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437 | import asyncio
from contextlib import suppress
import os
import random
from time import sleep
import pytest
from tlz import partition_all, first
from dask import delayed
from distributed import Client, Nanny, wait
from distributed.comm import CommClosedError
from distributed.client import wait
from distributed.metrics import time
from distributed.utils import sync, CancelledError
from distributed.utils_test import (
gen_cluster,
cluster,
inc,
div,
slowinc,
slowadd,
captured_logger,
)
from distributed.utils_test import loop # noqa: F401
def test_submit_after_failed_worker_sync(loop):
with cluster(active_rpc_timeout=10, disconnect_timeout=10) as (s, [a, b]):
with Client(s["address"], loop=loop) as c:
L = c.map(inc, range(10))
wait(L)
a["proc"]().terminate()
total = c.submit(sum, L)
assert total.result() == sum(map(inc, range(10)))
@gen_cluster(client=True, timeout=60, active_rpc_timeout=10)
async def test_submit_after_failed_worker_async(c, s, a, b):
n = await Nanny(s.address, nthreads=2, loop=s.loop)
while len(s.workers) < 3:
await asyncio.sleep(0.1)
L = c.map(inc, range(10))
await wait(L)
s.loop.add_callback(n.kill)
total = c.submit(sum, L)
result = await total
assert result == sum(map(inc, range(10)))
await n.close()
@gen_cluster(client=True, timeout=60)
async def test_submit_after_failed_worker(c, s, a, b):
L = c.map(inc, range(10))
await wait(L)
await a.close()
total = c.submit(sum, L)
result = await total
assert result == sum(map(inc, range(10)))
def test_gather_after_failed_worker(loop):
with cluster(active_rpc_timeout=10, disconnect_timeout=10) as (s, [a, b]):
with Client(s["address"], loop=loop) as c:
L = c.map(inc, range(10))
wait(L)
a["proc"]().terminate()
result = c.gather(L)
assert result == list(map(inc, range(10)))
@gen_cluster(
client=True,
Worker=Nanny,
nthreads=[("127.0.0.1", 1)] * 4,
config={"distributed.comm.timeouts.connect": "1s"},
)
async def test_gather_then_submit_after_failed_workers(c, s, w, x, y, z):
L = c.map(inc, range(20))
await wait(L)
w.process.process._process.terminate()
total = c.submit(sum, L)
for i in range(3):
await wait(total)
addr = first(s.tasks[total.key].who_has).address
for worker in [x, y, z]:
if worker.worker_address == addr:
worker.process.process._process.terminate()
break
result = await c.gather([total])
assert result == [sum(map(inc, range(20)))]
@gen_cluster(Worker=Nanny, timeout=60, client=True)
async def test_failed_worker_without_warning(c, s, a, b):
L = c.map(inc, range(10))
await wait(L)
original_pid = a.pid
with suppress(CommClosedError):
await c._run(os._exit, 1, workers=[a.worker_address])
start = time()
while a.pid == original_pid:
await asyncio.sleep(0.01)
assert time() - start < 10
await asyncio.sleep(0.5)
start = time()
while len(s.nthreads) < 2:
await asyncio.sleep(0.01)
assert time() - start < 10
await wait(L)
L2 = c.map(inc, range(10, 20))
await wait(L2)
assert all(len(keys) > 0 for keys in s.has_what.values())
nthreads2 = dict(s.nthreads)
await c.restart()
L = c.map(inc, range(10))
await wait(L)
assert all(len(keys) > 0 for keys in s.has_what.values())
assert not (set(nthreads2) & set(s.nthreads)) # no overlap
@gen_cluster(Worker=Nanny, client=True, timeout=60)
async def test_restart(c, s, a, b):
assert s.nthreads == {a.worker_address: 1, b.worker_address: 2}
x = c.submit(inc, 1)
y = c.submit(inc, x)
z = c.submit(div, 1, 0)
