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1754 | from concurrent.futures import ThreadPoolExecutor
import importlib
import logging
from numbers import Number
from operator import add
import os
import psutil
import sys
from time import sleep
import traceback
from unittest import mock
import asyncio
import dask
from dask import delayed
from dask.utils import format_bytes
from dask.system import CPU_COUNT
import pytest
from tlz import pluck, sliding_window, first
from distributed import (
Client,
Nanny,
get_client,
default_client,
get_worker,
Reschedule,
wait,
)
from distributed.diagnostics.plugin import PipInstall
from distributed.compatibility import WINDOWS
from distributed.core import rpc, CommClosedError, Status
from distributed.scheduler import Scheduler
from distributed.metrics import time
from distributed.worker import Worker, error_message, logger, parse_memory_limit
from distributed.utils import tmpfile, TimeoutError
from distributed.utils_test import ( # noqa: F401
cleanup,
inc,
mul,
gen_cluster,
div,
dec,
slowinc,
gen_test,
captured_logger,
)
from distributed.utils_test import ( # noqa: F401
client,
loop,
nodebug,
cluster_fixture,
s,
a,
b,
TaskStateMetadataPlugin,
)
@pytest.mark.asyncio
async def test_worker_nthreads(cleanup):
async with Scheduler() as s:
async with Worker(s.address) as w:
assert w.executor._max_workers == CPU_COUNT
@gen_cluster()
async def test_str(s, a, b):
assert a.address in str(a)
assert a.address in repr(a)
assert str(a.nthreads) in str(a)
assert str(a.nthreads) in repr(a)
assert str(a.executing_count) in repr(a)
@pytest.mark.asyncio
async def test_identity(cleanup):
async with Scheduler() as s:
async with Worker(s.address) as w:
ident = w.identity(None)
assert "Worker" in ident["type"]
assert ident["scheduler"] == s.address
assert isinstance(ident["nthreads"], int)
assert isinstance(ident["memory_limit"], Number)
@gen_cluster(client=True)
async def test_worker_bad_args(c, s, a, b):
class NoReprObj:
""" This object cannot be properly represented as a string. """
def __str__(self):
raise ValueError("I have no str representation.")
def __repr__(self):
raise ValueError("I have no repr representation.")
x = c.submit(NoReprObj, workers=a.address)
await wait(x)
assert not a.executing_count
assert a.data
def bad_func(*args, **kwargs):
1 / 0
class MockLoggingHandler(logging.Handler):
"""Mock logging handler to check for expected logs."""
def __init__(self, *args, **kwargs):
self.reset()
logging.Handler.__init__(self, *args, **kwargs)
def emit(self, record):
self.messages[record.levelname.lower()].append(record.getMessage())
def reset(self):
self.messages = {
"debug": [],
"info": [],
"warning": [],
"error": [],
"critical": [],
}
hdlr = MockLoggingHandler()
old_level = logger.level
logger.setLevel(logging.DEBUG)
logger.addHandler(hdlr)
y = c.submit(bad_func, x, k=x, workers=b.address)
await wait(y)
assert not b.executing_count
assert y.status == "error"
# Make sure job died because of bad func and not because of bad
# argument.
with pytest.raises(ZeroDivisionError):
await y
tb = await y._traceback()
assert any("1 / 0" in line for line in pluck(3, traceback.extract_tb(tb)) if line)
assert "Compute Failed" in hdlr.messages["warning"][0]
logger.setLevel(old_level)
# Now we check that both workers are still alive.
xx = c.submit(add, 1, 2, workers=a.address)
yy = c.submit(add, 3, 4, workers=b.address)
results = await c._gather([xx, yy])
assert tuple(results) == (3, 7)
@pytest.mark.slow
@gen_cluster()
async def dont_test_delete_data_with_missing_worker(c, a, b):
bad = "127.0.0.1:9001" # this worker doesn't exist
c.who_has["z"].add(bad)
c.who_has["z"].add(a.address)
c.has_what[bad].add("z")
c.has_what[a.address].add("z")
a.data["z"] = 5
cc = rpc(ip=c.ip, port=c.port)
await cc.delete_data(keys=["z"]) # TODO: this hangs for a while
assert "z" not in a.data
assert not c.who_has["z"]
assert not c.has_what[bad]
assert not c.has_what[a.address]
await cc.close_rpc()
@gen_cluster(client=True)
async def test_upload_file(c, s, a, b):
assert not os.path.exists(os.path.join(a.local_directory, "foobar.py"))
assert not os.path.exists(os.path.join(b.local_directory, "foobar.py"))
assert a.local_directory != b.local_directory
with rpc(a.address) as aa, rpc(b.address) as bb:
await asyncio.gather(
aa.upload_file(filename="foobar.py", data=b"x = 123"),
bb.upload_file(filename="foobar.py", data="x = 123"),
)
assert os.path.exists(os.path.join(a.local_directory, "foobar.py"))
assert os.path.exists(os.path.join(b.local_directory, "foobar.py"))
def g():
import foobar
return foobar.x
future = c.submit(g, workers=a.address)
result = await future
assert result == 123
await c.close()
await s.close(close_workers=True)
assert not os.path.exists(os.path.join(a.local_directory, "foobar.py"))
@pytest.mark.skip(reason="don't yet support uploading pyc files")
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)])
async def test_upload_file_pyc(c, s, w):
with tmpfile() as dirname:
os.mkdir(dirname)
with open(os.path.join(dirname, "foo.py"), mode="w") as f:
f.write("def f():\n return 123")
sys.path.append(dirname)
try:
import foo
assert foo.f() == 123
pyc = importlib.util.cache_from_source(os.path.join(dirname, "foo.py"))
assert os.path.exists(pyc)
await c.upload_file(pyc)
def g():
import foo
return foo.x
future = c.submit(g)
result = await future
assert result == 123
finally:
sys.path.remove(dirname)
@gen_cluster(client=True)
async def test_upload_egg(c, s, a, b):
eggname = "testegg-1.0.0-py3.4.egg"
local_file = __file__.replace("test_worker.py", eggname)
