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Shard unit tests into medium sized files for test stability (#6398)
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from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function
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import json
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import os
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import signal
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import sys
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import time
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import pytest
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import ray
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import ray.ray_constants as ray_constants
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from ray.cluster_utils import Cluster
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from ray.test_utils import RayTestTimeoutException
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@pytest.fixture(params=[(1, 4), (4, 4)])
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def ray_start_workers_separate_multinode(request):
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num_nodes = request.param[0]
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num_initial_workers = request.param[1]
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# Start the Ray processes.
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cluster = Cluster()
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for _ in range(num_nodes):
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cluster.add_node(num_cpus=num_initial_workers)
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ray.init(address=cluster.address)
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yield num_nodes, num_initial_workers
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# The code after the yield will run as teardown code.
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ray.shutdown()
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cluster.shutdown()
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def test_worker_failed(ray_start_workers_separate_multinode):
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num_nodes, num_initial_workers = (ray_start_workers_separate_multinode)
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@ray.remote
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def get_pids():
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time.sleep(0.25)
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return os.getpid()
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start_time = time.time()
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pids = set()
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while len(pids) < num_nodes * num_initial_workers:
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new_pids = ray.get([
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get_pids.remote()
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for _ in range(2 * num_nodes * num_initial_workers)
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])
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for pid in new_pids:
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pids.add(pid)
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if time.time() - start_time > 60:
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raise RayTestTimeoutException(
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"Timed out while waiting to get worker PIDs.")
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@ray.remote
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def f(x):
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time.sleep(0.5)
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return x
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# Submit more tasks than there are workers so that all workers and
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# cores are utilized.
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object_ids = [f.remote(i) for i in range(num_initial_workers * num_nodes)]
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object_ids += [f.remote(object_id) for object_id in object_ids]
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# Allow the tasks some time to begin executing.
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time.sleep(0.1)
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# Kill the workers as the tasks execute.
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for pid in pids:
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os.kill(pid, signal.SIGKILL)
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time.sleep(0.1)
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# Make sure that we either get the object or we get an appropriate
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# exception.
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for object_id in object_ids:
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try:
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ray.get(object_id)
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except (ray.exceptions.RayTaskError, ray.exceptions.RayWorkerError):
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pass
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def _test_component_failed(cluster, component_type):
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"""Kill a component on all worker nodes and check workload succeeds."""
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# Submit many tasks with many dependencies.
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@ray.remote
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def f(x):
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return x
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@ray.remote
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def g(*xs):
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return 1
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# Kill the component on all nodes except the head node as the tasks
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# execute. Do this in a loop while submitting tasks between each
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# component failure.
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time.sleep(0.1)
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worker_nodes = cluster.list_all_nodes()[1:]
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assert len(worker_nodes) > 0
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for node in worker_nodes:
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process = node.all_processes[component_type][0].process
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# Submit a round of tasks with many dependencies.
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x = 1
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for _ in range(1000):
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x = f.remote(x)
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xs = [g.remote(1)]
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for _ in range(100):
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xs.append(g.remote(*xs))
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xs.append(g.remote(1))
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# Kill a component on one of the nodes.
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process.terminate()
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time.sleep(1)
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process.kill()
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process.wait()
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assert not process.poll() is None
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# Make sure that we can still get the objects after the
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# executing tasks died.
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ray.get(x)
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ray.get(xs)
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def check_components_alive(cluster, component_type, check_component_alive):
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"""Check that a given component type is alive on all worker nodes."""
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worker_nodes = cluster.list_all_nodes()[1:]
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assert len(worker_nodes) > 0
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for node in worker_nodes:
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process = node.all_processes[component_type][0].process
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if check_component_alive:
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assert process.poll() is None
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else:
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print("waiting for " + component_type + " with PID " +
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str(process.pid) + "to terminate")
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process.wait()
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print("done waiting for " + component_type + " with PID " +
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str(process.pid) + "to terminate")
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assert not process.poll() is None
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@pytest.mark.parametrize(
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"ray_start_cluster", [{
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"num_cpus": 8,
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"num_nodes": 4,
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"_internal_config": json.dumps({
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"num_heartbeats_timeout": 100
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}),
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}],
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indirect=True)
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def test_raylet_failed(ray_start_cluster):
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cluster = ray_start_cluster
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# Kill all raylets on worker nodes.
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_test_component_failed(cluster, ray_constants.PROCESS_TYPE_RAYLET)
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# The plasma stores should still be alive on the worker nodes.
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check_components_alive(cluster, ray_constants.PROCESS_TYPE_PLASMA_STORE,
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True)
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@pytest.mark.skipif(
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os.environ.get("RAY_USE_NEW_GCS") == "on",
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reason="Hanging with new GCS API.")
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@pytest.mark.parametrize(
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"ray_start_cluster", [{
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"num_cpus": 8,
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"num_nodes": 2,
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"_internal_config": json.dumps({
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"num_heartbeats_timeout": 100
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}),
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}],
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indirect=True)
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def test_plasma_store_failed(ray_start_cluster):
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cluster = ray_start_cluster
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# Kill all plasma stores on worker nodes.
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_test_component_failed(cluster, ray_constants.PROCESS_TYPE_PLASMA_STORE)
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# No processes should be left alive on the worker nodes.
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check_components_alive(cluster, ray_constants.PROCESS_TYPE_PLASMA_STORE,
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False)
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check_components_alive(cluster, ray_constants.PROCESS_TYPE_RAYLET, False)
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if __name__ == "__main__":
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import pytest
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sys.exit(pytest.main(["-v", __file__]))
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