[lora] Fix overlap loading for cancelled requests (#25413)

This commit is contained in:
Erik Wijmans
2026-05-25 15:18:36 +09:00
committed by GitHub
parent 2bd3ac0b5d
commit 87e69d57c4
2 changed files with 98 additions and 9 deletions
+20 -9
View File
@@ -35,6 +35,10 @@ class LoRAOverlapLoader:
Check a LoRA adapter's asynchronous load status, and try to load it if there's capacity
in the memory pool. Returns whether or not the adapter has been loaded.
"""
# Drain completed async loads before status/capacity checks so finished
# adapters no longer count as in-flight.
self._drain_completed_overlap_loads()
lora_pipeline_load_status = self._check_overlap_load_status(lora_id)
if lora_pipeline_load_status == LoRAOverlapLoadStatus.LOADING:
return False
@@ -51,18 +55,25 @@ class LoRAOverlapLoader:
def _check_overlap_load_status(
self, lora_id: Optional[str]
) -> LoRAOverlapLoadStatus:
if lora_id not in self.lora_to_overlap_load_event:
return LoRAOverlapLoadStatus.NOT_LOADED
event = self.lora_to_overlap_load_event[lora_id]
if not event.query():
if lora_id in self.lora_to_overlap_load_event:
return LoRAOverlapLoadStatus.LOADING
torch.cuda.current_stream().wait_event(event)
del self.lora_to_overlap_load_event[lora_id]
# After completed events have been drained, a memory-pool entry with no
# pending event is safe to use on the current stream.
if lora_id in self.lora_manager.memory_pool.uid_to_buffer_id:
return LoRAOverlapLoadStatus.LOADED
return LoRAOverlapLoadStatus.LOADED
return LoRAOverlapLoadStatus.NOT_LOADED
def _drain_completed_overlap_loads(self) -> None:
completed_loads = [
(lora_id, event)
for lora_id, event in self.lora_to_overlap_load_event.items()
if event.query()
]
for lora_id, event in completed_loads:
torch.cuda.current_stream().wait_event(event)
del self.lora_to_overlap_load_event[lora_id]
def _try_start_overlap_load(
self, lora_id: Optional[str], running_loras: set[Optional[str]]
@@ -65,7 +65,10 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
self.mock_lora_manager = MagicMock(spec=LoRAManager)
self.mock_lora_manager.device = "cuda:0"
self.mock_lora_manager.memory_pool = MagicMock()
self.mock_lora_manager.memory_pool.uid_to_buffer_id = {}
self.mock_lora_manager.validate_lora_batch.return_value = True
self.mock_lora_manager.fetch_new_loras.side_effect = self._mark_loras_loaded
def tearDown(self):
self.torch_patcher.stop()
@@ -73,11 +76,85 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
def _create_loader(self) -> LoRAOverlapLoader:
return LoRAOverlapLoader(cast(LoRAManager, self.mock_lora_manager))
def _mark_loras_loaded(self, new_loras, _loras_to_be_loaded):
for lora_id in new_loras:
self.mock_lora_manager.memory_pool.uid_to_buffer_id[lora_id] = len(
self.mock_lora_manager.memory_pool.uid_to_buffer_id
)
def _create_mock_event(self, query_return: bool = False) -> MagicMock:
event = MagicMock(spec=CudaEvent)
event.query.return_value = query_return
return event
def test_completed_stale_loads_are_reaped_before_capacity_check(self):
loader = self._create_loader()
events = [
self._create_mock_event(query_return=True),
self._create_mock_event(query_return=False),
]
self.mock_device_module.Event.side_effect = events
self.mock_lora_manager.validate_lora_batch.side_effect = (
lambda lora_ids: len(lora_ids) <= 1
)
self.assertTrue(
loader._try_start_overlap_load("stale_lora", running_loras=set())
)
self.assertIn("stale_lora", loader.lora_to_overlap_load_event)
self.mock_lora_manager.fetch_new_loras.reset_mock()
result = loader.try_overlap_load_lora("new_lora", running_loras=set())
self.assertFalse(result)
self.assertNotIn("stale_lora", loader.lora_to_overlap_load_event)
self.assertIn("new_lora", loader.lora_to_overlap_load_event)
self.mock_lora_manager.fetch_new_loras.assert_called_once_with(
{"new_lora"}, set()
)
def test_loaded_lora_reused_after_stale_event_drain(self):
loader = self._create_loader()
self.mock_lora_manager.memory_pool = MagicMock()
self.mock_lora_manager.memory_pool.uid_to_buffer_id = {}
events = [
self._create_mock_event(query_return=True),
self._create_mock_event(query_return=False),
]
self.mock_device_module.Event.side_effect = events
self.mock_lora_manager.validate_lora_batch.side_effect = (
lambda lora_ids: len(lora_ids) <= 2
)
self.assertTrue(loader._try_start_overlap_load("lora_A", running_loras=set()))
self.assertIn("lora_A", loader.lora_to_overlap_load_event)
self.mock_lora_manager.fetch_new_loras.reset_mock()
self.assertFalse(loader.try_overlap_load_lora("lora_B", running_loras=set()))
self.assertNotIn("lora_A", loader.lora_to_overlap_load_event)
self.assertIn("lora_B", loader.lora_to_overlap_load_event)
self.mock_lora_manager.fetch_new_loras.assert_called_once_with(
{"lora_B"}, set()
)
self.mock_lora_manager.fetch_new_loras.reset_mock()
self.assertTrue(loader.try_overlap_load_lora("lora_A", running_loras=set()))
self.assertIn("lora_B", loader.lora_to_overlap_load_event)
self.mock_lora_manager.fetch_new_loras.assert_not_called()
def test_pending_lora_load_must_complete_even_if_memory_pool_has_slot(self):
loader = self._create_loader()
self.mock_lora_manager.memory_pool = MagicMock()
self.mock_lora_manager.memory_pool.uid_to_buffer_id = {"lora_A": 0}
loader.lora_to_overlap_load_event["lora_A"] = self._create_mock_event(False)
result = loader.try_overlap_load_lora("lora_A", running_loras=set())
self.assertFalse(result)
self.mock_lora_manager.fetch_new_loras.assert_not_called()
self.assertIn("lora_A", loader.lora_to_overlap_load_event)
def test_full_lifecycle_single_lora_load(self):
loader = self._create_loader()
@@ -131,6 +208,7 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
# First lora completes, freeing capacity
loader.lora_to_overlap_load_event["lora_0"].query.return_value = True
loader._drain_completed_overlap_loads()
self.assertEqual(
loader._check_overlap_load_status("lora_0"), LoRAOverlapLoadStatus.LOADED
)