ray/python/ray/tests/test_metrics.py

import os
import grpc
import requests
import time

import ray
from ray.core.generated import common_pb2
from ray.core.generated import node_manager_pb2
from ray.core.generated import node_manager_pb2_grpc
from ray.test_utils import (RayTestTimeoutException,
                            wait_until_succeeded_without_exception)

import psutil  # We must import psutil after ray because we bundle it with ray.


def test_worker_stats(shutdown_only):
    ray.init(num_cpus=1, include_dashboard=True)
    raylet = ray.nodes()[0]
    num_cpus = raylet["Resources"]["CPU"]
    raylet_address = "{}:{}".format(raylet["NodeManagerAddress"],
                                    ray.nodes()[0]["NodeManagerPort"])

    channel = grpc.insecure_channel(raylet_address)
    stub = node_manager_pb2_grpc.NodeManagerServiceStub(channel)

    def try_get_node_stats(num_retry=5, timeout=2):
        reply = None
        for _ in range(num_retry):
            try:
                reply = stub.GetNodeStats(
                    node_manager_pb2.GetNodeStatsRequest(), timeout=timeout)
                break
            except grpc.RpcError:
                continue
        assert reply is not None
        return reply

    reply = try_get_node_stats()
    # Check that there is one connected driver.
    drivers = [
        worker for worker in reply.core_workers_stats
        if worker.worker_type == common_pb2.DRIVER
    ]
    assert len(drivers) == 1
    assert os.getpid() == drivers[0].pid

    @ray.remote
    def f():
        ray.show_in_dashboard("test")
        return os.getpid()

    @ray.remote
    class Actor:
        def __init__(self):
            pass

        def f(self):
            ray.show_in_dashboard("test")
            return os.getpid()

    # Test show_in_dashboard for remote functions.
    worker_pid = ray.get(f.remote())
    reply = try_get_node_stats()
    target_worker_present = False
    for stats in reply.core_workers_stats:
        if stats.webui_display[""] == '{"message": "test", "dtype": "text"}':
            target_worker_present = True
            assert stats.pid == worker_pid
        else:
            assert stats.webui_display[""] == ""  # Empty proto
    assert target_worker_present

    # Test show_in_dashboard for remote actors.
    a = Actor.remote()
    worker_pid = ray.get(a.f.remote())
    reply = try_get_node_stats()
    target_worker_present = False
    for stats in reply.core_workers_stats:
        if stats.webui_display[""] == '{"message": "test", "dtype": "text"}':
            target_worker_present = True
            assert stats.pid == worker_pid
        else:
            assert stats.webui_display[""] == ""  # Empty proto
    assert target_worker_present

    timeout_seconds = 20
    start_time = time.time()
    while True:
        if time.time() - start_time > timeout_seconds:
            raise RayTestTimeoutException(
                "Timed out while waiting for worker processes")

        # Wait for the workers to start.
        if len(reply.core_workers_stats) < num_cpus + 1:
            time.sleep(1)
            reply = try_get_node_stats()
            continue

        # Check that the rest of the processes are workers, 1 for each CPU.
        assert len(reply.core_workers_stats) == num_cpus + 1
        # Check that all processes are Python.
        pids = [worker.pid for worker in reply.core_workers_stats]
        processes = [
            p.info["name"] for p in psutil.process_iter(attrs=["pid", "name"])
            if p.info["pid"] in pids
        ]
        for process in processes:
            # TODO(ekl) why does travis/mi end up in the process list
            assert ("python" in process or "mini" in process
                    or "conda" in process or "travis" in process
                    or "runner" in process or "ray" in process)
        break


def test_multi_node_metrics_export_port_discovery(ray_start_cluster):
    NUM_NODES = 3
    cluster = ray_start_cluster
    nodes = [cluster.add_node() for _ in range(NUM_NODES)]
    nodes = {
        node.address_info["metrics_export_port"]: node.address_info
        for node in nodes
    }
    cluster.wait_for_nodes()
    ray.init(address=cluster.address)
    node_info_list = ray.nodes()

    for node_info in node_info_list:
        metrics_export_port = node_info["MetricsExportPort"]
        address_info = nodes[metrics_export_port]
        assert (address_info["raylet_socket_name"] == node_info[
            "RayletSocketName"])

        # Make sure we can ping Prometheus endpoints.
        def test_prometheus_endpoint():
            response = requests.get(
                "http://localhost:{}".format(metrics_export_port))
            return response.status_code == 200

        wait_until_succeeded_without_exception(
            test_prometheus_endpoint, (requests.exceptions.ConnectionError, ))


if __name__ == "__main__":
    import pytest
    import sys
    sys.exit(pytest.main(["-v", __file__]))