assert not os.path.exists(os.path.join(a.local_directory, eggname))
assert not os.path.exists(os.path.join(b.local_directory, eggname))
assert a.local_directory != b.local_directory
await c.upload_file(filename=local_file)
assert os.path.exists(os.path.join(a.local_directory, eggname))
assert os.path.exists(os.path.join(b.local_directory, eggname))
def g(x):
import testegg
return testegg.inc(x)
future = c.submit(g, 10, workers=a.address)
result = await future
assert result == 10 + 1
await c.close()
await s.close()
await a.close()
await b.close()
assert not os.path.exists(os.path.join(a.local_directory, eggname))
@gen_cluster(client=True)
async def test_upload_pyz(c, s, a, b):
pyzname = "mytest.pyz"
local_file = __file__.replace("test_worker.py", pyzname)
assert not os.path.exists(os.path.join(a.local_directory, pyzname))
assert not os.path.exists(os.path.join(b.local_directory, pyzname))
assert a.local_directory != b.local_directory
await c.upload_file(filename=local_file)
assert os.path.exists(os.path.join(a.local_directory, pyzname))
assert os.path.exists(os.path.join(b.local_directory, pyzname))
def g(x):
from mytest import mytest
return mytest.inc(x)
future = c.submit(g, 10, workers=a.address)
result = await future
assert result == 10 + 1
await c.close()
await s.close()
await a.close()
await b.close()
assert not os.path.exists(os.path.join(a.local_directory, pyzname))
@pytest.mark.xfail(reason="Still lose time to network I/O")
@gen_cluster(client=True)
async def test_upload_large_file(c, s, a, b):
pytest.importorskip("crick")
await asyncio.sleep(0.05)
with rpc(a.address) as aa:
await aa.upload_file(filename="myfile.dat", data=b"0" * 100000000)
await asyncio.sleep(0.05)
assert a.digests["tick-duration"].components[0].max() < 0.050
@gen_cluster()
async def test_broadcast(s, a, b):
with rpc(s.address) as cc:
results = await cc.broadcast(msg={"op": "ping"})
assert results == {a.address: b"pong", b.address: b"pong"}
@gen_test()
async def test_worker_with_port_zero():
s = await Scheduler(port=8007)
w = await Worker(s.address)
assert isinstance(w.port, int)
assert w.port > 1024
await w.close()
@pytest.mark.asyncio
async def test_worker_port_range(cleanup):
async with Scheduler() as s:
port = "9867:9868"
async with Worker(s.address, port=port) as w1:
assert w1.port == 9867 # Selects first port in range
async with Worker(s.address, port=port) as w2:
assert w2.port == 9868 # Selects next port in range
with pytest.raises(
ValueError, match="Could not start Worker"
): # No more ports left
async with Worker(s.address, port=port):
pass
@pytest.mark.slow
@pytest.mark.asyncio
async def test_worker_waits_for_scheduler(cleanup):
w = Worker("127.0.0.1:8724")
try:
await asyncio.wait_for(w, 3)
except TimeoutError:
pass
else:
assert False
assert w.status not in (Status.closed, Status.running)
await w.close(timeout=0.1)
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)])
async def test_worker_task_data(c, s, w):
x = delayed(2)
xx = c.persist(x)
await wait(xx)
assert w.data[x.key] == 2
def test_error_message():
class MyException(Exception):
def __init__(self, a, b):
self.args = (a + b,)
def __str__(self):
return "MyException(%s)" % self.args
msg = error_message(MyException("Hello", "World!"))
assert "Hello" in str(msg["exception"])
max_error_len = 100
with dask.config.set({"distributed.admin.max-error-length": max_error_len}):
msg = error_message(RuntimeError("-" * max_error_len))
assert len(msg["text"]) <= max_error_len
assert len(msg["text"]) < max_error_len * 2
msg = error_message(RuntimeError("-" * max_error_len * 20))
cut_text = msg["text"].replace("('Long error message', '", "")[:-2]
assert len(cut_text) == max_error_len
max_error_len = 1000000
with dask.config.set({"distributed.admin.max-error-length": max_error_len}):
msg = error_message(RuntimeError("-" * max_error_len * 2))
cut_text = msg["text"].replace("('Long error message', '", "")[:-2]
assert len(cut_text) == max_error_len
assert len(msg["text"]) > 10100 # default + 100
@gen_cluster(client=True)
async def test_chained_error_message(c, s, a, b):
def chained_exception_fn():
class MyException(Exception):
def __init__(self, msg):
self.msg = msg
def __str__(self):
return "MyException(%s)" % self.msg
exception = MyException("Foo")
inner_exception = MyException("Bar")
try:
raise inner_exception
except Exception as e:
raise exception from e
f = c.submit(chained_exception_fn)
try:
await f
except Exception as e:
assert e.__cause__ is not None
assert "Bar" in str(e.__cause__)
@gen_cluster()
async def test_gather(s, a, b):
b.data["x"] = 1
b.data["y"] = 2
with rpc(a.address) as aa:
resp = await aa.gather(who_has={"x": [b.address], "y": [b.address]})
assert resp["status"] == "OK"
assert a.data["x"] == b.data["x"]
assert a.data["y"] == b.data["y"]
@pytest.mark.asyncio
async def test_io_loop(cleanup):
async with Scheduler(port=0) as s:
async with Worker(s.address, loop=s.loop) as w:
assert w.io_loop is s.loop
@gen_cluster(client=True, nthreads=[])
async def test_spill_to_disk(c, s):
np = pytest.importorskip("numpy")
w = await Worker(
s.address,
loop=s.loop,
memory_limit=1200 / 0.6,
memory_pause_fraction=None,
memory_spill_fraction=None,
)
x = c.submit(np.random.randint, 0, 255, size=500, dtype="u1", key="x")
await wait(x)
y = c.submit(np.random.randint, 0, 255, size=500, dtype="u1", key="y")
await wait(y)
assert set(w.data) == {x.key, y.key}
assert set(w.data.memory) == {x.key, y.key}
assert set(w.data.fast) == set(w.data.memory)
z = c.submit(np.random.randint, 0, 255, size=500, dtype="u1", key="z")
await wait(z)
assert set(w.data) == {x.key, y.key, z.key}
