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onnx-web/api/onnx_web/worker/worker.py

89 lines
2.6 KiB
Python

from logging import getLogger
from os import getpid
from queue import Empty
from sys import exit
from setproctitle import setproctitle
from ..server import ServerContext, apply_patches
from ..torch_before_ort import get_available_providers
from .context import WorkerContext
logger = getLogger(__name__)
EXIT_ERROR = 1
EXIT_INTERRUPT = 0
EXIT_MEMORY = 2
EXIT_REPLACED = 3
EXIT_SUCCESS = 0
MEMORY_ERRORS = [
"Failed to allocate memory",
"hipErrorOutOfMemory",
"MIOPEN failure",
"out of memory",
"rocblas_status_memory_error",
]
def worker_main(worker: WorkerContext, server: ServerContext):
apply_patches(server)
setproctitle("onnx-web worker: %s" % (worker.device.device))
logger.trace(
"checking in from worker with providers: %s", get_available_providers()
)
# make leaking workers easier to recycle
worker.progress.cancel_join_thread()
while True:
try:
if not worker.is_active():
logger.warning(
"worker %s has been replaced by %s, exiting",
getpid(),
worker.get_active(),
)
exit(EXIT_REPLACED)
# wait briefly for the next job
job = worker.pending.get(timeout=1.0)
logger.info("worker %s got job: %s", worker.device.device, job.name)
# clear flags and save the job name
worker.start(job.name)
logger.info("starting job: %s", job.name)
# reset progress, which does a final check for cancellation
worker.set_progress(0)
job.fn(worker, *job.args, **job.kwargs)
# confirm completion of the job
logger.info("job succeeded: %s", job.name)
worker.finish()
except Empty:
pass
except KeyboardInterrupt:
logger.info("worker got keyboard interrupt")
worker.fail()
exit(EXIT_INTERRUPT)
except ValueError:
logger.exception("value error in worker, exiting: %s")
worker.fail()
exit(EXIT_ERROR)
except Exception as e:
e_str = str(e)
# restart the worker on memory errors
for e_mem in MEMORY_ERRORS:
if e_mem in e_str:
logger.error("detected out-of-memory error, exiting: %s", e)
worker.fail()
exit(EXIT_MEMORY)
# carry on for other errors
logger.exception(
"unrecognized error while running job",
)
worker.fail()