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Python concurrent.futures pipe
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import queue | |
import random | |
import time | |
from concurrent.futures import ThreadPoolExecutor, Executor, Future | |
from contextlib import contextmanager | |
from threading import Thread | |
from tqdm import tqdm | |
class MyExecutor(ThreadPoolExecutor): | |
def __init__(self, max_workers, queue_size): | |
super().__init__(max_workers) | |
self._work_queue = queue.Queue(maxsize=queue_size) | |
def proc1(args): | |
i, n1, n2, = args | |
# print(f'proc1[{i}] {n1},{n2} start') | |
time.sleep(n1) | |
# print(f'proc1[{i}] {n1},{n2} end') | |
return i, n1, n2, | |
def proc2(args): | |
i, n1, n2, = args | |
# print(f'proc2[{i}] {n1},{n2} start') | |
time.sleep(n2) | |
# print(f'proc2[{i}] {n1},{n2} end') | |
return i, n1, n2 | |
def submit_all(executor: Executor, fn, iterable): | |
result_queue = queue.Queue() | |
def put_result(*args, **kwargs): | |
result = fn(*args, **kwargs) | |
result_queue.put(result) | |
finished = False | |
def submit(): | |
for n in iterable: | |
executor.submit(put_result, n) | |
nonlocal finished | |
finished = True | |
thread = Thread(target=submit).start() | |
while not finished: | |
yield result_queue.get() | |
def submit_ordered(executor: Executor, fn, iterable): | |
for n in iterable: | |
future = executor.submit(fn, n) | |
yield future.result() | |
@contextmanager | |
def timer(): | |
start = time.time() | |
yield | |
end = time.time() | |
print(end - start) | |
def tqdm(itr, *args, **kwargs): | |
# for value in itr: | |
import tqdm | |
for value in tqdm.tqdm(itr, *args, **kwargs): | |
# print(kwargs['desc'], value) | |
yield value | |
def main(): | |
total = 10 | |
data = [ | |
(i, | |
random.randint(1, 5)/10, | |
random.randint(1, 10)/10,) | |
for i in range(total) | |
] | |
executor1 = MyExecutor(2, 1) | |
executor2 = MyExecutor(2, 5) | |
with executor1, executor2: | |
with timer(): | |
itr0 = tqdm(data, total=total, position=0, leave=False, desc='data') | |
results1 = executor1.map(proc1, itr0) | |
itr1 = tqdm(results1, total=total, position=1, leave=False, desc='proc1') | |
results2 = executor2.map(proc2, itr1) | |
itr2 = tqdm(results2, total=total, position=2, leave=False, desc='proc2') | |
print(list(itr2)) | |
with timer(): | |
itr0 = tqdm(data, total=total, position=0, leave=False, desc='data') | |
results1 = submit_all(executor1, proc1, itr0) | |
itr1 = tqdm(results1, total=total, position=1, leave=False, desc='proc1') | |
results2 = submit_all(executor2, proc2, itr1) | |
itr2 = tqdm(results2, total=total, position=2, desc='proc2') | |
print(list(itr2)) | |
if __name__ == '__main__': | |
main() |
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