[lora] Fix overlap loading for cancelled requests (#25413)
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@@ -35,6 +35,10 @@ class LoRAOverlapLoader:
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Check a LoRA adapter's asynchronous load status, and try to load it if there's capacity
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in the memory pool. Returns whether or not the adapter has been loaded.
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"""
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# Drain completed async loads before status/capacity checks so finished
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# adapters no longer count as in-flight.
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self._drain_completed_overlap_loads()
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lora_pipeline_load_status = self._check_overlap_load_status(lora_id)
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if lora_pipeline_load_status == LoRAOverlapLoadStatus.LOADING:
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return False
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@@ -51,18 +55,25 @@ class LoRAOverlapLoader:
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def _check_overlap_load_status(
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self, lora_id: Optional[str]
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) -> LoRAOverlapLoadStatus:
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if lora_id not in self.lora_to_overlap_load_event:
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return LoRAOverlapLoadStatus.NOT_LOADED
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event = self.lora_to_overlap_load_event[lora_id]
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if not event.query():
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if lora_id in self.lora_to_overlap_load_event:
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return LoRAOverlapLoadStatus.LOADING
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torch.cuda.current_stream().wait_event(event)
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del self.lora_to_overlap_load_event[lora_id]
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# After completed events have been drained, a memory-pool entry with no
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# pending event is safe to use on the current stream.
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if lora_id in self.lora_manager.memory_pool.uid_to_buffer_id:
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return LoRAOverlapLoadStatus.LOADED
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return LoRAOverlapLoadStatus.LOADED
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return LoRAOverlapLoadStatus.NOT_LOADED
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def _drain_completed_overlap_loads(self) -> None:
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completed_loads = [
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(lora_id, event)
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for lora_id, event in self.lora_to_overlap_load_event.items()
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if event.query()
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]
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for lora_id, event in completed_loads:
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torch.cuda.current_stream().wait_event(event)
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del self.lora_to_overlap_load_event[lora_id]
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def _try_start_overlap_load(
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self, lora_id: Optional[str], running_loras: set[Optional[str]]
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@@ -65,7 +65,10 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
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self.mock_lora_manager = MagicMock(spec=LoRAManager)
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self.mock_lora_manager.device = "cuda:0"
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self.mock_lora_manager.memory_pool = MagicMock()
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self.mock_lora_manager.memory_pool.uid_to_buffer_id = {}
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self.mock_lora_manager.validate_lora_batch.return_value = True
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self.mock_lora_manager.fetch_new_loras.side_effect = self._mark_loras_loaded
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def tearDown(self):
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self.torch_patcher.stop()
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@@ -73,11 +76,85 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
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def _create_loader(self) -> LoRAOverlapLoader:
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return LoRAOverlapLoader(cast(LoRAManager, self.mock_lora_manager))
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def _mark_loras_loaded(self, new_loras, _loras_to_be_loaded):
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for lora_id in new_loras:
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self.mock_lora_manager.memory_pool.uid_to_buffer_id[lora_id] = len(
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self.mock_lora_manager.memory_pool.uid_to_buffer_id
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)
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def _create_mock_event(self, query_return: bool = False) -> MagicMock:
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event = MagicMock(spec=CudaEvent)
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event.query.return_value = query_return
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return event
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def test_completed_stale_loads_are_reaped_before_capacity_check(self):
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loader = self._create_loader()
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events = [
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self._create_mock_event(query_return=True),
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self._create_mock_event(query_return=False),
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]
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self.mock_device_module.Event.side_effect = events
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self.mock_lora_manager.validate_lora_batch.side_effect = (
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lambda lora_ids: len(lora_ids) <= 1
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)
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self.assertTrue(
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loader._try_start_overlap_load("stale_lora", running_loras=set())
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)
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self.assertIn("stale_lora", loader.lora_to_overlap_load_event)
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self.mock_lora_manager.fetch_new_loras.reset_mock()
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result = loader.try_overlap_load_lora("new_lora", running_loras=set())
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self.assertFalse(result)
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self.assertNotIn("stale_lora", loader.lora_to_overlap_load_event)
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self.assertIn("new_lora", loader.lora_to_overlap_load_event)
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self.mock_lora_manager.fetch_new_loras.assert_called_once_with(
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{"new_lora"}, set()
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)
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def test_loaded_lora_reused_after_stale_event_drain(self):
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loader = self._create_loader()
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self.mock_lora_manager.memory_pool = MagicMock()
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self.mock_lora_manager.memory_pool.uid_to_buffer_id = {}
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events = [
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self._create_mock_event(query_return=True),
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self._create_mock_event(query_return=False),
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]
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self.mock_device_module.Event.side_effect = events
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self.mock_lora_manager.validate_lora_batch.side_effect = (
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lambda lora_ids: len(lora_ids) <= 2
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)
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self.assertTrue(loader._try_start_overlap_load("lora_A", running_loras=set()))
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self.assertIn("lora_A", loader.lora_to_overlap_load_event)
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self.mock_lora_manager.fetch_new_loras.reset_mock()
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self.assertFalse(loader.try_overlap_load_lora("lora_B", running_loras=set()))
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self.assertNotIn("lora_A", loader.lora_to_overlap_load_event)
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self.assertIn("lora_B", loader.lora_to_overlap_load_event)
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self.mock_lora_manager.fetch_new_loras.assert_called_once_with(
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{"lora_B"}, set()
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)
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self.mock_lora_manager.fetch_new_loras.reset_mock()
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self.assertTrue(loader.try_overlap_load_lora("lora_A", running_loras=set()))
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self.assertIn("lora_B", loader.lora_to_overlap_load_event)
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self.mock_lora_manager.fetch_new_loras.assert_not_called()
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def test_pending_lora_load_must_complete_even_if_memory_pool_has_slot(self):
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loader = self._create_loader()
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self.mock_lora_manager.memory_pool = MagicMock()
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self.mock_lora_manager.memory_pool.uid_to_buffer_id = {"lora_A": 0}
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loader.lora_to_overlap_load_event["lora_A"] = self._create_mock_event(False)
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result = loader.try_overlap_load_lora("lora_A", running_loras=set())
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self.assertFalse(result)
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self.mock_lora_manager.fetch_new_loras.assert_not_called()
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self.assertIn("lora_A", loader.lora_to_overlap_load_event)
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def test_full_lifecycle_single_lora_load(self):
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loader = self._create_loader()
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@@ -131,6 +208,7 @@ class TestLoRAOverlapLoaderUnitTests(CustomTestCase):
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# First lora completes, freeing capacity
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loader.lora_to_overlap_load_event["lora_0"].query.return_value = True
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loader._drain_completed_overlap_loads()
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self.assertEqual(
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loader._check_overlap_load_status("lora_0"), LoRAOverlapLoadStatus.LOADED
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)
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