[Misc] exception

.github/workflows/bench_test.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:
@@ -27,6 +30,7 @@ jobs:
     - name: Build And Test
       run: ./tools/bench_test.sh
     - name: Create comment from file
+      if: ${{ github.event_name != 'push' }}
       uses: actions/github-script@v7
       with:
         script: |

.github/workflows/e2e_test.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:

.github/workflows/migration_test.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:
@@ -27,6 +30,7 @@ jobs:
     - name: Build And Test
       run: ./tools/migration_test.sh
     - name: Create comment from file
+      if: ${{ github.event_name != 'push' }}
       uses: actions/github-script@v7
       with:
         script: |

.github/workflows/offline_inference.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:

.github/workflows/pylint.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:

.github/workflows/unit_test.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   cancel_previous_workflows:

.github/workflows/whl_build.yml

@@ -4,6 +4,9 @@ on:
   pull_request:
     branches:
     - main
+  push:
+    branches:
+      - main
 
 jobs:
   whl_build:

llumnix/backends/backend_interface.py

@@ -18,6 +18,11 @@
 from llumnix.llumlet.request import LlumnixRequest
 from llumnix.server_info import ServerInfo
 
+class EngineState(str, Enum):
+    INIT = "INIT"
+    CRASHED = "CRASHED"
+    RUNNING = "RUNNING"
+    STOPPED = "STOPPED"
 
 class BackendType(str, Enum):
     VLLM = "VLLM"

llumnix/backends/vllm/llm_engine.py

@@ -12,6 +12,7 @@
 # limitations under the License.
 
 import time
+import traceback
 from typing import Any, List, Optional, Dict, Union, Iterable, Tuple
 from collections import defaultdict
 import threading
@@ -29,7 +30,7 @@
 
 from llumnix.logger import init_logger
 from llumnix.instance_info import InstanceInfo
-from llumnix.backends.backend_interface import BackendInterface
+from llumnix.backends.backend_interface import BackendInterface, EngineState
 from llumnix.backends.vllm.scheduler import SchedulerLlumnix
 from llumnix.backends.vllm.sequence import SequenceGroupLlumnix
 from llumnix.backends.profiling import LatencyMemData
@@ -244,14 +245,44 @@ def __init__(
         self._run_workers("init_migration", instance_id=instance_id, migration_config=migration_config,\
                                                       src_worker_handle_list=self.worker_handle_list,
                                                       placement_group=placement_group, node_id=node_id)
+
+        self.state_lock = threading.Lock()
+        self.state = EngineState.INIT
+        logger.info("{} current state {}".format(self.instance_id, self.state))
+
+        self._stop_event = threading.Event()
         self._thread = threading.Thread(
             target=self._start_engine_loop, args=(), daemon=True, name="engine_loop"
         )
         self._thread.start()
 
     def _start_engine_loop(self) -> None:
-        while True:
-            self.engine.step()
+        self._stop_event.clear()
+
+        with self.state_lock:
+            previous_state = self.state
+            self.state = EngineState.RUNNING
+            logger.info("{} change state: {} -> {}".format(self.instance_id, previous_state, self.state))
+
+        while not self._stop_event.is_set():
+            try:
+                self.engine.step()
+            # pylint: disable=broad-except
+            except Exception as e:
+                logger.error("Error in engine loop: {}".format(e))
+                logger.error("exception traceback: {}".format(traceback.format_exc()))
+                self._run_workers("shutdown")
+
+                with self.state_lock:
+                    previous_state = self.state
+                    self.state = EngineState.CRASHED
+                    logger.info("{} change state: {} -> {}".format(self.instance_id, previous_state, self.state))
+                break
+
+        with self.state_lock:
+            if self.state == EngineState.RUNNING:
+                self.state = EngineState.STOPPED
+                logger.info("{} change state: {} -> {}".format(self.instance_id, EngineState.RUNNING, self.state))
 
     def execute_worker_method(self, method, *args, **kwargs):
         return self.engine.model_executor.driver_worker.execute_method(method, *args, **kwargs)

llumnix/backends/vllm/simulator.py

@@ -14,8 +14,8 @@
 import os
 import threading
 from typing import List
-import ray.actor
 
