# This workload tests repeatedly killing a node and adding a new node. import json import os import time import ray from ray.cluster_utils import Cluster from ray._private.test_utils import get_other_nodes def update_progress(result): result["last_update"] = time.time() test_output_json = os.environ.get( "TEST_OUTPUT_JSON", "/tmp/release_test_output.json" ) with open(test_output_json, "wt") as f: json.dump(result, f) num_redis_shards = 5 redis_max_memory = 10 ** 8 object_store_memory = 10 ** 8 num_nodes = 10 message = ( "Make sure there is enough memory on this machine to run this " "workload. We divide the system memory by 2 to provide a buffer." ) assert ( num_nodes * object_store_memory + num_redis_shards * redis_max_memory < ray._private.utils.get_system_memory() / 2 ), message # Simulate a cluster on one machine. 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, dashboard_host="0.0.0.0", ) ray.init(address=cluster.address) # Run the workload. @ray.remote def f(*xs): return 1 iteration = 0 previous_ids = [1 for _ in range(100)] start_time = time.time() previous_time = start_time while True: for _ in range(100): previous_ids = [f.remote(previous_id) for previous_id in previous_ids] ray.get(previous_ids) for _ in range(100): previous_ids = [f.remote(previous_id) for previous_id in previous_ids] node_to_kill = get_other_nodes(cluster, exclude_head=True)[0] # Remove the first non-head node. cluster.remove_node(node_to_kill) cluster.add_node() 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 ) ) update_progress( { "iteration": iteration, "iteration_time": new_time - previous_time, "absolute_time": new_time, "elapsed_time": new_time - start_time, } ) previous_time = new_time iteration += 1