assert set(w.data.memory) == {y.key, z.key}
assert set(w.data.disk) == {x.key} or set(w.data.slow) == {x.key, y.key}
assert set(w.data.fast) == set(w.data.memory)
assert set(w.data.slow) == set(w.data.disk)
await x
assert set(w.data.memory) == {x.key, z.key}
assert set(w.data.disk) == {y.key} or set(w.data.slow) == {x.key, y.key}
assert set(w.data.fast) == set(w.data.memory)
assert set(w.data.slow) == set(w.data.disk)
await w.close()
@gen_cluster(client=True)
async def test_access_key(c, s, a, b):
def f(i):
from distributed.worker import thread_state
return thread_state.key
futures = [c.submit(f, i, key="x-%d" % i) for i in range(20)]
results = await c._gather(futures)
assert list(results) == ["x-%d" % i for i in range(20)]
@gen_cluster(client=True)
async def test_run_dask_worker(c, s, a, b):
def f(dask_worker=None):
return dask_worker.id
response = await c._run(f)
assert response == {a.address: a.id, b.address: b.id}
@gen_cluster(client=True)
async def test_run_coroutine_dask_worker(c, s, a, b):
async def f(dask_worker=None):
await asyncio.sleep(0.001)
return dask_worker.id
response = await c.run(f)
assert response == {a.address: a.id, b.address: b.id}
@gen_cluster(client=True, nthreads=[])
async def test_Executor(c, s):
with ThreadPoolExecutor(2) as e:
w = Worker(s.address, executor=e)
assert w.executor is e
w = await w
future = c.submit(inc, 1)
result = await future
assert result == 2
assert e._threads # had to do some work
await w.close()
@pytest.mark.skip(
reason="Other tests leak memory, so process-level checks trigger immediately"
)
@gen_cluster(
client=True,
nthreads=[("127.0.0.1", 1)],
timeout=30,
worker_kwargs={"memory_limit": 10e6},
)
async def test_spill_by_default(c, s, w):
da = pytest.importorskip("dask.array")
x = da.ones(int(10e6 * 0.7), chunks=1e6, dtype="u1")
y = c.persist(x)
await wait(y)
assert len(w.data.disk) # something is on disk
del x, y
@gen_cluster(nthreads=[("127.0.0.1", 1)], worker_kwargs={"reconnect": False})
async def test_close_on_disconnect(s, w):
await s.close()
start = time()
while w.status != Status.closed:
await asyncio.sleep(0.01)
assert time() < start + 5
@pytest.mark.asyncio
async def test_memory_limit_auto():
async with Scheduler() as s:
async with Worker(s.address, nthreads=1) as a, Worker(
s.address, nthreads=2
) as b, Worker(s.address, nthreads=100) as c, Worker(
s.address, nthreads=200
) as d:
assert isinstance(a.memory_limit, Number)
assert isinstance(b.memory_limit, Number)
if CPU_COUNT > 1:
assert a.memory_limit < b.memory_limit
assert c.memory_limit == d.memory_limit
@gen_cluster(client=True)
async def test_inter_worker_communication(c, s, a, b):
[x, y] = await c._scatter([1, 2], workers=a.address)
future = c.submit(add, x, y, workers=b.address)
result = await future
assert result == 3
@gen_cluster(client=True)
async def test_clean(c, s, a, b):
x = c.submit(inc, 1, workers=a.address)
y = c.submit(inc, x, workers=b.address)
await y
collections = [
a.tasks,
a.data,
a.nbytes,
a.threads,
]
for c in collections:
assert c
x.release()
y.release()
while x.key in a.tasks:
await asyncio.sleep(0.01)
for c in collections:
assert not c
@gen_cluster(client=True)
async def test_message_breakup(c, s, a, b):
n = 100000
a.target_message_size = 10 * n
b.target_message_size = 10 * n
xs = [c.submit(mul, b"%d" % i, n, workers=a.address) for i in range(30)]
y = c.submit(lambda *args: None, xs, workers=b.address)
await y
assert 2 <= len(b.incoming_transfer_log) <= 20
assert 2 <= len(a.outgoing_transfer_log) <= 20
assert all(msg["who"] == b.address for msg in a.outgoing_transfer_log)
assert all(msg["who"] == a.address for msg in a.incoming_transfer_log)
@gen_cluster(client=True)
async def test_types(c, s, a, b):
assert all(ts.type is None for ts in a.tasks.values())
assert all(ts.type is None for ts in b.tasks.values())
x = c.submit(inc, 1, workers=a.address)
await wait(x)
assert a.tasks[x.key].type == int
y = c.submit(inc, x, workers=b.address)
await wait(y)
assert b.tasks[x.key].type == int
assert b.tasks[y.key].type == int
await c._cancel(y)
start = time()
while y.key in b.data:
await asyncio.sleep(0.01)
assert time() < start + 5
assert y.key not in b.tasks
@gen_cluster()
async def test_system_monitor(s, a, b):
assert b.monitor
b.monitor.update()
@gen_cluster(
client=True, nthreads=[("127.0.0.1", 2, {"resources": {"A": 1}}), ("127.0.0.1", 1)]
)
async def test_restrictions(c, s, a, b):
# Worker has resource available
assert a.available_resources == {"A": 1}
# Resource restrictions
x = c.submit(inc, 1, resources={"A": 1})
await x
ts = a.tasks[x.key]
assert ts.resource_restrictions == {"A": 1}
await c._cancel(x)
while ts.state != "memory":
# Resource should be unavailable while task isn't finished
assert a.available_resources == {"A": 0}
await asyncio.sleep(0.01)
# Resource restored after task is in memory
assert a.available_resources["A"] == 1
@gen_cluster(client=True)
async def test_clean_nbytes(c, s, a, b):
L = [delayed(inc)(i) for i in range(10)]
for i in range(5):
L = [delayed(add)(x, y) for x, y in sliding_window(2, L)]
total = delayed(sum)(L)
future = c.compute(total)
await wait(future)
await asyncio.sleep(1)
assert len(a.nbytes) + len(b.nbytes) == 1
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)] * 20)
async def test_gather_many_small(c, s, a, *workers):
a.total_out_connections = 2
futures = await c._scatter(list(range(100)))
assert all(w.data for w in workers)
def f(*args):
return 10
future = c.submit(f, *futures, workers=a.address)
await wait(future)
types = list(pluck(0, a.log))
