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[Ray] Fix ray worker failover (#3080)
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* make failover work with laster ray master

* fix max_task_retries

* fix _get_actor

* fix compatibility

* fix retry actor state task

* fix subppol restart

* skip test_ownership_when_scale_in

* revert alive check interval

* lint

* lint
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chaokunyang committed May 28, 2022
1 parent fb2dad7 commit 0263954
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Showing 6 changed files with 105 additions and 12 deletions.
2 changes: 1 addition & 1 deletion .github/workflows/platform-ci.yml
Expand Up @@ -144,7 +144,7 @@ jobs:
coverage combine build/ && coverage report
fi
if [ -n "$WITH_RAY" ]; then
pytest $PYTEST_CONFIG --durations=0 --timeout=600 -v -s -m ray
pytest $PYTEST_CONFIG --durations=0 --timeout=200 -v -s -m ray
coverage report
fi
if [ -n "$WITH_RAY_DAG" ]; then
Expand Down
7 changes: 5 additions & 2 deletions mars/deploy/oscar/ray.py
Expand Up @@ -37,7 +37,7 @@
AbstractClusterBackend,
)
from ...services import NodeRole
from ...utils import lazy_import
from ...utils import lazy_import, retry_callable
from ..utils import (
load_config,
get_third_party_modules_from_config,
Expand Down Expand Up @@ -274,7 +274,10 @@ async def reconstruct_worker(self, address: str):
async def _reconstruct_worker():
logger.info("Reconstruct worker %s", address)
actor = ray.get_actor(address)
state = await actor.state.remote()
# ray call will error when actor is restarting
state = await retry_callable(
actor.state.remote, ex_type=ray.exceptions.RayActorError, sync=False
)()
if state == RayPoolState.SERVICE_READY:
logger.info("Worker %s is service ready.")
return
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5 changes: 3 additions & 2 deletions mars/deploy/oscar/tests/test_ray.py
Expand Up @@ -578,7 +578,7 @@ async def remote(self):
class FakeActor:
state = FakeActorMethod()

def _get_actor(*args):
def _get_actor(*args, **kwargs):
return FakeActor

async def _stop_worker(*args):
Expand Down Expand Up @@ -677,7 +677,8 @@ async def test_auto_scale_in(ray_large_cluster):
assert await autoscaler_ref.get_dynamic_worker_nums() == 2


@pytest.mark.timeout(timeout=1000)
@pytest.mark.skip("Enable it when ray ownership bug is fixed")
@pytest.mark.timeout(timeout=200)
@pytest.mark.parametrize("ray_large_cluster", [{"num_nodes": 4}], indirect=True)
@require_ray
@pytest.mark.asyncio
Expand Down
31 changes: 24 additions & 7 deletions mars/oscar/backends/ray/pool.py
Expand Up @@ -28,7 +28,7 @@

from ... import ServerClosed
from ....serialization.ray import register_ray_serializers
from ....utils import lazy_import, ensure_coverage
from ....utils import lazy_import, ensure_coverage, retry_callable
from ..config import ActorPoolConfig
from ..message import CreateActorMessage
from ..pool import (
Expand Down Expand Up @@ -130,14 +130,27 @@ async def start_sub_pool(
f"process_index {process_index} is not consistent with index {_process_index} "
f"in external_address {external_address}"
)
actor_handle = config["kwargs"]["sub_pool_handles"][external_address]
state = await retry_callable(
actor_handle.state.remote, ex_type=ray.exceptions.RayActorError, sync=False
)()
if state is RayPoolState.SERVICE_READY: # pragma: no cover
logger.info("Ray sub pool %s is alive, kill it first.", external_address)
await kill_and_wait(actor_handle, no_restart=False)
# Wait sub pool process restarted.
await retry_callable(
actor_handle.state.remote,
ex_type=ray.exceptions.RayActorError,
sync=False,
)()
logger.info("Start to start ray sub pool %s.", external_address)
create_sub_pool_timeout = 120
actor_handle = config["kwargs"]["sub_pool_handles"][external_address]
done, _ = await asyncio.wait(
[actor_handle.set_actor_pool_config.remote(actor_pool_config)],
timeout=create_sub_pool_timeout,
)
if not done: # pragma: no cover
try:
await asyncio.wait_for(
actor_handle.set_actor_pool_config.remote(actor_pool_config),
timeout=create_sub_pool_timeout,
)
except asyncio.TimeoutError: # pragma: no cover
msg = (
f"Can not start ray sub pool {external_address} in {create_sub_pool_timeout} seconds.",
)
Expand All @@ -153,6 +166,10 @@ async def wait_sub_pools_ready(cls, create_pool_tasks: List[asyncio.Task]):

async def recover_sub_pool(self, address: str):
process = self.sub_processes[address]
# ray call will error when actor is restarting
await retry_callable(
process.state.remote, ex_type=ray.exceptions.RayActorError, sync=False
)()
await process.start.remote()

if self._auto_recover == "actor":
Expand Down
34 changes: 34 additions & 0 deletions mars/tests/test_utils.py
Expand Up @@ -616,3 +616,37 @@ def __call__(self, *args, **kwargs):
def test_gen_random_id(id_length):
rnd_id = utils.new_random_id(id_length)
assert len(rnd_id) == id_length


@pytest.mark.asyncio
async def test_retry_callable():
assert utils.retry_callable(lambda x: x)(1) == 1
assert utils.retry_callable(lambda x: 0)(1) == 0

class CustomException(BaseException):
pass

def f1(x):
nonlocal num_retried
num_retried += 1
if num_retried == 3:
return x
raise CustomException

num_retried = 0
with pytest.raises(CustomException):
utils.retry_callable(f1)(1)
assert utils.retry_callable(f1, ex_type=CustomException)(1) == 1
num_retried = 0
with pytest.raises(CustomException):
utils.retry_callable(f1, max_retries=2, ex_type=CustomException)(1)
num_retried = 0
assert utils.retry_callable(f1, max_retries=3, ex_type=CustomException)(1) == 1

async def f2(x):
return f1(x)

num_retried = 0
with pytest.raises(CustomException):
await utils.retry_callable(f2)(1)
assert await utils.retry_callable(f2, ex_type=CustomException)(1) == 1
38 changes: 38 additions & 0 deletions mars/utils.py
Expand Up @@ -1698,3 +1698,41 @@ def ensure_coverage():
pass
else:
cleanup_on_sigterm()


def retry_callable(
callable_,
ex_type: type = Exception,
wait_interval=1,
max_retries=-1,
sync: bool = None,
):
if inspect.iscoroutinefunction(callable_) or sync is False:

@functools.wraps(callable)
async def retry_call(*args, **kwargs):
num_retried = 0
while max_retries < 0 or num_retried < max_retries:
num_retried += 1
try:
return await callable_(*args, **kwargs)
except ex_type:
await asyncio.sleep(wait_interval)

else:

@functools.wraps(callable)
def retry_call(*args, **kwargs):
num_retried = 0
ex = None
while max_retries < 0 or num_retried < max_retries:
num_retried += 1
try:
return callable_(*args, **kwargs)
except ex_type as e:
ex = e
time.sleep(wait_interval)
assert ex is not None
raise ex # pylint: disable-msg=E0702

return retry_call

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