460 lines
13 KiB
Python
460 lines
13 KiB
Python
import asyncio
|
|
import os
|
|
import subprocess
|
|
import sys
|
|
from pathlib import Path
|
|
|
|
import pytest
|
|
|
|
import ray
|
|
import ray._private.ray_constants as ray_constants
|
|
from ray._common.test_utils import (
|
|
Semaphore,
|
|
run_string_as_driver,
|
|
)
|
|
from ray._private.test_utils import (
|
|
check_call_ray,
|
|
check_call_subprocess,
|
|
kill_process_by_name,
|
|
run_string_as_driver_nonblocking,
|
|
start_redis_instance,
|
|
wait_for_children_of_pid,
|
|
wait_for_children_of_pid_to_exit,
|
|
)
|
|
from ray._private.utils import detect_fate_sharing_support
|
|
|
|
import psutil
|
|
|
|
|
|
def test_calling_start_ray_head(call_ray_stop_only):
|
|
# Test that we can call ray start with various command line
|
|
# parameters.
|
|
|
|
# Test starting Ray with a redis port specified.
|
|
check_call_ray(["start", "--head", "--port", "0"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with a node IP address specified.
|
|
check_call_ray(["start", "--head", "--node-ip-address", "127.0.0.1", "--port", "0"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with a system config parameter set.
|
|
check_call_ray(
|
|
[
|
|
"start",
|
|
"--head",
|
|
"--system-config",
|
|
'{"metrics_report_interval_ms":100}',
|
|
"--port",
|
|
"0",
|
|
]
|
|
)
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with the object manager and node manager ports
|
|
# specified.
|
|
check_call_ray(
|
|
[
|
|
"start",
|
|
"--head",
|
|
"--object-manager-port",
|
|
"22345",
|
|
"--node-manager-port",
|
|
"54321",
|
|
"--port",
|
|
"0",
|
|
]
|
|
)
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with the worker port range specified.
|
|
check_call_ray(
|
|
[
|
|
"start",
|
|
"--head",
|
|
"--min-worker-port",
|
|
"51000",
|
|
"--max-worker-port",
|
|
"51050",
|
|
"--port",
|
|
"0",
|
|
]
|
|
)
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with a worker port list.
|
|
check_call_ray(["start", "--head", "--worker-port-list", "10002,10003"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with a non-int in the worker port list.
|
|
with pytest.raises(subprocess.CalledProcessError):
|
|
check_call_ray(["start", "--head", "--worker-port-list", "10002,a"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with an invalid port in the worker port list.
|
|
with pytest.raises(subprocess.CalledProcessError):
|
|
check_call_ray(["start", "--head", "--worker-port-list", "100"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with the number of CPUs specified.
|
|
check_call_ray(["start", "--head", "--num-cpus", "2", "--port", "0"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with the number of GPUs specified.
|
|
check_call_ray(["start", "--head", "--num-gpus", "100", "--port", "0"])
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with redis shard ports specified.
|
|
check_call_ray(
|
|
["start", "--head", "--redis-shard-ports", "6380,6381,6382", "--port", "0"]
|
|
)
|
|
check_call_ray(["stop"])
|
|
|
|
# Test starting Ray with all arguments specified.
|
|
check_call_ray(
|
|
[
|
|
"start",
|
|
"--head",
|
|
"--redis-shard-ports",
|
|
"6380,6381,6382",
|
|
"--object-manager-port",
|
|
"22345",
|
|
"--num-cpus",
|
|
"2",
|
|
"--num-gpus",
|
|
"0",
|
|
"--resources",
|
|
'{"Custom": 1}',
|
|
"--port",
|
|
"0",
|
|
]
|
|
)
|
|
check_call_ray(["stop"])
|
|
|
|
temp_dir = ray._common.utils.get_default_ray_temp_dir()