req = [i for i, t in enumerate(types) if t == "request-dep"]
recv = [i for i, t in enumerate(types) if t == "receive-dep"]
assert min(recv) > max(req)
assert a.comm_nbytes == 0
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)] * 3)
async def test_multiple_transfers(c, s, w1, w2, w3):
x = c.submit(inc, 1, workers=w1.address)
y = c.submit(inc, 2, workers=w2.address)
z = c.submit(add, x, y, workers=w3.address)
await wait(z)
r = w3.tasks[z.key].startstops
transfers = [t for t in r if t["action"] == "transfer"]
assert len(transfers) == 2
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)] * 3)
async def test_share_communication(c, s, w1, w2, w3):
x = c.submit(mul, b"1", int(w3.target_message_size + 1), workers=w1.address)
y = c.submit(mul, b"2", int(w3.target_message_size + 1), workers=w2.address)
await wait([x, y])
await c._replicate([x, y], workers=[w1.address, w2.address])
z = c.submit(add, x, y, workers=w3.address)
await wait(z)
assert len(w3.incoming_transfer_log) == 2
assert w1.outgoing_transfer_log
assert w2.outgoing_transfer_log
@gen_cluster(client=True)
async def test_dont_overlap_communications_to_same_worker(c, s, a, b):
x = c.submit(mul, b"1", int(b.target_message_size + 1), workers=a.address)
y = c.submit(mul, b"2", int(b.target_message_size + 1), workers=a.address)
await wait([x, y])
z = c.submit(add, x, y, workers=b.address)
await wait(z)
assert len(b.incoming_transfer_log) == 2
l1, l2 = b.incoming_transfer_log
assert l1["stop"] < l2["start"]
@pytest.mark.avoid_travis
@gen_cluster(client=True)
async def test_log_exception_on_failed_task(c, s, a, b):
with tmpfile() as fn:
fh = logging.FileHandler(fn)
try:
from distributed.worker import logger
logger.addHandler(fh)
future = c.submit(div, 1, 0)
await wait(future)
await asyncio.sleep(0.1)
fh.flush()
with open(fn) as f:
text = f.read()
assert "ZeroDivisionError" in text
assert "Exception" in text
finally:
logger.removeHandler(fh)
@gen_cluster(client=True)
async def test_clean_up_dependencies(c, s, a, b):
x = delayed(inc)(1)
y = delayed(inc)(2)
xx = delayed(inc)(x)
yy = delayed(inc)(y)
z = delayed(add)(xx, yy)
zz = c.persist(z)
await wait(zz)
start = time()
while len(a.data) + len(b.data) > 1:
await asyncio.sleep(0.01)
assert time() < start + 2
assert set(a.data) | set(b.data) == {zz.key}
@gen_cluster(client=True)
async def test_hold_onto_dependents(c, s, a, b):
x = c.submit(inc, 1, workers=a.address)
y = c.submit(inc, x, workers=b.address)
await wait(y)
assert x.key in b.data
await c._cancel(y)
await asyncio.sleep(0.1)
assert x.key in b.data
@pytest.mark.slow
@gen_cluster(client=False, nthreads=[])
async def test_worker_death_timeout(s):
with dask.config.set({"distributed.comm.timeouts.connect": "1s"}):
await s.close()
w = Worker(s.address, death_timeout=1)
with pytest.raises(TimeoutError) as info:
await w
assert "Worker" in str(info.value)
assert "timed out" in str(info.value) or "failed to start" in str(info.value)
assert w.status == Status.closed
@gen_cluster(client=True)
async def test_stop_doing_unnecessary_work(c, s, a, b):
futures = c.map(slowinc, range(1000), delay=0.01)
await asyncio.sleep(0.1)
del futures
start = time()
while a.executing_count:
await asyncio.sleep(0.01)
assert time() - start < 0.5
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)])
async def test_priorities(c, s, w):
values = []
for i in range(10):
a = delayed(slowinc)(i, dask_key_name="a-%d" % i, delay=0.01)
a1 = delayed(inc)(a, dask_key_name="a1-%d" % i)
a2 = delayed(inc)(a1, dask_key_name="a2-%d" % i)
b1 = delayed(dec)(a, dask_key_name="b1-%d" % i) # <<-- least favored
values.append(a2)
values.append(b1)
futures = c.compute(values)
await wait(futures)
log = [
t[0]
for t in w.log
if t[1] == "executing" and t[2] == "memory" and not t[0].startswith("finalize")
]
assert any(key.startswith("b1") for key in log[: len(log) // 2])
@gen_cluster(client=True)
async def test_heartbeats(c, s, a, b):
x = s.workers[a.address].last_seen
start = time()
await asyncio.sleep(a.periodic_callbacks["heartbeat"].callback_time / 1000 + 0.1)
while s.workers[a.address].last_seen == x:
await asyncio.sleep(0.01)
assert time() < start + 2
assert a.periodic_callbacks["heartbeat"].callback_time < 1000
@pytest.mark.parametrize("worker", [Worker, Nanny])
def test_worker_dir(worker):
with tmpfile() as fn:
@gen_cluster(client=True, worker_kwargs={"local_directory": fn})
async def test_worker_dir(c, s, a, b):
directories = [w.local_directory for w in s.workers.values()]
assert all(d.startswith(fn) for d in directories)
assert len(set(directories)) == 2 # distinct
test_worker_dir()
@gen_cluster(nthreads=[])
async def test_false_worker_dir(s):
async with Worker(s.address, local_directory="") as w:
local_directory = w.local_directory
cwd = os.getcwd()
assert os.path.dirname(local_directory) == os.path.join(cwd, "dask-worker-space")
@gen_cluster(client=True)
async def test_dataframe_attribute_error(c, s, a, b):
class BadSize:
def __init__(self, data):
self.data = data
def __sizeof__(self):
raise TypeError("Hello")
future = c.submit(BadSize, 123)
result = await future
assert result.data == 123
@gen_cluster(client=True)
async def test_fail_write_to_disk(c, s, a, b):
class Bad:
def __getstate__(self):
raise TypeError()
def __sizeof__(self):
return int(100e9)
future = c.submit(Bad)
await wait(future)
assert future.status == "error"
with pytest.raises(TypeError):
await future
futures = c.map(inc, range(10))
results = await c._gather(futures)
assert results == list(map(inc, range(10)))
@pytest.mark.skip(reason="Our logic here is faulty")
@gen_cluster(
