ray/dashboard/agent.py

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import argparse
import asyncio
import logging
import logging.handlers
import os
import sys
import socket
import json
import traceback
import aiohttp
import aiohttp.web
import aiohttp_cors
from aiohttp import hdrs
from grpc.experimental import aio as aiogrpc
import ray
import ray.new_dashboard.consts as dashboard_consts
import ray.new_dashboard.utils as dashboard_utils
import ray.ray_constants as ray_constants
import ray.services
import ray.utils
from ray.core.generated import agent_manager_pb2
from ray.core.generated import agent_manager_pb2_grpc
import psutil
try:
create_task = asyncio.create_task
except AttributeError:
create_task = asyncio.ensure_future
logger = logging.getLogger(__name__)
routes = dashboard_utils.ClassMethodRouteTable
aiogrpc.init_grpc_aio()
class DashboardAgent(object):
def __init__(self,
redis_address,
redis_password=None,
temp_dir=None,
log_dir=None,
metrics_export_port=None,
node_manager_port=None,
object_store_name=None,
raylet_name=None):
"""Initialize the DashboardAgent object."""
# Public attributes are accessible for all agent modules.
self.redis_address = dashboard_utils.address_tuple(redis_address)
self.redis_password = redis_password
self.temp_dir = temp_dir
self.log_dir = log_dir
self.metrics_export_port = metrics_export_port
self.node_manager_port = node_manager_port
self.object_store_name = object_store_name
self.raylet_name = raylet_name
self.node_id = os.environ["RAY_NODE_ID"]
assert self.node_id, "Empty node id (RAY_NODE_ID)."
self.ip = ray.services.get_node_ip_address()
self.server = aiogrpc.server(options=(("grpc.so_reuseport", 0), ))
self.grpc_port = self.server.add_insecure_port("[::]:0")
logger.info("Dashboard agent grpc address: %s:%s", self.ip,
self.grpc_port)
self.aioredis_client = None
self.aiogrpc_raylet_channel = aiogrpc.insecure_channel("{}:{}".format(
self.ip, self.node_manager_port))
self.http_session = None
def _load_modules(self):
"""Load dashboard agent modules."""
modules = []
agent_cls_list = dashboard_utils.get_all_modules(
dashboard_utils.DashboardAgentModule)
for cls in agent_cls_list:
logger.info("Loading %s: %s",
dashboard_utils.DashboardAgentModule.__name__, cls)
c = cls(self)
dashboard_utils.ClassMethodRouteTable.bind(c)
modules.append(c)
logger.info("Loaded %d modules.", len(modules))
return modules
async def run(self):
async def _check_parent():
"""Check if raylet is dead."""
curr_proc = psutil.Process()
while True:
parent = curr_proc.parent()
if parent is None or parent.pid == 1:
logger.error("raylet is dead, agent will die because "
"it fate-shares with raylet.")
sys.exit(0)
await asyncio.sleep(
dashboard_consts.
DASHBOARD_AGENT_CHECK_PARENT_INTERVAL_SECONDS)
check_parent_task = create_task(_check_parent())
# Create an aioredis client for all modules.
try:
self.aioredis_client = await dashboard_utils.get_aioredis_client(
self.redis_address, self.redis_password,
dashboard_consts.CONNECT_REDIS_INTERNAL_SECONDS,
dashboard_consts.RETRY_REDIS_CONNECTION_TIMES)
except (socket.gaierror, ConnectionRefusedError):
logger.error(
"Dashboard agent exiting: "
"Failed to connect to redis at %s", self.redis_address)
sys.exit(-1)
# Create a http session for all modules.
self.http_session = aiohttp.ClientSession(
loop=asyncio.get_event_loop())
# Start a grpc asyncio server.
await self.server.start()
modules = self._load_modules()
# Http server should be initialized after all modules loaded.
app = aiohttp.web.Application()
app.add_routes(routes=routes.bound_routes())
# Enable CORS on all routes.
cors = aiohttp_cors.setup(
app,
defaults={
"*": aiohttp_cors.ResourceOptions(
allow_credentials=True,
expose_headers="*",
allow_methods="*",
allow_headers=("Content-Type", "X-Header"),
)
})
for route in list(app.router.routes()):
cors.add(route)
runner = aiohttp.web.AppRunner(app)
await runner.setup()
site = aiohttp.web.TCPSite(runner, self.ip, 0)
await site.start()
http_host, http_port = site._server.sockets[0].getsockname()
logger.info("Dashboard agent http address: %s:%s", http_host,
http_port)
# Dump registered http routes.
dump_routes = [
r for r in app.router.routes() if r.method != hdrs.METH_HEAD
]
for r in dump_routes:
logger.info(r)
logger.info("Registered %s routes.", len(dump_routes))