await y
assert set(s.who_has) == {x.key, y.key}
f = await c.restart()
assert f is c
assert len(s.workers) == 2
assert not any(ws.occupancy for ws in s.workers.values())
assert not s.who_has
assert x.cancelled()
assert y.cancelled()
assert z.cancelled()
assert z.key not in s.exceptions
assert not s.who_wants
assert not any(cs.wants_what for cs in s.clients.values())
@gen_cluster(Worker=Nanny, client=True, timeout=60)
async def test_restart_cleared(c, s, a, b):
x = 2 * delayed(1) + 1
f = c.compute(x)
await wait([f])
await c.restart()
for coll in [s.tasks, s.unrunnable]:
assert not coll
def test_restart_sync_no_center(loop):
with cluster(nanny=True) as (s, [a, b]):
with Client(s["address"], loop=loop) as c:
x = c.submit(inc, 1)
c.restart()
assert x.cancelled()
y = c.submit(inc, 2)
assert y.result() == 3
assert len(c.nthreads()) == 2
def test_restart_sync(loop):
with cluster(nanny=True) as (s, [a, b]):
with Client(s["address"], loop=loop) as c:
x = c.submit(div, 1, 2)
x.result()
assert sync(loop, c.scheduler.who_has)
c.restart()
assert not sync(loop, c.scheduler.who_has)
assert x.cancelled()
assert len(c.nthreads()) == 2
with pytest.raises(CancelledError):
x.result()
y = c.submit(div, 1, 3)
assert y.result() == 1 / 3
@gen_cluster(Worker=Nanny, client=True, timeout=60)
async def test_restart_fast(c, s, a, b):
L = c.map(sleep, range(10))
start = time()
await c.restart()
assert time() - start < 10
assert len(s.nthreads) == 2
assert all(x.status == "cancelled" for x in L)
x = c.submit(inc, 1)
result = await x
assert result == 2
def test_worker_doesnt_await_task_completion(loop):
with cluster(nanny=True, nworkers=1) as (s, [w]):
with Client(s["address"], loop=loop) as c:
future = c.submit(sleep, 100)
sleep(0.1)
start = time()
c.restart()
stop = time()
assert stop - start < 5
def test_restart_fast_sync(loop):
with cluster(nanny=True) as (s, [a, b]):
with Client(s["address"], loop=loop) as c:
L = c.map(sleep, range(10))
start = time()
c.restart()
assert time() - start < 10
assert len(c.nthreads()) == 2
assert all(x.status == "cancelled" for x in L)
x = c.submit(inc, 1)
assert x.result() == 2
@gen_cluster(Worker=Nanny, client=True, timeout=60)
async def test_fast_kill(c, s, a, b):
L = c.map(sleep, range(10))
start = time()
await c.restart()
assert time() - start < 10
assert all(x.status == "cancelled" for x in L)
x = c.submit(inc, 1)
result = await x
assert result == 2
@gen_cluster(Worker=Nanny, timeout=60)
async def test_multiple_clients_restart(s, a, b):
c1 = await Client(s.address, asynchronous=True)
c2 = await Client(s.address, asynchronous=True)
x = c1.submit(inc, 1)
y = c2.submit(inc, 2)
xx = await x
yy = await y
assert xx == 2
assert yy == 3
await c1.restart()
assert x.cancelled()
start = time()
while not y.cancelled():
await asyncio.sleep(0.01)
assert time() < start + 5
await c1.close()
await c2.close()
@gen_cluster(Worker=Nanny, timeout=60)
async def test_restart_scheduler(s, a, b):
import gc
gc.collect()
addrs = (a.worker_address, b.worker_address)
await s.restart()
assert len(s.nthreads) == 2
addrs2 = (a.worker_address, b.worker_address)
assert addrs != addrs2
@gen_cluster(Worker=Nanny, client=True, timeout=60)
async def test_forgotten_futures_dont_clean_up_new_futures(c, s, a, b):
x = c.submit(inc, 1)
await c.restart()
y = c.submit(inc, 1)
del x
import gc
gc.collect()
await asyncio.sleep(0.1)
await y
@gen_cluster(client=True, timeout=60, active_rpc_timeout=10)
