232 lines
8.9 KiB
Python
232 lines
8.9 KiB
Python
import asyncio
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import logging
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from copy import deepcopy
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from typing import Callable, List, Optional, Sequence, Tuple
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from unittest.mock import Mock
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import grpc
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from grpc.aio._server import Server
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from ray.exceptions import RayActorError, RayTaskError
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from ray.serve._private.constants import (
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DEFAULT_GRPC_SERVER_OPTIONS,
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RAY_SERVE_REQUEST_PROCESSING_TIMEOUT_S,
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SERVE_LOGGER_NAME,
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)
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from ray.serve._private.proxy_request_response import ResponseStatus, gRPCStreamingType
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from ray.serve.config import gRPCOptions
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from ray.serve.exceptions import (
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BackPressureError,
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DeploymentUnavailableError,
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gRPCStatusError,
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)
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from ray.serve.generated.serve_pb2_grpc import add_RayServeAPIServiceServicer_to_server
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# Maximum length for gRPC status details to avoid hitting HTTP/2 trailer limits.
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# gRPC default max metadata size is 8KB, so we use a conservative limit.
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GRPC_MAX_STATUS_DETAILS_LENGTH = 4096
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logger = logging.getLogger(SERVE_LOGGER_NAME)
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class gRPCGenericServer(Server):
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"""Custom gRPC server that will override all service method handlers.
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Original implementation see: https://github.com/grpc/grpc/blob/
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60c1701f87cacf359aa1ad785728549eeef1a4b0/src/python/grpcio/grpc/aio/_server.py
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"""
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def __init__(
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self,
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service_handler_factory: Callable,
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*,
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extra_options: Optional[List[Tuple[str, str]]] = None,
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):
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super().__init__(
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thread_pool=None,
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generic_handlers=(),
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interceptors=(),
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maximum_concurrent_rpcs=None,
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compression=None,
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options=DEFAULT_GRPC_SERVER_OPTIONS + (extra_options or []),
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)
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self.generic_rpc_handlers = []
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self.service_handler_factory = service_handler_factory
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def add_generic_rpc_handlers(
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self, generic_rpc_handlers: Sequence[grpc.GenericRpcHandler]
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):
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"""Override generic_rpc_handlers before adding to the gRPC server.
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This function will override all user defined handlers to have
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1. None `response_serializer` so the server can pass back the
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raw protobuf bytes to the user.
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2. `unary_unary` is always calling the unary function generated via
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`self.service_handler_factory`
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3. `unary_stream` is always calling the streaming function generated via
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`self.service_handler_factory`
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4. `stream_unary` for client streaming requests
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5. `stream_stream` for bidirectional streaming requests
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"""
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serve_rpc_handlers = {}
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rpc_handler = generic_rpc_handlers[0]
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for service_method, method_handler in rpc_handler._method_handlers.items():
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serve_method_handler = method_handler._replace(
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response_serializer=None,
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unary_unary=self.service_handler_factory(
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service_method=service_method,
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streaming_type=gRPCStreamingType.UNARY_UNARY,
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),
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unary_stream=self.service_handler_factory(
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service_method=service_method,
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streaming_type=gRPCStreamingType.UNARY_STREAM,
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),
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stream_unary=self.service_handler_factory(
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service_method=service_method,
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streaming_type=gRPCStreamingType.STREAM_UNARY,
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),
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stream_stream=self.service_handler_factory(
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service_method=service_method,
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streaming_type=gRPCStreamingType.STREAM_STREAM,
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),
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)
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serve_rpc_handlers[service_method] = serve_method_handler
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generic_rpc_handlers[0]._method_handlers = serve_rpc_handlers
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self.generic_rpc_handlers.append(generic_rpc_handlers)
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super().add_generic_rpc_handlers(generic_rpc_handlers)
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async def start_grpc_server(
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service_handler_factory: Callable,
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grpc_options: gRPCOptions,
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*,
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event_loop: asyncio.AbstractEventLoop,
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enable_so_reuseport: bool = False,
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) -> Tuple[asyncio.Task, gRPCGenericServer]:
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"""Start a gRPC server that handles requests with the service handler factory.
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Returns a task that blocks until the server exits (e.g., due to error) and
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the server object itself (so callers can shut it down gracefully).
