great-ai/great_ai/utilities/parallel_map/mapper_function.py
2022-07-04 19:31:15 +02:00

43 lines
1.3 KiB
Python

import multiprocessing as mp
import queue
import threading
import traceback
from typing import Callable, Union
import dill
def mapper_function(
input_queue: Union[mp.Queue, queue.Queue],
output_queue: Union[mp.Queue, queue.Queue],
should_stop: Union[mp.Event, threading.Event],
map_function: Union[bytes, Callable],
) -> None:
try:
if isinstance(map_function, bytes):
map_function = dill.loads(map_function)
last_chunk = None
while not should_stop.wait(0.1):
if last_chunk is None:
try:
input_chunk = input_queue.get_nowait()
last_chunk = []
for i, v in input_chunk:
result, exception = None, None
try:
result = map_function(v)
except Exception as e:
exception = e, traceback.format_exc()
last_chunk.append((i, result, exception))
except queue.Empty:
pass
if last_chunk is not None:
try:
output_queue.put_nowait(last_chunk)
last_chunk = None
except queue.Full:
pass
except (KeyboardInterrupt, BrokenPipeError):
pass