417 lines
14 KiB
Python
417 lines
14 KiB
Python
import logging
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import os
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import random
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import sys
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import threading
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import time
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import traceback
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from datetime import datetime, timedelta
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import pytest
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import requests
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import ray
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from ray._common.test_utils import wait_for_condition
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from ray._private.test_utils import (
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format_web_url,
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wait_until_server_available,
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)
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from ray.cluster_utils import Cluster
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from ray.dashboard.consts import RAY_DASHBOARD_STATS_UPDATING_INTERVAL
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from ray.dashboard.tests.conftest import * # noqa
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logger = logging.getLogger(__name__)
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def test_nodes_update(enable_test_module, ray_start_with_dashboard):
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assert wait_until_server_available(ray_start_with_dashboard["webui_url"]) is True
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webui_url = ray_start_with_dashboard["webui_url"]
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webui_url = format_web_url(webui_url)
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timeout_seconds = 10
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start_time = time.time()
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while True:
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time.sleep(1)
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try:
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response = requests.get(webui_url + "/test/dump")
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response.raise_for_status()
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try:
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dump_info = response.json()
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except Exception as ex:
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logger.info("failed response: %s", response.text)
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raise ex
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assert dump_info["result"] is True
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dump_data = dump_info["data"]
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assert len(dump_data["nodes"]) == 1
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break
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except (AssertionError, requests.exceptions.ConnectionError):
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logger.exception("Retry")
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finally:
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if time.time() > start_time + timeout_seconds:
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raise Exception("Timed out while testing.")
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def test_node_info(disable_aiohttp_cache, ray_start_with_dashboard):
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@ray.remote
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class Actor:
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def getpid(self):
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print(f"actor pid={os.getpid()}")
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return os.getpid()
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actors = [Actor.remote(), Actor.remote()]
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actor_pids = [actor.getpid.remote() for actor in actors]
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actor_pids = set(ray.get(actor_pids))
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assert wait_until_server_available(ray_start_with_dashboard["webui_url"]) is True
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webui_url = ray_start_with_dashboard["webui_url"]
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webui_url = format_web_url(webui_url)
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node_id = ray_start_with_dashboard["node_id"]
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# NOTE: Leaving sum buffer time for data to get refreshed
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timeout_seconds = RAY_DASHBOARD_STATS_UPDATING_INTERVAL * 1.5
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start_time = time.time()
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last_ex = None
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while True:
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time.sleep(1)
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try:
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response = requests.get(webui_url + "/nodes?view=hostnamelist")
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response.raise_for_status()
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hostname_list = response.json()
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assert hostname_list["result"] is True, hostname_list["msg"]
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hostname_list = hostname_list["data"]["hostNameList"]
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assert len(hostname_list) == 1
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hostname = hostname_list[0]
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response = requests.get(webui_url + f"/nodes/{node_id}")
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response.raise_for_status()
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detail = response.json()
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assert detail["result"] is True, detail["msg"]
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detail = detail["data"]["detail"]
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assert detail["hostname"] == hostname
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assert detail["raylet"]["state"] == "ALIVE"
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assert detail["raylet"]["isHeadNode"] is True
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assert "raylet" in detail["cmdline"][0]
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assert len(detail["workers"]) >= 2
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assert len(detail["actors"]) == 2, detail["actors"]
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actor_worker_pids = set()
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for worker in detail["workers"]:
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if "ray::Actor" in worker["cmdline"][0]:
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actor_worker_pids.add(worker["pid"])
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assert actor_worker_pids == actor_pids
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response = requests.get(webui_url + "/nodes?view=summary")
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response.raise_for_status()
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summary = response.json()
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assert summary["result"] is True, summary["msg"]
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assert len(summary["data"]["summary"]) == 1
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summary = summary["data"]["summary"][0]
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assert summary["hostname"] == hostname
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assert summary["raylet"]["state"] == "ALIVE"
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assert "raylet" in summary["cmdline"][0]
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assert "workers" not in summary
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assert "actors" not in summary
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assert "objectStoreAvailableMemory" in summary["raylet"]
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assert "objectStoreUsedMemory" in summary["raylet"]
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break
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except Exception as ex:
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last_ex = ex
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finally:
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if time.time() > start_time + timeout_seconds:
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ex_stack = (
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traceback.format_exception(
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type(last_ex), last_ex, last_ex.__traceback__
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)
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if last_ex
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else []
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)
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ex_stack = "".join(ex_stack)
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raise Exception(f"Timed out while testing, {ex_stack}")
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@pytest.mark.parametrize(
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"ray_start_cluster_head_with_env_vars",
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[
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{
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"include_dashboard": True,
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"env_vars": {