+import ray.actor
 from vllm.engine.arg_utils import EngineArgs
 
 from llumnix.logger import init_logger

llumnix/backends/vllm/worker.py

@@ -147,6 +147,7 @@ def shutdown(self) -> None:
         del self.model_runner
         del self.cache_engine
         del self.gpu_cache
+        del self.migration_backend
         torch.cuda.empty_cache()
         torch.cuda.reset_max_memory_allocated()
 

llumnix/llumlet/llumlet.py

@@ -11,6 +11,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import threading
 from typing import List, Union, Iterable
 import time
 import ray
@@ -19,7 +20,7 @@
 
 from llumnix.logger import init_logger
 from llumnix.instance_info import InstanceInfo
-from llumnix.backends.backend_interface import BackendInterface, BackendType
+from llumnix.backends.backend_interface import BackendInterface, BackendType, EngineState
 from llumnix.backends.utils import init_backend_engine, initialize_placement_group
 from llumnix.llumlet.migration_coordinator import MigrationCoordinator, MigrationStatus
 from llumnix.llumlet.local_migration_scheduler import LocalMigrationScheduler
@@ -54,6 +55,9 @@ def __init__(self,
                                                            self.backend_engine)
         self.log_requests = True
 
+        self.state_check_thread = threading.Thread(target=self.check_state, daemon=True)
+        self.state_check_thread.start()
+
     @classmethod
     def from_args(cls,
                   output_queue_type: QueueType,
@@ -68,13 +72,14 @@ def from_args(cls,
                   **kwargs):
         lifetime = "detached" if detached else None
         assert backend_type in [backend_type.VLLM, backend_type.SIM_VLLM], f'unimplemented backend {backend_type}'
+        actor_name = f"instance_{instance_id}"
         if backend_type == backend_type.VLLM:
             if disable_fixed_node_init_instance:
                 # TODO(s5u13b): Support placement_group lifetime management when the migration backend is gloo.
                 placement_group = initialize_placement_group(world_size, detached=detached)
                 kwargs["placement_group"] = placement_group
                 engine_class = ray.remote(num_cpus=1,
-                                          name=f"instance_{instance_id}",
+                                          name=actor_name,
                                           namespace='llumnix',
                                           max_concurrency=4,
                                           lifetime=lifetime)(cls).options(
@@ -84,7 +89,7 @@ def from_args(cls,
             else:
                 kwargs["node_id"] = node_id
                 engine_class = ray.remote(num_cpus=1,
-                                          name=f"instance_{instance_id}",
+                                          name=actor_name,
                                           namespace='llumnix',
                                           max_concurrency=4,
                                           lifetime=lifetime)(cls).options(
@@ -93,7 +98,7 @@ def from_args(cls,
                                                     soft=False,))
         else: # backend_type == backend_type.SIM_VLLM:
             engine_class = ray.remote(num_cpus=1,
-                                      name=f"instance_{instance_id}",
+                                      name=actor_name,
                                       namespace='llumnix',
                                       max_concurrency=4,
                                       lifetime=lifetime)(cls).options(
@@ -103,6 +108,21 @@ def from_args(cls,
         llumlet = engine_class.remote(instance_id, output_queue_type, backend_type, migration_config, *args, **kwargs)
         return llumlet
 