nthreads=[("127.0.0.1", 2)], client=True, worker_kwargs={"memory_limit": 10e9}
)
async def test_fail_write_many_to_disk(c, s, a):
a.validate = False
await asyncio.sleep(0.1)
assert not a.paused
class Bad:
def __init__(self, x):
pass
def __getstate__(self):
raise TypeError()
def __sizeof__(self):
return int(2e9)
futures = c.map(Bad, range(11))
future = c.submit(lambda *args: 123, *futures)
await wait(future)
with pytest.raises(Exception) as info:
await future
# workers still operational
result = await c.submit(inc, 1, workers=a.address)
assert result == 2
@gen_cluster()
async def test_pid(s, a, b):
assert s.workers[a.address].pid == os.getpid()
@gen_cluster(client=True)
async def test_get_client(c, s, a, b):
def f(x):
cc = get_client()
future = cc.submit(inc, x)
return future.result()
assert default_client() is c
future = c.submit(f, 10, workers=a.address)
result = await future
assert result == 11
assert a._client
assert not b._client
assert a._client is c
assert default_client() is c
a_client = a._client
for i in range(10):
await wait(c.submit(f, i))
assert a._client is a_client
def test_get_client_sync(client):
def f(x):
cc = get_client()
future = cc.submit(inc, x)
return future.result()
future = client.submit(f, 10)
assert future.result() == 11
@gen_cluster(client=True)
async def test_get_client_coroutine(c, s, a, b):
async def f():
client = await get_client()
future = client.submit(inc, 10)
result = await future
return result
results = await c.run(f)
assert results == {a.address: 11, b.address: 11}
def test_get_client_coroutine_sync(client, s, a, b):
async def f():
client = await get_client()
future = client.submit(inc, 10)
result = await future
return result
results = client.run(f)
assert results == {a["address"]: 11, b["address"]: 11}
@gen_cluster()
async def test_global_workers(s, a, b):
n = len(Worker._instances)
w = first(Worker._instances)
assert w is a or w is b
@pytest.mark.skipif(WINDOWS, reason="file descriptors")
@gen_cluster(nthreads=[])
async def test_worker_fds(s):
psutil = pytest.importorskip("psutil")
await asyncio.sleep(0.05)
start = psutil.Process().num_fds()
worker = await Worker(s.address, loop=s.loop)
await asyncio.sleep(0.1)
middle = psutil.Process().num_fds()
start = time()
while middle > start:
await asyncio.sleep(0.01)
assert time() < start + 1
await worker.close()
start = time()
while psutil.Process().num_fds() > start:
await asyncio.sleep(0.01)
assert time() < start + 0.5
@gen_cluster(nthreads=[])
async def test_service_hosts_match_worker(s):
async with Worker(s.address, host="tcp://0.0.0.0") as w:
sock = first(w.http_server._sockets.values())
assert sock.getsockname()[0] in ("::", "0.0.0.0")
async with Worker(
s.address, host="tcp://127.0.0.1", dashboard_address="0.0.0.0:0"
) as w:
sock = first(w.http_server._sockets.values())
assert sock.getsockname()[0] in ("::", "0.0.0.0")
async with Worker(s.address, host="tcp://127.0.0.1") as w:
sock = first(w.http_server._sockets.values())
assert sock.getsockname()[0] in ("::", "0.0.0.0")
@gen_cluster(nthreads=[])
async def test_start_services(s):
async with Worker(s.address, dashboard_address=1234) as w:
assert w.http_server.port == 1234
@gen_test()
async def test_scheduler_file():
with tmpfile() as fn:
s = await Scheduler(scheduler_file=fn, port=8009)
w = await Worker(scheduler_file=fn)
assert set(s.workers) == {w.address}
await w.close()
s.stop()
@gen_cluster(client=True)
async def test_scheduler_delay(c, s, a, b):
old = a.scheduler_delay
assert abs(a.scheduler_delay) < 0.3
assert abs(b.scheduler_delay) < 0.3
await asyncio.sleep(a.periodic_callbacks["heartbeat"].callback_time / 1000 + 0.3)
assert a.scheduler_delay != old
@gen_cluster(client=True)
async def test_statistical_profiling(c, s, a, b):
futures = c.map(slowinc, range(10), delay=0.1)
await wait(futures)
profile = a.profile_keys["slowinc"]
assert profile["count"]
@pytest.mark.slow
@nodebug
@gen_cluster(
client=True,
timeout=30,
config={
"distributed.worker.profile.interval": "1ms",
"distributed.worker.profile.cycle": "100ms",
},
)
async def test_statistical_profiling_2(c, s, a, b):
da = pytest.importorskip("dask.array")
while True:
x = da.random.random(1000000, chunks=(10000,))
y = (x + x * 2) - x.sum().persist()
await wait(y)
profile = await a.get_profile()
text = str(profile)
if profile["count"] and "sum" in text and "random" in text:
break
@gen_cluster(
nthreads=[("127.0.0.1", 1)],
client=True,
worker_kwargs={"memory_monitor_interval": 10},
)
async def test_robust_to_bad_sizeof_estimates(c, s, a):
np = pytest.importorskip("numpy")
memory = psutil.Process().memory_info().rss
a.memory_limit = memory / 0.7 + 400e6
class BadAccounting:
def __init__(self, data):
self.data = data
def __sizeof__(self):
return 10
def f(n):
x = np.ones(int(n), dtype="u1")
result = BadAccounting(x)
return result
futures = c.map(f, [100e6] * 8, pure=False)
start = time()
while not a.data.disk:
await asyncio.sleep(0.1)
assert time() < start + 5
@pytest.mark.slow
@pytest.mark.xfail(
sys.version_info[:2] == (3, 8),
reason="Sporadic failure on Python 3.8",
strict=False,
)
@gen_cluster(
nthreads=[("127.0.0.1", 2)],
client=True,
worker_kwargs={
"memory_monitor_interval": 10,
"memory_spill_fraction": False, # don't spill
"memory_target_fraction": False,
"memory_pause_fraction": 0.5,
},
timeout=20,
)
async def test_pause_executor(c, s, a):
memory = psutil.Process().memory_info().rss
a.memory_limit = memory / 0.5 + 200e6
np = pytest.importorskip("numpy")
def f():
x = np.ones(int(400e6), dtype="u1")
sleep(1)
with captured_logger(logging.getLogger("distributed.worker")) as logger:
future = c.submit(f)