|
|
|
|
# Test starting Ray with RAY_REDIS_ADDRESS env.
|
|
_, proc = start_redis_instance(
|
|
temp_dir, 8888, password=ray_constants.REDIS_DEFAULT_PASSWORD
|
|
)
|
|
os.environ["RAY_REDIS_ADDRESS"] = "127.0.0.1:8888"
|
|
check_call_ray(["start", "--head"])
|
|
check_call_ray(["stop"])
|
|
proc.process.terminate()
|
|
del os.environ["RAY_REDIS_ADDRESS"]
|
|
|
|
# Test --block. Killing a child process should cause the command to exit.
|
|
blocked = subprocess.Popen(["ray", "start", "--head", "--block", "--port", "0"])
|
|
|
|
blocked.poll()
|
|
assert blocked.returncode is None
|
|
# Make sure ray cluster is up
|
|
run_string_as_driver(
|
|
"""
|
|
import ray
|
|
from time import sleep
|
|
for i in range(0, 5):
|
|
try:
|
|
ray.init(address='auto')
|
|
break
|
|
except:
|
|
sleep(1)
|
|
"""
|
|
)
|
|
|
|
# Make sure ray cluster is up
|
|
run_string_as_driver(
|
|
"""
|
|
import ray
|
|
from time import sleep
|
|
for i in range(0, 5):
|
|
try:
|
|
ray.init(address='auto')
|
|
break
|
|
except:
|
|
sleep(1)
|
|
"""
|
|
)
|
|
|
|
kill_process_by_name("raylet", SIGKILL=True)
|
|
wait_for_children_of_pid_to_exit(blocked.pid, timeout=30)
|
|
blocked.wait()
|
|
assert blocked.returncode != 0, "ray start shouldn't return 0 on bad exit"
|
|
|
|
# Test --block. Killing the command should clean up all child processes.
|
|
blocked = subprocess.Popen(["ray", "start", "--head", "--block", "--port", "0"])
|
|
blocked.poll()
|
|
assert blocked.returncode is None
|
|
|
|
# Include GCS, autoscaler monitor, client server, dashboard, raylet and
|
|
# log_monitor.py
|
|
num_children = 6
|
|
if not detect_fate_sharing_support():
|
|
# Account for ray_process_reaper.py
|
|
num_children += 1
|
|
# Check a set of child process commands & scripts instead?
|
|
wait_for_children_of_pid(blocked.pid, num_children=num_children, timeout=30)
|
|
|
|
blocked.terminate()
|
|
wait_for_children_of_pid_to_exit(blocked.pid, timeout=30)
|
|
blocked.wait()
|
|
assert blocked.returncode != 0, "ray start shouldn't return 0 on bad exit"
|
|
|
|
|
|
def test_ray_start_non_head(call_ray_stop_only, monkeypatch):
|
|
# Test that we can call ray start to connect to an existing cluster.
|
|
|
|
# Test starting Ray with a port specified.
|
|
check_call_ray(["start", "--head", "--port", "7298", "--resources", '{"res_0": 1}'])
|
|
|
|
# Test starting node connecting to the above cluster.
|
|
check_call_ray(
|
|
["start", "--address", "127.0.0.1:7298", "--resources", '{"res_1": 1}']
|
|
)
|
|
|
|
# Test starting Ray with address `auto`.
|
|
check_call_ray(["start", "--address", "auto", "--resources", '{"res_2": 1}'])
|
|
|
|
# Run tasks to verify nodes with custom resources are available.
|
|
driver_script = """
|
|
import ray
|
|
ray.init()
|
|
|
|
@ray.remote
|
|
def f():
|
|
return 1
|
|
|
|
assert ray.get(f.remote()) == 1
|
|
assert ray.get(f.options(resources={"res_0": 1}).remote()) == 1
|
|
assert ray.get(f.options(resources={"res_1": 1}).remote()) == 1
|
|
assert ray.get(f.options(resources={"res_2": 1}).remote()) == 1
|
|
print("success")
|
|
"""
|
|
monkeypatch.setenv("RAY_ADDRESS", "auto")
|
|
out = run_string_as_driver(driver_script)