+    def check_state(self):
+        while True:
+            time.sleep(1)
+
+            with self.backend_engine.state_lock:
+                if self.backend_engine.state == EngineState.CRASHED:
+                    logger.warning("llumlet({}) detected backend engine crashed. Stopping...".format(self.instance_id))
+                    # pylint: disable=protected-access
+                    self.backend_engine._stop_event.set()
+                    if self.backend_engine._thread.is_alive():
+                        self.backend_engine._thread.join()
+
+                    self_actor = ray.get_actor(self.actor_name)
+                    ray.kill(self_actor)
+
     def migrate_out(self, dst_instance_name: str) -> List[str]:
         try:
             t0 = time.time()

tests/unit_test/llumlet/test_engine_step_exception.py

@@ -0,0 +1,92 @@
+# Copyright (c) 2024, Alibaba Group;
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import threading
+import time
+import ray
+import torch
+import pytest
+
+from ray.util.scheduling_strategies import NodeAffinitySchedulingStrategy
+
+from vllm.engine.arg_utils import EngineArgs
+
+from llumnix.backends.backend_interface import BackendType
+from llumnix.llumlet.llumlet import Llumlet
+from llumnix.internal_config import MigrationConfig
+from llumnix.queue.queue_type import QueueType
+# pylint: disable=unused-import
+from tests.conftest import setup_ray_env
+
+@ray.remote(num_cpus=1, max_concurrency=4)
+class MockLlumlet(Llumlet):
+    def __init__(self, *args, **kwargs) -> None:
+        super().__init__(*args, **kwargs)
+        self.origin_step = self.backend_engine.engine.step
+
+    def set_error_step(self, broken: bool):
+        self.backend_engine._stop_event.set()
+        if self.backend_engine._thread.is_alive():
+            self.backend_engine._thread.join()
+
+        def raise_error_step():
+            self.origin_step()
+            raise ValueError("Mock engine step error")
+
+        if broken:
+            self.backend_engine.engine.step = raise_error_step
+        else:
+            self.backend_engine.engine.step = self.origin_step
+
+        self.backend_engine._thread = threading.Thread(
+            target=self.backend_engine._start_engine_loop, args=(), daemon=True, name="engine_loop"
+        )
+        self.backend_engine._thread.start()
+
+@pytest.mark.skipif(torch.cuda.device_count() < 1, reason="Need at least 1 GPU to run the test.")
+def test_engine_step_exception(setup_ray_env):
+    engine_args = EngineArgs(model="facebook/opt-125m", worker_use_ray=True)
+    migration_config = MigrationConfig("LCFS", "rpc", 16, 1, 4, 5, 20)
+    node_id = ray.get_runtime_context().get_node_id()
+    scheduling_strategy = NodeAffinitySchedulingStrategy(node_id=node_id, soft=False)
+
+    origin_free_memory, _ = torch.cuda.mem_get_info()
+
+    actor_name = "instance_0"
+    llumlet = MockLlumlet.options(name=actor_name, namespace='llumnix',
+                                  scheduling_strategy=scheduling_strategy).remote(
+        output_queue_type=QueueType.RAYQUEUE,
+        instance_id="0",
+        backend_type=BackendType.VLLM,
+        migration_config=migration_config,
+        engine_args=engine_args,
+        node_id=node_id
+    )
+    ray.get(llumlet.is_ready.remote())
+
+    all_actors = ray.util.list_named_actors(True)
+    all_actor_names = [actor["name"] for actor in all_actors]
+    assert actor_name in all_actor_names
+
+    cur_free_memory, _ = torch.cuda.mem_get_info()
+    assert cur_free_memory < origin_free_memory
+
+    ray.get(llumlet.set_error_step.remote(True))
+    time.sleep(3)
+
+    all_actors = ray.util.list_named_actors(True)
+    all_actor_names = [actor["name"] for actor in all_actors]
+    assert actor_name not in all_actor_names
+
+    cur_free_memory, _ = torch.cuda.mem_get_info()
+    assert origin_free_memory == cur_free_memory

tests/unit_test/llumlet/test_local_migration_scheduler.py

@@ -1,3 +1,16 @@
+# Copyright (c) 2024, Alibaba Group;
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 from llumnix.llumlet.local_migration_scheduler import LocalMigrationScheduler
 from llumnix.llumlet.request import LlumnixRequest, RequestInferenceType