futures = c.map(slowinc, range(30), delay=0.1)
start = time()
while not a.paused:
await asyncio.sleep(0.01)
assert time() < start + 4, (
format_bytes(psutil.Process().memory_info().rss),
format_bytes(a.memory_limit),
len(a.data),
)
out = logger.getvalue()
assert "memory" in out.lower()
assert "pausing" in out.lower()
assert sum(f.status == "finished" for f in futures) < 4
await wait(futures)
@gen_cluster(client=True, worker_kwargs={"profile_cycle_interval": "50 ms"})
async def test_statistical_profiling_cycle(c, s, a, b):
futures = c.map(slowinc, range(20), delay=0.05)
await wait(futures)
await asyncio.sleep(0.01)
end = time()
assert len(a.profile_history) > 3
x = await a.get_profile(start=time() + 10, stop=time() + 20)
assert not x["count"]
x = await a.get_profile(start=0, stop=time() + 10)
recent = a.profile_recent["count"]
actual = sum(p["count"] for _, p in a.profile_history) + a.profile_recent["count"]
x2 = await a.get_profile(start=0, stop=time() + 10)
assert x["count"] <= actual <= x2["count"]
y = await a.get_profile(start=end - 0.300, stop=time())
assert 0 < y["count"] <= x["count"]
@gen_cluster(client=True)
async def test_get_current_task(c, s, a, b):
def some_name():
return get_worker().get_current_task()
result = await c.submit(some_name)
assert result.startswith("some_name")
@gen_cluster(client=True, nthreads=[("127.0.0.1", 1)] * 2)
async def test_reschedule(c, s, a, b):
s.extensions["stealing"]._pc.stop()
a_address = a.address
def f(x):
sleep(0.1)
if get_worker().address == a_address:
raise Reschedule()
futures = c.map(f, range(4))
futures2 = c.map(slowinc, range(10), delay=0.1, workers=a.address)
await wait(futures)
assert all(f.key in b.data for f in futures)
@pytest.mark.asyncio
async def test_deque_handler(cleanup):
from distributed.worker import logger
async with Scheduler() as s:
async with Worker(s.address) as w:
deque_handler = w._deque_handler
logger.info("foo456")
assert deque_handler.deque
msg = deque_handler.deque[-1]
assert "distributed.worker" in deque_handler.format(msg)
assert any(msg.msg == "foo456" for msg in deque_handler.deque)
@gen_cluster(nthreads=[], client=True)
async def test_avoid_memory_monitor_if_zero_limit(c, s):
worker = await Worker(
s.address, loop=s.loop, memory_limit=0, memory_monitor_interval=10
)
assert type(worker.data) is dict
assert "memory" not in worker.periodic_callbacks
future = c.submit(inc, 1)
assert (await future) == 2
await asyncio.sleep(worker.memory_monitor_interval / 1000)
await c.submit(inc, 2) # worker doesn't pause
await worker.close()
@gen_cluster(
nthreads=[("127.0.0.1", 1)],
config={
"distributed.worker.memory.spill": False,
"distributed.worker.memory.target": False,
},
)
async def test_dict_data_if_no_spill_to_disk(s, w):
assert type(w.data) is dict
def test_get_worker_name(client):
def f():
get_client().submit(inc, 1).result()
client.run(f)
def func(dask_scheduler):
return list(dask_scheduler.clients)
start = time()
while not any("worker" in n for n in client.run_on_scheduler(func)):
sleep(0.1)
assert time() < start + 10
@gen_cluster(nthreads=[("127.0.0.1", 1)], worker_kwargs={"memory_limit": "2e3 MB"})
async def test_parse_memory_limit(s, w):
assert w.memory_limit == 2e9
@gen_cluster(nthreads=[], client=True)
async def test_scheduler_address_config(c, s):
with dask.config.set({"scheduler-address": s.address}):
worker = await Worker(loop=s.loop)
assert worker.scheduler.address == s.address
await worker.close()
@pytest.mark.slow
@gen_cluster(client=True)
async def test_wait_for_outgoing(c, s, a, b):
np = pytest.importorskip("numpy")
x = np.random.random(10000000)
future = await c.scatter(x, workers=a.address)
y = c.submit(inc, future, workers=b.address)
await wait(y)
assert len(b.incoming_transfer_log) == len(a.outgoing_transfer_log) == 1
bb = b.incoming_transfer_log[0]["duration"]
aa = a.outgoing_transfer_log[0]["duration"]
ratio = aa / bb
assert 1 / 3 < ratio < 3
@pytest.mark.skipif(
not sys.platform.startswith("linux"), reason="Need 127.0.0.2 to mean localhost"
)
@gen_cluster(
nthreads=[("127.0.0.1", 1), ("127.0.0.1", 1), ("127.0.0.2", 1)], client=True
)
async def test_prefer_gather_from_local_address(c, s, w1, w2, w3):
x = await c.scatter(123, workers=[w1.address, w3.address], broadcast=True)
y = c.submit(inc, x, workers=[w2.address])
await wait(y)
assert any(d["who"] == w2.address for d in w1.outgoing_transfer_log)
assert not any(d["who"] == w2.address for d in w3.outgoing_transfer_log)
@gen_cluster(
client=True,
nthreads=[("127.0.0.1", 1)] * 20,
timeout=30,
config={"distributed.worker.connections.incoming": 1},
)
async def test_avoid_oversubscription(c, s, *workers):
np = pytest.importorskip("numpy")
x = c.submit(np.random.random, 1000000, workers=[workers[0].address])
await wait(x)
futures = [c.submit(len, x, pure=False, workers=[w.address]) for w in workers[1:]]
await wait(futures)
# Original worker not responsible for all transfers
assert len(workers[0].outgoing_transfer_log) < len(workers) - 2
# Some other workers did some work
assert len([w for w in workers if len(w.outgoing_transfer_log) > 0]) >= 3
@gen_cluster(client=True, worker_kwargs={"metrics": {"my_port": lambda w: w.port}})
async def test_custom_metrics(c, s, a, b):
assert s.workers[a.address].metrics["my_port"] == a.port
assert s.workers[b.address].metrics["my_port"] == b.port
@gen_cluster(client=True)
async def test_register_worker_callbacks(c, s, a, b):
# preload function to run
def mystartup(dask_worker):
dask_worker.init_variable = 1
def mystartup2():
import os
os.environ["MY_ENV_VALUE"] = "WORKER_ENV_VALUE"
return "Env set."