|
|
# Make sure the driver succeeded.
|
|
assert "success" in out
|
|
|
|
check_call_ray(["stop"])
|
|
|
|
|
|
@pytest.mark.parametrize(
|
|
"call_ray_start",
|
|
["ray start --head --num-cpus=1 " + "--node-ip-address=localhost"],
|
|
indirect=True,
|
|
)
|
|
def test_using_hostnames(call_ray_start):
|
|
ray.init(_node_ip_address="localhost", address="localhost:6379")
|
|
|
|
@ray.remote
|
|
def f():
|
|
return 1
|
|
|
|
assert ray.get(f.remote()) == 1
|
|
|
|
|
|
def test_connecting_in_local_case(ray_start_regular):
|
|
address_info = ray_start_regular
|
|
|
|
# Define a driver that just connects to Redis.
|
|
driver_script = """
|
|
import ray
|
|
ray.init(address="{}")
|
|
print("success")
|
|
""".format(
|
|
address_info["address"]
|
|
)
|
|
|
|
out = run_string_as_driver(driver_script)
|
|
# Make sure the other driver succeeded.
|
|
assert "success" in out
|
|
|
|
|
|
def test_custom_serde_cleared_across_drivers(ray_start_regular):
|
|
"""Verify that custom serializers are cleared across driver runs.
|
|
|
|
This is a regression test for:
|
|
- https://github.com/ray-project/ray/issues/2165
|
|
- https://github.com/ray-project/ray/issues/2288
|
|
"""
|
|
|
|
address_info = ray_start_regular
|
|
driver_script = """
|
|
from typing import Optional
|
|
|
|
import ray
|
|
|
|
ray.init(address="{address}", namespace="default_test_namespace")
|
|
|
|
multiplier: int = int("{multiplier}")
|
|
|
|
class CustomObject:
|
|
def __init__(self, val: Optional[int]):
|
|
self.val: Optional[int] = val
|
|
|
|
def custom_serializer(o: CustomObject) -> int:
|
|
return o.val * multiplier
|
|
|
|
def custom_deserializer(val: int) -> CustomObject:
|
|
return CustomObject(val)
|
|
|
|
ray.util.register_serializer(
|
|
CustomObject,
|
|
serializer=custom_serializer,
|
|
deserializer=custom_deserializer,
|
|
)
|
|
|
|
@ray.remote
|
|
def f(o: CustomObject) -> int:
|
|
return o.val
|
|
|
|
print("Value is:", ray.get(f.remote(CustomObject(1))))
|
|
"""
|
|
|
|
assert "Value is: 2" in run_string_as_driver(
|
|
driver_script.format(address=address_info["address"], multiplier="2")
|
|
)
|
|
assert "Value is: 4" in run_string_as_driver(
|
|
driver_script.format(address=address_info["address"], multiplier="4")
|
|
)
|
|
assert "Value is: 8" in run_string_as_driver(
|
|
driver_script.format(address=address_info["address"], multiplier="8")
|
|
)
|
|
|
|
|
|
def test_multi_driver_logging(ray_start_regular):
|
|
address = ray_start_regular["address"]
|
|
|
|
# ray.init(address=address)
|
|
driver1_wait = Semaphore.options(name="driver1_wait").remote(value=0)
|
|
driver2_wait = Semaphore.options(name="driver2_wait").remote(value=0)
|
|
main_wait = Semaphore.options(name="main_wait").remote(value=0)