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"""
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from ray.serve._private.default_impl import add_grpc_address
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server = gRPCGenericServer(
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service_handler_factory,
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extra_options=[("grpc.so_reuseport", str(int(enable_so_reuseport)))],
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)
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add_grpc_address(server, f"[::]:{grpc_options.port}")
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# Add built-in gRPC service and user-defined services to the server.
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# We pass a mock servicer because the actual implementation will be overwritten
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# in the gRPCGenericServer implementation.
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mock_servicer = Mock()
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for servicer_fn in [
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add_RayServeAPIServiceServicer_to_server
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] + grpc_options.grpc_servicer_func_callable:
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servicer_fn(mock_servicer, server)
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await server.start()
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return event_loop.create_task(server.wait_for_termination()), server
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def _truncate_message(
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message: str, max_length: int = GRPC_MAX_STATUS_DETAILS_LENGTH
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) -> str:
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"""Truncate a message to avoid exceeding HTTP/2 trailer limits.
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gRPC status details are sent as part of HTTP/2 trailers, which have a fixed size limit.
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If the message (e.g., a stack trace) is too long, it can cause issues on the client side.
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"""
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if len(message) <= max_length:
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return message
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truncation_notice = "... [truncated]"
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return message[: max_length - len(truncation_notice)] + truncation_notice
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def get_grpc_response_status(
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exc: BaseException, request_timeout_s: float, request_id: str
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) -> ResponseStatus:
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if isinstance(exc, TimeoutError):
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message = f"Request timed out after {request_timeout_s}s."
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return ResponseStatus(
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code=grpc.StatusCode.DEADLINE_EXCEEDED,
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is_error=True,
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message=message,
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)
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elif isinstance(exc, asyncio.CancelledError):
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message = f"Client for request {request_id} disconnected."
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return ResponseStatus(
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code=grpc.StatusCode.CANCELLED,
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is_error=True,
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message=message,
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)
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elif isinstance(exc, BackPressureError):
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return ResponseStatus(
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code=grpc.StatusCode.RESOURCE_EXHAUSTED,
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is_error=True,
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message=exc.message,
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)
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elif isinstance(exc, DeploymentUnavailableError):
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if isinstance(exc, RayTaskError):
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logger.warning(f"Request failed: {exc}", extra={"log_to_stderr": False})
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return ResponseStatus(
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code=grpc.StatusCode.UNAVAILABLE,
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is_error=True,
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message=exc.message,
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)
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elif isinstance(exc, gRPCStatusError):
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# User set a gRPC status code before raising the exception.
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# Respect the user's status code instead of returning INTERNAL.
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original_exc = exc.original_exception
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if isinstance(original_exc, (RayActorError, RayTaskError)):
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logger.warning(
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f"Request failed: {original_exc}", extra={"log_to_stderr": False}
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)
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else:
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logger.exception(
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f"Request failed with user-set gRPC status code {exc.grpc_code}."
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)
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# Use user-set details if provided, otherwise use the original exception message.
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message = exc.grpc_details if exc.grpc_details else str(original_exc)
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return ResponseStatus(
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code=exc.grpc_code,
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is_error=True,
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message=_truncate_message(message),
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)
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else:
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if isinstance(exc, (RayActorError, RayTaskError)):
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logger.warning(f"Request failed: {exc}", extra={"log_to_stderr": False})
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else:
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logger.exception("Request failed due to unexpected error.")
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return ResponseStatus(
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code=grpc.StatusCode.INTERNAL,
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is_error=True,
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message=_truncate_message(str(exc)),
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)
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def set_grpc_code_and_details(
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context: grpc._cython.cygrpc._ServicerContext, status: ResponseStatus
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):
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# Only the latest code and details will take effect. If the user already
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# set them to a truthy value in the context, skip setting them with Serve's
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# default values. By default, if nothing is set, the code is 0 and the
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# details is "", which both are falsy. So if the user did not set them or
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# if they're explicitly set to falsy values, such as None, Serve will
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# continue to set them with our default values.
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if not context.code():
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context.set_code(status.code)
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if not context.details():
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context.set_details(status.message)
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def set_proxy_default_grpc_options(grpc_options) -> gRPCOptions:
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grpc_options = deepcopy(grpc_options) or gRPCOptions()
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if grpc_options.request_timeout_s or RAY_SERVE_REQUEST_PROCESSING_TIMEOUT_S:
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grpc_options.request_timeout_s = (
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grpc_options.request_timeout_s or RAY_SERVE_REQUEST_PROCESSING_TIMEOUT_S
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)
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return grpc_options
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