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"RAY_maximum_gcs_dead_node_cached_count": "1",
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},
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"_system_config": {
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"health_check_initial_delay_ms": 0,
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"health_check_timeout_ms": 100,
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"health_check_failure_threshold": 3,
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"health_check_period_ms": 100,
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},
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}
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],
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indirect=True,
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)
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def test_dead_node_cache_contains_latest_dead_node_if_cache_overflows(
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enable_test_module, disable_aiohttp_cache, ray_start_cluster_head_with_env_vars
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):
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cluster: Cluster = ray_start_cluster_head_with_env_vars
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assert wait_until_server_available(
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cluster.webui_url
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), "Failed to connect to the Dashboard Server"
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webui_url = format_web_url(cluster.webui_url)
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def _compare_dead_node_set(expected_alive_nodes, expected_dead_nodes):
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try:
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response = requests.get(webui_url + "/nodes?view=summary")
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response.raise_for_status()
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summary = response.json()
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assert summary["result"] is True, summary["msg"]
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summary = summary["data"]["summary"]
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dead_nodes = set()
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alive_nodes = set()
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for node_info in summary:
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node_id = node_info["raylet"]["nodeId"]
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response = requests.get(webui_url + f"/nodes/{node_id}")
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response.raise_for_status()
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if node_info["raylet"]["state"] == "DEAD":
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dead_nodes.add(node_id)
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if node_info["raylet"]["state"] == "ALIVE":
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alive_nodes.add(node_id)
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assert alive_nodes == expected_alive_nodes
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assert dead_nodes == expected_dead_nodes
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return True
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except Exception as ex:
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logger.info(ex)
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return False
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node_1 = cluster.add_node()
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head_node_id = ray.get_runtime_context().get_node_id()
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node_1_id = node_1.node_id
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curr_alive_nodes = {head_node_id, node_1_id}
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curr_dead_nodes = set()
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wait_for_condition(
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_compare_dead_node_set,
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10,
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expected_alive_nodes=curr_alive_nodes,
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expected_dead_nodes=curr_dead_nodes,
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)
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node_2 = cluster.add_node()
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node_2_id = node_2.node_id
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curr_alive_nodes.add(node_2_id)
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wait_for_condition(
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_compare_dead_node_set,
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10,
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expected_alive_nodes=curr_alive_nodes,
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expected_dead_nodes=curr_dead_nodes,
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)
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cluster.remove_node(node_1, allow_graceful=False)
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curr_alive_nodes.remove(node_1_id)
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curr_dead_nodes.add(node_1_id)
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wait_for_condition(
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_compare_dead_node_set,
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10,
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expected_alive_nodes=curr_alive_nodes,
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expected_dead_nodes=curr_dead_nodes,
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)
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cluster.remove_node(node_2, allow_graceful=False)
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curr_alive_nodes.remove(node_2_id)
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curr_dead_nodes.remove(node_1_id)
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curr_dead_nodes.add(node_2_id)
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wait_for_condition(
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_compare_dead_node_set,
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10,
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expected_alive_nodes=curr_alive_nodes,
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expected_dead_nodes=curr_dead_nodes,
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)
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@pytest.mark.parametrize(
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"ray_start_cluster_head",
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[
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{
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"include_dashboard": True,
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"_system_config": {
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"health_check_initial_delay_ms": 0,
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"health_check_timeout_ms": 100,
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"health_check_failure_threshold": 3,
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"health_check_period_ms": 100,
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},
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}
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],
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indirect=True,
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)
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def test_multi_nodes_info(
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enable_test_module, disable_aiohttp_cache, ray_start_cluster_head
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):
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cluster: Cluster = ray_start_cluster_head
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assert wait_until_server_available(cluster.webui_url) is True
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webui_url = cluster.webui_url
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webui_url = format_web_url(webui_url)
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cluster.add_node()
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cluster.add_node()
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dead_node = cluster.add_node()
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cluster.remove_node(dead_node, allow_graceful=False)
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def _check_nodes():
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try:
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response = requests.get(webui_url + "/nodes?view=summary")
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response.raise_for_status()
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summary = response.json()
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assert summary["result"] is True, summary["msg"]
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summary = summary["data"]["summary"]
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assert len(summary) == 4
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for node_info in summary:
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node_id = node_info["raylet"]["nodeId"]
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response = requests.get(webui_url + f"/nodes/{node_id}")
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response.raise_for_status()
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detail = response.json()
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assert detail["result"] is True, detail["msg"]
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detail = detail["data"]["detail"]
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if node_id != dead_node.node_id:
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assert detail["raylet"]["state"] == "ALIVE"
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else:
