority_scheduling_preemption_and_resumption_when_out_of_kv():
     """Test that priority scheduling preempts lower priority requests
     when out of KV cache space."""
     # Create scheduler with very limited memory to force preemption
@@ -1827,6 +1827,7 @@ def test_priority_scheduling_preemption_when_out_of_kv():
         max_num_batched_tokens=200,
         num_blocks=5,  # Can hold 64 tokens (first block is null)
         block_size=16,  # Standard block size
+        use_kv_connector=True,
     )
 
     # Create a request and schedule it
@@ -1838,12 +1839,13 @@ def test_priority_scheduling_preemption_when_out_of_kv():
         starting_idx=0,
     )[0]
     scheduler.add_request(request_low)
+    # 1st schedule
     output = scheduler.schedule()
     assert len(output.scheduled_new_reqs) == 1
     assert len(scheduler.waiting) == 0
     assert len(scheduler.running) == 1
 
-    # Simulate model execution
+    # Simulate model execution - 1st decode
     model_output = ModelRunnerOutput(
         req_ids=[request_low.request_id],
         req_id_to_index={request_low.request_id: 0},
@@ -1864,6 +1866,7 @@ def test_priority_scheduling_preemption_when_out_of_kv():
         starting_idx=1,
     )[0]
     scheduler.add_request(request_high)
+    # 2nd schedule
     output = scheduler.schedule()
     # KV cache should be full at this point
     assert scheduler.kv_cache_manager.block_pool.get_num_free_blocks() == 0
@@ -1872,7 +1875,7 @@ def test_priority_scheduling_preemption_when_out_of_kv():
     assert len(scheduler.waiting) == 0
     assert len(scheduler.running) == 2
 
-    # Simulate model execution
+    # Simulate model execution - 2nd decode
     requests = [request_low, request_high]
     model_output = ModelRunnerOutput(
         req_ids=[req.request_id for req in requests],
@@ -1888,7 +1891,7 @@ def test_priority_scheduling_preemption_when_out_of_kv():
     )
     scheduler.update_from_output(output, model_output)
 
-    # Schedule again - this should trigger preemption
+    # 3rd schedule - this should trigger preemption
     # req_low needs 32 tokens = 2 blocks
     # req_high needs 33 tokens = 3 blocks
     # so doesn't fit in 4 blocks.
@@ -1898,5 +1901,45 @@ def test_priority_scheduling_preemption_when_out_of_kv():
     assert len(output.scheduled_new_reqs) == 0
     assert output.scheduled_cached_reqs.num_reqs == 1
     assert output.scheduled_cached_reqs.req_ids[0] == request_high.request_id
+    assert scheduler.requests[
+        request_low.request_id].status == RequestStatus.PREEMPTED
     assert len(scheduler.waiting) == 1
-    assert len(scheduler.running) == 1
+    assert len(scheduler.running) == 1
+
+    # Simulate model execution - 3rd decode
+    model_output = ModelRunnerOutput(
+        req_ids=[req.request_id for req in requests],
+        req_id_to_index={
+            req.request_id: i
+            for i, req in enumerate(requests)
+        },
+        sampled_token_ids=[[], [100]],
+        # spec_token_ids=None,
+        logprobs=None,
+        prompt_logprobs_dict={},
+        pooler_output=[],
+    )
+    # Finish the requests to make room for the preempted requests to resume
+    scheduler.update_from_output(output, model_output)
+    scheduler.finish_requests(request_high.request_id,
+                              RequestStatus.FINISHED_STOPPED)
+
+    # 4th Schedule again - this should trigger the resumption
+    output = scheduler.schedule()
+    scheduled_cached_reqs = output.scheduled_cached_reqs
+    resumed_from_preemption = scheduled_cached_reqs.resumed_from_preemption
+
+    assert len(output.scheduled_new_reqs) == 0
+    assert scheduled_cached_reqs.num_reqs == 1
+    assert len(scheduler.waiting) == 0
+    assert len(scheduler.running) == 1
+
+    # Preempted request resumed in scheduled_cached_reqs
+    assert len(resumed_from_preemption) == 1
+    assert len(scheduled_cached_reqs.resumed_req_token_ids) == 1
+    assert resumed_from_preemption[0]
+    assert scheduled_cached_reqs.req_ids[0] == request_low.request_id
+    assert scheduled_cached_reqs.resumed_req_token_ids[0] is not None
+    # Resumed tokens include 30 prompt tokens and 2 decoded tokens
+    assert len(scheduled_cached_reqs.resumed_req_token_ids[0]) == 32
+    assert scheduled_cached_reqs.resumed_req_token_ids[0][31] == 100