# Check that preload function has been run
def test_import(dask_worker):
return hasattr(dask_worker, "init_variable")
# and dask_worker.init_variable == 1
def test_startup2():
import os
return os.getenv("MY_ENV_VALUE", None) == "WORKER_ENV_VALUE"
# Nothing has been run yet
result = await c.run(test_import)
assert list(result.values()) == [False] * 2
result = await c.run(test_startup2)
assert list(result.values()) == [False] * 2
# Start a worker and check that startup is not run
worker = await Worker(s.address, loop=s.loop)
result = await c.run(test_import, workers=[worker.address])
assert list(result.values()) == [False]
await worker.close()
# Add a preload function
response = await c.register_worker_callbacks(setup=mystartup)
assert len(response) == 2
# Check it has been ran on existing worker
result = await c.run(test_import)
assert list(result.values()) == [True] * 2
# Start a worker and check it is ran on it
worker = await Worker(s.address, loop=s.loop)
result = await c.run(test_import, workers=[worker.address])
assert list(result.values()) == [True]
await worker.close()
# Register another preload function
response = await c.register_worker_callbacks(setup=mystartup2)
assert len(response) == 2
# Check it has been run
result = await c.run(test_startup2)
assert list(result.values()) == [True] * 2
# Start a worker and check it is ran on it
worker = await Worker(s.address, loop=s.loop)
result = await c.run(test_import, workers=[worker.address])
assert list(result.values()) == [True]
result = await c.run(test_startup2, workers=[worker.address])
assert list(result.values()) == [True]
await worker.close()
@gen_cluster(client=True)
async def test_register_worker_callbacks_err(c, s, a, b):
with pytest.raises(ZeroDivisionError):
await c.register_worker_callbacks(setup=lambda: 1 / 0)
@gen_cluster(nthreads=[])
async def test_data_types(s):
w = await Worker(s.address, data=dict)
assert isinstance(w.data, dict)
await w.close()
data = dict()
w = await Worker(s.address, data=data)
assert w.data is data
await w.close()
class Data(dict):
def __init__(self, x, y):
self.x = x
self.y = y
w = await Worker(s.address, data=(Data, {"x": 123, "y": 456}))
assert w.data.x == 123
assert w.data.y == 456
await w.close()
@gen_cluster(nthreads=[])
async def test_local_directory(s):
with tmpfile() as fn:
with dask.config.set(temporary_directory=fn):
w = await Worker(s.address)
assert w.local_directory.startswith(fn)
assert "dask-worker-space" in w.local_directory
@gen_cluster(nthreads=[])
async def test_local_directory_make_new_directory(s):
with tmpfile() as fn:
w = await Worker(s.address, local_directory=os.path.join(fn, "foo", "bar"))
assert w.local_directory.startswith(fn)
assert "foo" in w.local_directory
assert "dask-worker-space" in w.local_directory
@pytest.mark.skipif(
not sys.platform.startswith("linux"), reason="Need 127.0.0.2 to mean localhost"
)
@gen_cluster(nthreads=[], client=True)
async def test_host_address(c, s):
w = await Worker(s.address, host="127.0.0.2")
assert "127.0.0.2" in w.address
await w.close()
n = await Nanny(s.address, host="127.0.0.3")
assert "127.0.0.3" in n.address
assert "127.0.0.3" in n.worker_address
await n.close()
def test_resource_limit(monkeypatch):
assert parse_memory_limit("250MiB", 1, total_cores=1) == 1024 * 1024 * 250
new_limit = 1024 * 1024 * 200
import distributed.worker
monkeypatch.setattr(distributed.system, "MEMORY_LIMIT", new_limit)
assert parse_memory_limit("250MiB", 1, total_cores=1) == new_limit
@pytest.mark.asyncio
@pytest.mark.parametrize("Worker", [Worker, Nanny])
async def test_interface_async(loop, Worker):
from distributed.utils import get_ip_interface
psutil = pytest.importorskip("psutil")
if_names = sorted(psutil.net_if_addrs())
for if_name in if_names:
try:
ipv4_addr = get_ip_interface(if_name)
except ValueError:
pass
else:
if ipv4_addr == "127.0.0.1":
break
else:
pytest.skip(
"Could not find loopback interface. "
"Available interfaces are: %s." % (if_names,)
)
async with Scheduler(interface=if_name) as s:
assert s.address.startswith("tcp://127.0.0.1")
async with Worker(s.address, interface=if_name) as w:
assert w.address.startswith("tcp://127.0.0.1")
assert w.ip == "127.0.0.1"
async with Client(s.address, asynchronous=True) as c:
info = c.scheduler_info()
assert "tcp://127.0.0.1" in info["address"]
assert all("127.0.0.1" == d["host"] for d in info["workers"].values())
@pytest.mark.asyncio
@pytest.mark.parametrize("Worker", [Worker, Nanny])
async def test_protocol_from_scheduler_address(Worker):
ucp = pytest.importorskip("ucp")
async with Scheduler(protocol="ucx") as s:
assert s.address.startswith("ucx://")
async with Worker(s.address) as w:
assert w.address.startswith("ucx://")
async with Client(s.address, asynchronous=True) as c:
info = c.scheduler_info()
assert info["address"].startswith("ucx://")
@pytest.mark.asyncio
@pytest.mark.parametrize("Worker", [Worker, Nanny])
async def test_worker_listens_on_same_interface_by_default(Worker):
async with Scheduler(host="localhost") as s:
assert s.ip in {"127.0.0.1", "localhost"}
async with Worker(s.address) as w:
assert s.ip == w.ip
@gen_cluster(client=True)
async def test_close_gracefully(c, s, a, b):