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assert detail["raylet"]["state"] == "DEAD"
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assert detail["raylet"].get("objectStoreAvailableMemory", 0) == 0
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return True
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except Exception as ex:
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logger.info(ex)
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return False
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wait_for_condition(_check_nodes, timeout=15)
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@pytest.mark.parametrize(
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"ray_start_cluster_head", [{"include_dashboard": True}], indirect=True
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)
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def test_multi_node_churn(
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enable_test_module, disable_aiohttp_cache, ray_start_cluster_head
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):
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cluster: Cluster = ray_start_cluster_head
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assert wait_until_server_available(cluster.webui_url) is True
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webui_url = format_web_url(cluster.webui_url)
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success = True
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def verify():
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nonlocal success
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while True:
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try:
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resp = requests.get(webui_url)
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resp.raise_for_status()
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resp = requests.get(webui_url + "/nodes?view=summary")
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resp.raise_for_status()
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summary = resp.json()
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assert summary["result"] is True, summary["msg"]
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assert summary["data"]["summary"]
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time.sleep(1)
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except Exception:
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success = False
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break
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t = threading.Thread(target=verify, daemon=True)
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t.start()
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t_st = datetime.now()
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duration = timedelta(seconds=60)
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worker_nodes = []
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while datetime.now() < t_st + duration:
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time.sleep(5)
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if len(worker_nodes) < 2:
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worker_nodes.append(cluster.add_node())
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continue
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should_add_node = random.randint(0, 1)
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if should_add_node:
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worker_nodes.append(cluster.add_node())
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else:
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node_index = random.randrange(0, len(worker_nodes))
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node_to_remove = worker_nodes.pop(node_index)
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cluster.remove_node(node_to_remove)
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assert success
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@pytest.mark.skipif(
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sys.platform == "win32", reason="setproctitle does not change psutil.cmdline"
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)
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def test_node_physical_stats(enable_test_module, shutdown_only):
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"""
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Tests NodeHead._update_node_physical_stats.
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"""
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addresses = ray.init(include_dashboard=True, num_cpus=6)
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@ray.remote(num_cpus=1)
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class Actor:
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def getpid(self):
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return os.getpid()
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actors = [Actor.remote() for _ in range(6)]
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actor_pids = ray.get([actor.getpid.remote() for actor in actors])
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actor_pids = set(actor_pids)
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webui_url = addresses["webui_url"]
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assert wait_until_server_available(webui_url) is True
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webui_url = format_web_url(webui_url)
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def _check_workers():
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try:
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resp = requests.get(webui_url + "/test/dump?key=node_physical_stats")
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resp.raise_for_status()
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result = resp.json()
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assert result["result"] is True
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node_physical_stats = result["data"]["nodePhysicalStats"]
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assert len(node_physical_stats) == 1
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current_stats = node_physical_stats[addresses["node_id"]]
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# Check Actor workers
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current_actor_pids = set()
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for worker in current_stats["workers"]:
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if "ray::Actor" in worker["cmdline"][0]:
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current_actor_pids.add(worker["pid"])
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assert current_actor_pids == actor_pids
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# Check raylet cmdline
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assert "raylet" in current_stats["cmdline"][0]
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return True
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except Exception as ex:
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logger.info(ex)
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return False
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wait_for_condition(_check_workers, timeout=10)
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def test_worker_pids_reported(enable_test_module, ray_start_with_dashboard):
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assert wait_until_server_available(ray_start_with_dashboard["webui_url"]) is True
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webui_url = ray_start_with_dashboard["webui_url"]
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webui_url = format_web_url(webui_url)
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node_id = ray_start_with_dashboard["node_id"]
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@ray.remote(runtime_env={"uv": {"packages": ["requests==2.32.5"]}})
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class UvActor:
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def get_pid(self):
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return os.getpid()
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uv_actor = UvActor.remote()
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uv_actor_pid = ray.get(uv_actor.get_pid.remote())
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driver_pid = os.getpid()
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def _check_worker_pids():
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try:
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response = requests.get(webui_url + f"/nodes/{node_id}")
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response.raise_for_status()
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dump_info = response.json()
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assert dump_info["result"] is True
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detail = dump_info["data"]["detail"]
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pids = [worker["pid"] for worker in detail["workers"]]
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assert len(pids) >= 2 # might include idle worker
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assert uv_actor_pid in pids
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assert driver_pid in pids
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return True
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except Exception as ex:
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logger.info(ex)
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return False
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wait_for_condition(_check_worker_pids, timeout=20)
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if __name__ == "__main__":
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sys.exit(pytest.main(["-v", __file__]))
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