|
|
|
|
# The creation of an actor is asynchronous.
|
|
# We need to wait for the completion of the actor creation,
|
|
# otherwise we can't get the actor by name.
|
|
ray.get(driver1_wait.locked.remote())
|
|
ray.get(driver2_wait.locked.remote())
|
|
ray.get(main_wait.locked.remote())
|
|
|
|
# Params are address, semaphore name, output1, output2
|
|
driver_script_template = """
|
|
import ray
|
|
import sys
|
|
from ray._common.test_utils import Semaphore
|
|
|
|
@ray.remote(num_cpus=0)
|
|
def remote_print(s, file=None):
|
|
print(s, file=file)
|
|
|
|
ray.init(address="{}", namespace="default_test_namespace")
|
|
|
|
driver_wait = ray.get_actor("{}")
|
|
main_wait = ray.get_actor("main_wait")
|
|
|
|
ray.get(main_wait.release.remote())
|
|
ray.get(driver_wait.acquire.remote())
|
|
|
|
s1 = "{}"
|
|
ray.get(remote_print.remote(s1))
|
|
|
|
ray.get(main_wait.release.remote())
|
|
ray.get(driver_wait.acquire.remote())
|
|
|
|
s2 = "{}"
|
|
ray.get(remote_print.remote(s2))
|
|
|
|
ray.get(main_wait.release.remote())
|
|
"""
|
|
|
|
p1 = run_string_as_driver_nonblocking(
|
|
driver_script_template.format(address, "driver1_wait", "message1", "message2")
|
|
)
|
|
p2 = run_string_as_driver_nonblocking(
|
|
driver_script_template.format(address, "driver2_wait", "message3", "message4")
|
|
)
|
|
|
|
ray.get(main_wait.acquire.remote())
|
|
ray.get(main_wait.acquire.remote())
|
|
# At this point both of the other drivers are fully initialized.
|
|
|
|
ray.get(driver1_wait.release.remote())
|
|
ray.get(driver2_wait.release.remote())
|
|
|
|
# At this point driver1 should receive 'message1' and driver2 'message3'
|
|
ray.get(main_wait.acquire.remote())
|
|
ray.get(main_wait.acquire.remote())
|
|
|
|
ray.get(driver1_wait.release.remote())
|
|
ray.get(driver2_wait.release.remote())
|
|
|
|
# At this point driver1 should receive 'message2' and driver2 'message4'
|
|
ray.get(main_wait.acquire.remote())
|
|
ray.get(main_wait.acquire.remote())
|
|
|
|
driver1_out = p1.stdout.read().decode("ascii")
|
|
driver2_out = p2.stdout.read().decode("ascii")
|
|
|
|
assert "message1" in driver1_out
|
|
assert "message2" in driver1_out
|
|
assert "message3" in driver2_out
|
|
assert "message4" in driver2_out
|
|
|
|
|
|
@pytest.fixture
|
|
def redis_proc():
|
|
"""Download external redis and start the subprocess."""
|
|
REDIS_SERVER_PATH = "core/src/ray/thirdparty/redis/src/redis-server"
|
|
full_path = Path(ray.__file__).parents[0] / REDIS_SERVER_PATH
|
|
check_call_subprocess(["cp", f"{full_path}", "redis-server"])
|
|
proc = subprocess.Popen(["./redis-server", "--port", "7999"])
|
|
yield proc
|
|
subprocess.check_call(["ray", "stop"])
|
|
os.kill(proc.pid, 9)
|
|
subprocess.check_call(["rm", "-rf", "redis-server"])
|
|
|
|
|
|
@pytest.mark.skipif(
|
|
sys.platform == "win32",
|
|
reason=(
|
|
"Feature not supported Windows because Redis "
|
|
"is not officially supported by Windows. "
|
|
"(There cannot be external Redis in Windows)"
|
|
),
|
|
)
|
|
def test_ray_stop_should_not_kill_external_redis(redis_proc):
|
|
check_call_ray(["start", "--head"])
|
|
subprocess.check_call(["ray", "stop"])
|
|
assert redis_proc.poll() is None
|
|
|
|
|
|
def test_ray_stop_kill_workers():
|
|
check_call_ray(["start", "--head"])
|
|
|
|
ray.init(address="auto")
|
|
|
|
@ray.remote
|
|
class Actor:
|
|
async def ping(self):
|
|
return os.getpid()
|
|
|
|
async def run_forever(self):
|
|
while True:
|
|
await asyncio.sleep(5)
|
|
|
|
actor = Actor.options(lifetime="detached", name="A").remote()
|
|
actor.run_forever.remote()
|
|
actor_pid = ray.get(actor.ping.remote())
|
|
ray.shutdown()
|
|
|
|
check_call_ray(["stop", "--force"])
|
|
|
|
assert not psutil.pid_exists(actor_pid)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
# Make subprocess happy in bazel.
|
|
os.environ["LC_ALL"] = "en_US.UTF-8"
|
|
os.environ["LANG"] = "en_US.UTF-8"
|
|
sys.exit(pytest.main(["-sv", __file__]))
|