# Write the dashboard agent port to redis.
await self.aioredis_client.set(
f"{dashboard_consts.DASHBOARD_AGENT_PORT_PREFIX}{self.node_id}",
json.dumps([http_port, self.grpc_port]))
# Register agent to agent manager.
raylet_stub = agent_manager_pb2_grpc.AgentManagerServiceStub(
self.aiogrpc_raylet_channel)
await raylet_stub.RegisterAgent(
agent_manager_pb2.RegisterAgentRequest(
agent_pid=os.getpid(),
agent_port=self.grpc_port,
agent_ip_address=self.ip))
await asyncio.gather(check_parent_task,
*(m.run(self.server) for m in modules))
await self.server.wait_for_termination()
# Wait for finish signal.
await runner.cleanup()
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Dashboard agent.")
parser.add_argument(
"--redis-address",
required=True,
type=str,
help="The address to use for Redis.")
parser.add_argument(
"--metrics-export-port",
required=True,
type=int,
help="The port to expose metrics through Prometheus.")
parser.add_argument(
"--node-manager-port",
required=True,
type=int,
help="The port to use for starting the node manager")
parser.add_argument(
"--object-store-name",
required=True,
type=str,
default=None,
help="The socket name of the plasma store")
parser.add_argument(
"--raylet-name",
required=True,
type=str,
default=None,
help="The socket path of the raylet process")
parser.add_argument(
"--redis-password",
required=False,
type=str,
default=None,
help="The password to use for Redis")
parser.add_argument(
"--logging-level",
required=False,
type=lambda s: logging.getLevelName(s.upper()),
default=ray_constants.LOGGER_LEVEL,
choices=ray_constants.LOGGER_LEVEL_CHOICES,
help=ray_constants.LOGGER_LEVEL_HELP)
parser.add_argument(
"--logging-format",
required=False,
type=str,
default=ray_constants.LOGGER_FORMAT,
help=ray_constants.LOGGER_FORMAT_HELP)
parser.add_argument(
"--logging-filename",
required=False,
type=str,
default=dashboard_consts.DASHBOARD_AGENT_LOG_FILENAME,
help="Specify the name of log file, "
"log to stdout if set empty, default is \"{}\".".format(
dashboard_consts.DASHBOARD_AGENT_LOG_FILENAME))
parser.add_argument(
"--logging-rotate-bytes",
required=False,
type=int,
default=dashboard_consts.LOGGING_ROTATE_BYTES,
help="Specify the max bytes for rotating "
"log file, default is {} bytes.".format(
dashboard_consts.LOGGING_ROTATE_BYTES))
parser.add_argument(
"--logging-rotate-backup-count",
required=False,
type=int,
default=dashboard_consts.LOGGING_ROTATE_BACKUP_COUNT,
help="Specify the backup count of rotated log file, default is {}.".
format(dashboard_consts.LOGGING_ROTATE_BACKUP_COUNT))
parser.add_argument(
"--log-dir",
required=False,
type=str,
default=None,
help="Specify the path of log directory.")
parser.add_argument(
"--temp-dir",
required=False,
type=str,
default=None,
help="Specify the path of the temporary directory use by Ray process.")
args = parser.parse_args()
try:
if args.temp_dir:
temp_dir = "/" + args.temp_dir.strip("/")
else:
temp_dir = "/tmp/ray"
os.makedirs(temp_dir, exist_ok=True)
if args.log_dir:
log_dir = args.log_dir
else:
log_dir = os.path.join(temp_dir, "session_latest/logs")
os.makedirs(log_dir, exist_ok=True)
if args.logging_filename:
logging_handlers = [
logging.handlers.RotatingFileHandler(
os.path.join(log_dir, args.logging_filename),
maxBytes=args.logging_rotate_bytes,
backupCount=args.logging_rotate_backup_count)
]
else:
logging_handlers = None
logging.basicConfig(
level=args.logging_level,
format=args.logging_format,
handlers=logging_handlers)
agent = DashboardAgent(
args.redis_address,
redis_password=args.redis_password,
temp_dir=temp_dir,
log_dir=log_dir,
metrics_export_port=args.metrics_export_port,
node_manager_port=args.node_manager_port,
object_store_name=args.object_store_name,
raylet_name=args.raylet_name)
loop = asyncio.get_event_loop()
loop.run_until_complete(agent.run())
except Exception as e:
# Something went wrong, so push an error to all drivers.
redis_client = ray.services.create_redis_client(
args.redis_address, password=args.redis_password)
traceback_str = ray.utils.format_error_message(traceback.format_exc())
message = ("The agent on node {} failed with the following "
"error:\n{}".format(os.uname()[1], traceback_str))
ray.utils.push_error_to_driver_through_redis(
redis_client, ray_constants.DASHBOARD_AGENT_DIED_ERROR, message)
raise e