feat: auto-checkpoint on SIGTERM/SIGINT with DDP support

- Register SIGTERM/SIGINT handlers in training loop, set stop flag on signal
- Check stop_requested at each epoch/batch boundary, break and call on_error to save checkpoint
- LocalStrategy parent forwards signal to child processes via terminate(), waits up to 600s for graceful exit
- TrainContext gains threading.Event-based stop_requested/request_stop
- Tests verify SIGTERM/SIGINT trigger checkpoint save with exit code 0, works on both CPU and GPU
This commit is contained in:
2026-07-25 20:40:54 +08:00
parent 8ab5631446
commit ceadc34ea9
5 changed files with 296 additions and 3 deletions
+45 -3
View File
@@ -1,5 +1,8 @@
import logging
import os
import signal
import socket
import threading
from abc import ABC, abstractmethod
from contextlib import contextmanager
from functools import wraps
@@ -9,6 +12,10 @@ import torch
import torch.distributed as dist
import torch.multiprocessing as mp
from astrai.parallel.signal_handler import install_early_signal_handlers
logger = logging.getLogger(__name__)
def find_free_port() -> str:
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
@@ -115,6 +122,7 @@ def _run_single_rank(
func: Callable,
kwargs: dict,
):
install_early_signal_handlers()
with setup_parallel(
rank=rank,
world_size=world_size,
@@ -155,6 +163,7 @@ class TorchrunStrategy(LaunchStrategy):
"""External orchestrator (torchrun, SLURM, K8s) — env vars pre-set."""
def launch(self, func: Callable, **kwargs):
install_early_signal_handlers()
rank = int(os.environ["RANK"])
world_size = int(os.environ["WORLD_SIZE"])
local_rank = int(os.environ.get("LOCAL_RANK", rank))
@@ -188,6 +197,7 @@ class LocalStrategy(LaunchStrategy):
_run_single_rank(0, *args)
return
install_early_signal_handlers()
ctx = mp.start_processes(
_run_single_rank,
args=args,
@@ -195,14 +205,46 @@ class LocalStrategy(LaunchStrategy):
start_method=self.start_method,
join=False,
)
parent_stop = threading.Event()
original_handlers = {}
def _parent_handler(signum, frame):
sig = signal.Signals(signum)
logger.warning(
"Parent (pid=%d) received %s, forwarding to children...",
os.getpid(),
sig.name,
)
parent_stop.set()
for p in ctx.processes:
if p.is_alive():
p.terminate()
for sig in (signal.SIGTERM, signal.SIGINT):
prev = signal.signal(sig, _parent_handler)
if prev not in (signal.SIG_DFL, signal.SIG_IGN, None, _parent_handler):
original_handlers[sig] = prev
try:
while not ctx.join():
while not ctx.join() and not parent_stop.is_set():
pass
except BaseException:
logger.warning(
"Parent received unexpected exception, terminating children..."
)
for p in ctx.processes:
p.terminate()
ctx.join()
if p.is_alive():
p.terminate()
raise
finally:
for sig, handler in original_handlers.items():
signal.signal(sig, handler)
for p in ctx.processes:
p.join()
ctx.join()
def _detect_launcher() -> str: