Add long-running serve failure test (#8277)

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Edward Oakes 2020-05-01 21:07:14 -05:00 committed by GitHub
parent d4e64709ba
commit 019030cb4d
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2 changed files with 119 additions and 0 deletions

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@ -29,6 +29,7 @@ commands:
"node_failures",
"pbt",
"serve",
"serve_failure",
"many_tasks_serialized_ids",
]
config:

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@ -0,0 +1,118 @@
import random
import string
import time
import requests
import ray
from ray import serve
from ray.cluster_utils import Cluster
num_redis_shards = 1
redis_max_memory = 10**8
object_store_memory = 10**8
num_nodes = 5
cpus_per_node = 2
cluster = Cluster()
for i in range(num_nodes):
cluster.add_node(
redis_port=6379 if i == 0 else None,
num_redis_shards=num_redis_shards if i == 0 else None,
num_cpus=2,
num_gpus=0,
resources={str(i): 2},
object_store_memory=object_store_memory,
redis_max_memory=redis_max_memory,
webui_host="0.0.0.0")
ray.init(address=cluster.address, include_webui=True, webui_host="0.0.0.0")
serve.init(blocking=True)
@ray.remote
class RandomKiller:
def __init__(self, kill_period_s=1):
self.kill_period_s = kill_period_s
serve.init()
def _get_all_serve_actors(self):
master = serve.api._get_master_actor()
[router] = ray.get(master.get_router.remote())
[http_proxy] = ray.get(master.get_http_proxy.remote())
all_handles = [master, router, http_proxy]
worker_handle_dict = ray.get(master.get_all_worker_handles.remote())
for _, replica_dict in worker_handle_dict.items():
all_handles.extend(list(replica_dict.values()))
return all_handles
def run(self):
while True:
ray.kill(random.choice(self._get_all_serve_actors()))
time.sleep(self.kill_period_s)
class RandomTest:
def __init__(self, max_endpoints=1):
self.max_endpoints = max_endpoints
self.weighted_actions = [
(self.create_endpoint, 1),
(self.verify_endpoint, 4),
]
self.endpoints = []
for _ in range(max_endpoints):
self.create_endpoint()
def create_endpoint(self):
if len(self.endpoints) == self.max_endpoints:
endpoint_to_delete = self.endpoints.pop()
serve.delete_endpoint(endpoint_to_delete)
serve.delete_backend(endpoint_to_delete)
new_endpoint = "".join(
[random.choice(string.ascii_letters) for _ in range(10)])
def handler(self, *args):
return new_endpoint
serve.create_backend(new_endpoint, handler)
serve.create_endpoint(new_endpoint, "/" + new_endpoint)
serve.set_traffic(new_endpoint, {new_endpoint: 1.0})
self.endpoints.append(new_endpoint)
def verify_endpoint(self):
endpoint = random.choice(self.endpoints)
for _ in range(100):
try:
r = requests.get("http://127.0.0.1:8000/" + endpoint)
assert r.text == endpoint
except Exception:
print("Request to {} failed.".format(endpoint))
time.sleep(0.01)
def run(self):
iteration = 0
start_time = time.time()
previous_time = start_time
while True:
for _ in range(100):
actions, weights = zip(*self.weighted_actions)
random.choices(actions, weights=weights)[0]()
new_time = time.time()
print("Iteration {}:\n"
" - Iteration time: {}.\n"
" - Absolute time: {}.\n"
" - Total elapsed time: {}.".format(
iteration, new_time - previous_time, new_time,
new_time - start_time))
previous_time = new_time
iteration += 1
random_killer = RandomKiller.remote()
random_killer.run.remote()
# Subtract 4 from the CPUs available for master, router, HTTP proxy,
# and metric monitor actors.
RandomTest(max_endpoints=(num_nodes * cpus_per_node) - 4).run()