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import time | ||
import subprocess | ||
from subprocess import PIPE | ||
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import requests | ||
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import ray | ||
from ray.experimental import serve | ||
from ray.cluster_utils import Cluster | ||
from ray.experimental.serve.kv_store_service import RayInternalKVStore | ||
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num_redis_shards = 1 | ||
redis_max_memory = 10**8 | ||
object_store_memory = 10**8 | ||
num_nodes = 5 | ||
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=8, | ||
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") | ||
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print("Downloading load testing tool") | ||
subprocess.call([ | ||
"bash", "-c", "rm hey_linux_amd64 || true;" | ||
"wget https://storage.googleapis.com/hey-release/hey_linux_amd64;" | ||
"chmod +x hey_linux_amd64" | ||
]) | ||
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ray.init(address=cluster.address, include_webui=True, webui_host='0.0.0.0') | ||
serve.init(blocking=True, kv_store_connector=lambda ns: RayInternalKVStore(ns)) | ||
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@serve.route('/echo') | ||
@serve.accept_batch | ||
def echo(_): | ||
time.sleep(0.01) # Sleep for 10ms | ||
ray.show_in_webui(str(serve.context.batch_size), key="Current batch size") | ||
return ['hi {}'.format(i) for i in range(serve.context.batch_size)] | ||
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print("Scaling to 30 replicas") | ||
config = serve.get_backend_config("echo:v0") | ||
config.num_replicas = 30 | ||
config.max_batch_size = 16 | ||
serve.set_backend_config("echo:v0", config) | ||
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print("Warming up") | ||
for _ in range(5): | ||
resp = requests.get("http://127.0.0.1:8000/echo").json() | ||
print(resp) | ||
time.sleep(0.5) | ||
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connections = int(config.num_replicas * config.max_batch_size * 0.75) | ||
proc = subprocess.Popen( | ||
[ | ||
"./hey_linux_amd64", "-c", | ||
str(connections), "-z", "360m", "http://127.0.0.1:8000/echo" | ||
], | ||
stdout=PIPE, | ||
stderr=PIPE) | ||
print("started load testing") | ||
proc.wait() | ||
out, err = proc.communicate() | ||
print(out.decode()) | ||
print(err.decode()) |