futures = c.map(slowinc, range(200), delay=0.1)
while not b.data:
await asyncio.sleep(0.1)
mem = set(b.data)
proc = [ts for ts in b.tasks.values() if ts.state == "executing"]
await b.close_gracefully()
assert b.status == Status.closed
assert b.address not in s.workers
assert mem.issubset(set(a.data))
for ts in proc:
assert ts.state in ("executing", "memory")
@pytest.mark.slow
@pytest.mark.asyncio
async def test_lifetime(cleanup):
async with Scheduler() as s:
async with Worker(s.address) as a, Worker(s.address, lifetime="1 seconds") as b:
async with Client(s.address, asynchronous=True) as c:
futures = c.map(slowinc, range(200), delay=0.1)
await asyncio.sleep(1.5)
assert b.status != Status.running
await b.finished()
assert set(b.data).issubset(a.data) # successfully moved data over
@gen_cluster(client=True, worker_kwargs={"lifetime": "10s", "lifetime_stagger": "2s"})
async def test_lifetime_stagger(c, s, a, b):
assert a.lifetime != b.lifetime
assert 8 <= a.lifetime <= 12
assert 8 <= b.lifetime <= 12
@pytest.mark.asyncio
async def test_bad_metrics(cleanup):
def bad_metric(w):
raise Exception("Hello")
async with Scheduler() as s:
async with Worker(s.address, metrics={"bad": bad_metric}) as w:
assert "bad" not in s.workers[w.address].metrics
@pytest.mark.asyncio
async def test_bad_startup(cleanup):
def bad_startup(w):
raise Exception("Hello")
async with Scheduler() as s:
try:
w = await Worker(s.address, startup_information={"bad": bad_startup})
except Exception:
pytest.fail("Startup exception was raised")
@gen_cluster(client=True)
async def test_pip_install(c, s, a, b):
with mock.patch(
"distributed.diagnostics.plugin.subprocess.Popen.communicate",
return_value=(b"", b""),
) as p1:
with mock.patch(
"distributed.diagnostics.plugin.subprocess.Popen", return_value=p1
) as p2:
p1.communicate.return_value = b"", b""
p1.wait.return_value = 0
await c.register_worker_plugin(
PipInstall(packages=["requests"], pip_options=["--upgrade"])
)
args = p2.call_args[0][0]
assert "python" in args[0]
assert args[1:] == ["-m", "pip", "--upgrade", "install", "requests"]
@gen_cluster(client=True)
async def test_pip_install_fails(c, s, a, b):
with captured_logger(
"distributed.diagnostics.plugin", level=logging.ERROR
) as logger:
with mock.patch(
"distributed.diagnostics.plugin.subprocess.Popen.communicate",
return_value=(b"", b"error"),
) as p1:
with mock.patch(
"distributed.diagnostics.plugin.subprocess.Popen", return_value=p1
) as p2:
p1.communicate.return_value = (
b"",
b"Could not find a version that satisfies the requirement not-a-package",
)
p1.wait.return_value = 1
await c.register_worker_plugin(PipInstall(packages=["not-a-package"]))
assert "not-a-package" in logger.getvalue()
# args = p2.call_args[0][0]
# assert "python" in args[0]
# assert args[1:] == ["-m", "pip", "--upgrade", "install", "requests"]
@pytest.mark.asyncio
async def test_update_latency(cleanup):
async with await Scheduler() as s:
async with await Worker(s.address) as w:
original = w.latency
await w.heartbeat()
assert original != w.latency
if w.digests is not None:
assert w.digests["latency"].size() > 0
@pytest.mark.asyncio
async def test_heartbeat_executing(cleanup):
async with await Scheduler() as s:
async with await Worker(s.address) as w:
async with Client(s.address, asynchronous=True) as c:
ws = s.workers[w.address]
# Initially there are no active tasks
assert not ws.metrics["executing"]
# Submit a task and ensure the worker's heartbeat includes the task
# in it's executing
f = c.submit(slowinc, 1, delay=1)
while not ws.metrics["executing"]:
await w.heartbeat()
assert f.key in ws.metrics["executing"]
await f
@pytest.mark.asyncio
@pytest.mark.parametrize("reconnect", [True, False])
async def test_heartbeat_comm_closed(cleanup, monkeypatch, reconnect):
with captured_logger("distributed.worker", level=logging.WARNING) as logger:
async with await Scheduler() as s:
def bad_heartbeat_worker(*args, **kwargs):
raise CommClosedError()
async with await Worker(s.address, reconnect=reconnect) as w:
# Trigger CommClosedError during worker heartbeat
monkeypatch.setattr(
w.scheduler, "heartbeat_worker", bad_heartbeat_worker
)
await w.heartbeat()
if reconnect:
assert w.status == Status.running
else:
assert w.status == Status.closed
assert "Heartbeat to scheduler failed" in logger.getvalue()
@pytest.mark.asyncio
async def test_bad_local_directory(cleanup):
async with await Scheduler() as s:
try:
async with Worker(s.address, local_directory="/not/a/valid-directory"):
pass
except PermissionError:
pass
else:
if WINDOWS:
pass
else:
assert False
assert not any("error" in log for log in s.get_logs())
@pytest.mark.asyncio
async def test_taskstate_metadata(cleanup):
async with await Scheduler() as s:
async with await Worker(s.address) as w:
async with Client(s.address, asynchronous=True) as c:
await c.register_worker_plugin(TaskStateMetadataPlugin())
f = c.submit(inc, 1)
await f
ts = w.tasks[f.key]
assert "start_time" in ts.metadata
assert "stop_time" in ts.metadata
assert ts.metadata["stop_time"] > ts.metadata["start_time"]
# Check that Scheduler TaskState.metadata was also updated
assert s.tasks[f.key].metadata == ts.metadata
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