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"""
Optional utils module contains utility methods
that require optional dependencies.
"""
import asyncio
import collections
import functools
import inspect
import logging
import os
import time
import traceback
from collections import namedtuple
from typing import Callable, Union
from aiohttp.web import Request, Response
import ray
import ray.dashboard.consts as dashboard_consts
from ray._private.ray_constants import RAY_INTERNAL_DASHBOARD_NAMESPACE, env_bool
# All third-party dependencies that are not included in the minimal Ray
# installation must be included in this file. This allows us to determine if
# the agent has the necessary dependencies to be started.
from ray.dashboard.optional_deps import aiohttp, hdrs
from ray.dashboard.utils import (
DashboardAgentModule,
DashboardHeadModule,
)
from ray.dashboard.routes import method_route_table_factory, rest_response
try:
create_task = asyncio.create_task
except AttributeError:
create_task = asyncio.ensure_future
logger = logging.getLogger(__name__)
DashboardHeadRouteTable = method_route_table_factory()
DashboardAgentRouteTable = method_route_table_factory()
# The cache value type used by aiohttp_cache.
_AiohttpCacheValue = namedtuple("AiohttpCacheValue", ["data", "expiration", "task"])
# The methods with no request body used by aiohttp_cache.
_AIOHTTP_CACHE_NOBODY_METHODS = {hdrs.METH_GET, hdrs.METH_DELETE}
def aiohttp_cache(
ttl_seconds=dashboard_consts.AIOHTTP_CACHE_TTL_SECONDS,
maxsize=dashboard_consts.AIOHTTP_CACHE_MAX_SIZE,
enable=not env_bool(dashboard_consts.AIOHTTP_CACHE_DISABLE_ENVIRONMENT_KEY, False),
):
assert maxsize > 0
cache = collections.OrderedDict()
def _wrapper(handler):
if enable:
@functools.wraps(handler)
async def _cache_handler(*args) -> aiohttp.web.Response:
# Make the route handler as a bound method.
# The args may be:
# * (Request, )
# * (self, Request)
req = args[-1]
# Make key.
if req.method in _AIOHTTP_CACHE_NOBODY_METHODS:
key = req.path_qs
else:
key = (req.path_qs, await req.read())
# Query cache.
value = cache.get(key)
if value is not None:
cache.move_to_end(key)
if not value.task.done() or value.expiration >= time.time():
# Update task not done or the data is not expired.
return aiohttp.web.Response(**value.data)
def _update_cache(task):
try:
response = task.result()
except Exception:
response = rest_response(
success=False, message=traceback.format_exc()
)
data = {
"status": response.status,
"headers": dict(response.headers),
"body": response.body,
}
cache[key] = _AiohttpCacheValue(
data, time.time() + ttl_seconds, task
)
cache.move_to_end(key)
if len(cache) > maxsize:
cache.popitem(last=False)
return response
task = create_task(handler(*args))
task.add_done_callback(_update_cache)
if value is None:
return await task
else:
return aiohttp.web.Response(**value.data)
suffix = f"[cache ttl={ttl_seconds}, max_size={maxsize}]"
_cache_handler.__name__ += suffix
_cache_handler.__qualname__ += suffix
return _cache_handler
else:
return handler
if inspect.iscoroutinefunction(ttl_seconds):
target_func = ttl_seconds
ttl_seconds = dashboard_consts.AIOHTTP_CACHE_TTL_SECONDS
return _wrapper(target_func)
else:
return _wrapper
def is_browser_request(req: Request) -> bool:
"""Checks if a request is made by a browser like user agent.
This heuristic is very weak, but hard for a browser to bypass- eg,
fetch/xhr and friends cannot alter the user-agent, but requests made with
an http library can stumble into this if they choose to user a browser like
user agent.
"""
return req.headers["User-Agent"].startswith("Mozilla")
def deny_browser_requests() -> Callable:
"""Reject any requests that appear to be made by a browser"""
def decorator_factory(f: Callable) -> Callable:
@functools.wraps(f)
async def decorator(self, req: Request):
if is_browser_request(req):
return Response(
text="Browser requests not allowed",
status=aiohttp.web.HTTPMethodNotAllowed.status_code,
)
return await f(self, req)
return decorator
return decorator_factory
def init_ray_and_catch_exceptions() -> Callable:
"""Decorator to be used on methods that require being connected to Ray."""
def decorator_factory(f: Callable) -> Callable:
@functools.wraps(f)
async def decorator(
self: Union[DashboardAgentModule, DashboardHeadModule], *args, **kwargs
):
try:
if not ray.is_initialized():
try:
address = self.gcs_address
logger.info(f"Connecting to ray with address={address}")
# Set the gcs rpc timeout to shorter
os.environ["RAY_gcs_server_request_timeout_seconds"] = str(
dashboard_consts.GCS_RPC_TIMEOUT_SECONDS
)
# Init ray without logging to driver
# to avoid infinite logging issue.
ray.init(
address=address,
log_to_driver=False,
configure_logging=False,
namespace=RAY_INTERNAL_DASHBOARD_NAMESPACE,
_skip_env_hook=True,
)
except Exception as e:
ray.shutdown()
raise e from None
return await f(self, *args, **kwargs)
except Exception as e:
logger.exception(f"Unexpected error in handler: {e}")
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPInternalServerError.status_code,
)
return decorator
return decorator_factory