async def test_broken_worker_during_computation(c, s, a, b):
s.allowed_failures = 100
n = await Nanny(s.address, nthreads=2, loop=s.loop)
start = time()
while len(s.nthreads) < 3:
await asyncio.sleep(0.01)
assert time() < start + 5
N = 256
expected_result = N * (N + 1) // 2
i = 0
L = c.map(inc, range(N), key=["inc-%d-%d" % (i, j) for j in range(N)])
while len(L) > 1:
i += 1
L = c.map(
slowadd,
*zip(*partition_all(2, L)),
key=["add-%d-%d" % (i, j) for j in range(len(L) // 2)]
)
await asyncio.sleep(random.random() / 20)
with suppress(CommClosedError): # comm will be closed abrupty
await c._run(os._exit, 1, workers=[n.worker_address])
await asyncio.sleep(random.random() / 20)
while len(s.workers) < 3:
await asyncio.sleep(0.01)
with suppress(
CommClosedError, EnvironmentError
): # perhaps new worker can't be contacted yet
await c._run(os._exit, 1, workers=[n.worker_address])
[result] = await c.gather(L)
assert isinstance(result, int)
assert result == expected_result
await n.close()
@gen_cluster(client=True, Worker=Nanny, timeout=60)
async def test_restart_during_computation(c, s, a, b):
xs = [delayed(slowinc)(i, delay=0.01) for i in range(50)]
ys = [delayed(slowinc)(i, delay=0.01) for i in xs]
zs = [delayed(slowadd)(x, y, delay=0.01) for x, y in zip(xs, ys)]
total = delayed(sum)(zs)
result = c.compute(total)
await asyncio.sleep(0.5)
assert s.rprocessing
await c.restart()
assert not s.rprocessing
assert len(s.nthreads) == 2
assert not s.tasks
@gen_cluster(client=True, timeout=60)
async def test_worker_who_has_clears_after_failed_connection(c, s, a, b):
n = await Nanny(s.address, nthreads=2, loop=s.loop)
start = time()
while len(s.nthreads) < 3:
await asyncio.sleep(0.01)
assert time() < start + 5
futures = c.map(slowinc, range(20), delay=0.01, key=["f%d" % i for i in range(20)])
await wait(futures)
result = await c.submit(sum, futures, workers=a.address)
deps = [dep for dep in a.tasks.values() if dep.key not in a.data_needed]
for dep in deps:
a.release_key(dep.key, report=True)
n_worker_address = n.worker_address
with suppress(CommClosedError):
await c._run(os._exit, 1, workers=[n_worker_address])
while len(s.workers) > 2:
await asyncio.sleep(0.01)
total = c.submit(sum, futures, workers=a.address)
await total
assert not a.has_what.get(n_worker_address)
assert not any(n_worker_address in s for ts in a.tasks.values() for s in ts.who_has)
await n.close()
@pytest.mark.slow
@gen_cluster(client=True, timeout=60, Worker=Nanny, nthreads=[("127.0.0.1", 1)])
async def test_restart_timeout_on_long_running_task(c, s, a):
with captured_logger("distributed.scheduler") as sio:
future = c.submit(sleep, 3600)
await asyncio.sleep(0.1)
await c.restart(timeout=20)
text = sio.getvalue()
assert "timeout" not in text.lower()
@pytest.mark.slow
@gen_cluster(client=True, scheduler_kwargs={"worker_ttl": "500ms"})
async def test_worker_time_to_live(c, s, a, b):
from distributed.scheduler import heartbeat_interval
# worker removal is also controlled by 10 * heartbeat
assert set(s.workers) == {a.address, b.address}
interval = 10 * heartbeat_interval(len(s.workers)) + 0.5
a.periodic_callbacks["heartbeat"].stop()
await asyncio.sleep(0.010)
assert set(s.workers) == {a.address, b.address}
start = time()
while set(s.workers) == {a.address, b.address}:
await asyncio.sleep(interval)
assert time() < start + interval + 0.1
set(s.workers) == {b.address}
|