""" Optional utils module contains utility methods that require optional dependencies. """ import asyncio import collections import functools import inspect import json import logging import os import time import traceback from collections import namedtuple from typing import Any, Callable from aiohttp.web import Response import ray import ray.dashboard.consts as dashboard_consts from ray._private.ray_constants import RAY_INTERNAL_NAMESPACE_PREFIX, 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 PathLike, RouteDef, aiohttp, hdrs from ray.dashboard.utils import CustomEncoder, to_google_style try: create_task = asyncio.create_task except AttributeError: create_task = asyncio.ensure_future logger = logging.getLogger(__name__) RAY_INTERNAL_DASHBOARD_NAMESPACE = f"{RAY_INTERNAL_NAMESPACE_PREFIX}dashboard" class ClassMethodRouteTable: """A helper class to bind http route to class method.""" _bind_map = collections.defaultdict(dict) _routes = aiohttp.web.RouteTableDef() class _BindInfo: def __init__(self, filename, lineno, instance): self.filename = filename self.lineno = lineno self.instance = instance @classmethod def routes(cls): return cls._routes @classmethod def bound_routes(cls): bound_items = [] for r in cls._routes._items: if isinstance(r, RouteDef): route_method = getattr(r.handler, "__route_method__") route_path = getattr(r.handler, "__route_path__") instance = cls._bind_map[route_method][route_path].instance if instance is not None: bound_items.append(r) else: bound_items.append(r) routes = aiohttp.web.RouteTableDef() routes._items = bound_items return routes @classmethod def _register_route(cls, method, path, **kwargs): def _wrapper(handler): if path in cls._bind_map[method]: bind_info = cls._bind_map[method][path] raise Exception( f"Duplicated route path: {path}, " f"previous one registered at " f"{bind_info.filename}:{bind_info.lineno}" ) bind_info = cls._BindInfo( handler.__code__.co_filename, handler.__code__.co_firstlineno, None ) @functools.wraps(handler) async def _handler_route(*args) -> aiohttp.web.Response: try: # Make the route handler as a bound method. # The args may be: # * (Request, ) # * (self, Request) req = args[-1] return await handler(bind_info.instance, req) except Exception: logger.exception("Handle %s %s failed.", method, path) return rest_response(success=False, message=traceback.format_exc()) cls._bind_map[method][path] = bind_info _handler_route.__route_method__ = method _handler_route.__route_path__ = path return cls._routes.route(method, path, **kwargs)(_handler_route) return _wrapper @classmethod def head(cls, path, **kwargs): return cls._register_route(hdrs.METH_HEAD, path, **kwargs) @classmethod def get(cls, path, **kwargs): return cls._register_route(hdrs.METH_GET, path, **kwargs) @classmethod def post(cls, path, **kwargs): return cls._register_route(hdrs.METH_POST, path, **kwargs) @classmethod def put(cls, path, **kwargs): return cls._register_route(hdrs.METH_PUT, path, **kwargs) @classmethod def patch(cls, path, **kwargs): return cls._register_route(hdrs.METH_PATCH, path, **kwargs) @classmethod def delete(cls, path, **kwargs): return cls._register_route(hdrs.METH_DELETE, path, **kwargs) @classmethod def view(cls, path, **kwargs): return cls._register_route(hdrs.METH_ANY, path, **kwargs) @classmethod def static(cls, prefix: str, path: PathLike, **kwargs: Any) -> None: cls._routes.static(prefix, path, **kwargs) @classmethod def bind(cls, instance): def predicate(o): if inspect.ismethod(o): return hasattr(o, "__route_method__") and hasattr(o, "__route_path__") return False handler_routes = inspect.getmembers(instance, predicate) for _, h in handler_routes: cls._bind_map[h.__func__.__route_method__][ h.__func__.__route_path__ ].instance = instance def rest_response( success, message, convert_google_style=True, **kwargs ) -> aiohttp.web.Response: # In the dev context we allow a dev server running on a # different port to consume the API, meaning we need to allow # cross-origin access if os.environ.get("RAY_DASHBOARD_DEV") == "1": headers = {"Access-Control-Allow-Origin": "*"} else: headers = {} return aiohttp.web.json_response( { "result": success, "msg": message, "data": to_google_style(kwargs) if convert_google_style else kwargs, }, dumps=functools.partial(json.dumps, cls=CustomEncoder), headers=headers, status=200 if success else 500, ) # 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 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, *args, **kwargs): try: if not ray.is_initialized(): try: address = self.get_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, ) 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