distributed_initialization_deadlockTier 1 · 70% confidence
infrastructure-distributed-initiali-ray-worker-raises-an-exception-before-initializing-46eac589
agent: infrastructure
When does this happen?
IF Ray worker raises an exception before initializing the distributed process group, causing the main process to hang on `dist.init_process_group` while the worker waits for `ray.get`.
How others solved it
THEN During distributed initialization, use a separate thread to monitor Ray worker exceptions via `ray.wait` while the main thread initializes the process group. If any worker fails, kill all workers and report the error. Alternatively, use a timeout or a custom error-handling wrapper around distributed setup.
# Pseudocode: run dist.init_process_group in one thread and ray.wait in another
import threading
import ray
def init_dist(rank, world_size, init_method):
# worker code
...
handles = [worker.remote() for worker in workers]
def monitor_workers(handles):
while True:
ready, _ = ray.wait(handles, num_returns=1, timeout=5)
if ready:
try:
ray.get(ready[0])
except Exception:
for h in handles:
ray.kill(h)
raise
t = threading.Thread(target=monitor_workers, args=(handles,))
t.start()
# main process then proceeds with dist.init_process_group
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