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import io |
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import json |
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import logging |
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import time |
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import urllib.parse |
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from functools import cached_property, wraps |
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from typing import ( |
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TYPE_CHECKING, |
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Any, |
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Callable, |
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Generator, |
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Generic, |
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Iterable, |
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Type, |
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TypeVar, |
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) |
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import grpc |
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import requests |
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from google.protobuf.message import Message |
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from . import beaker_pb2 as pb2 |
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from . import beaker_pb2_grpc |
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from .config import Config |
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from .exceptions import * |
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from .exceptions import BeakerQueueNotFound |
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from .utils import pb2_to_dict |
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if TYPE_CHECKING: |
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from .client import Beaker |
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T = TypeVar("T") |
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class RpcMethod(Generic[T]): |
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def __init__(self, method: grpc.UnaryUnaryMultiCallable): |
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self.method = method |
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def __call__( |
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self, |
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request: Message, |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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**kwargs, |
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) -> T: |
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try: |
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return self.method(request, **kwargs) |
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except RpcError as e: |
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raise coerce_rpc_error(e, exceptions_for_status) |
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@property |
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def name(self) -> str: |
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return self.method._method.decode() |
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class RpcStreamingMethod(Generic[T]): |
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def __init__(self, method: grpc.UnaryStreamMultiCallable): |
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self.method = method |
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def __call__( |
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self, |
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request: Message, |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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**kwargs, |
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) -> Generator[T, None, None]: |
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try: |
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yield from self.method(request, **kwargs) |
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except RpcError as e: |
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raise coerce_rpc_error(e, exceptions_for_status) |
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@property |
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def name(self) -> str: |
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return self.method._method.decode() |
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class RpcBidirectionalStreamingMethod(Generic[T]): |
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def __init__(self, method: grpc.StreamStreamMultiCallable): |
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self.method = method |
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def __call__( |
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self, |
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request: Iterable[Message], |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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**kwargs, |
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) -> Generator[T, None, None]: |
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try: |
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yield from self.method(request, **kwargs) |
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except RpcError as e: |
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raise coerce_rpc_error(e, exceptions_for_status) |
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@property |
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def name(self) -> str: |
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return self.method._method.decode() |
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def coerce_rpc_error( |
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e: RpcError, exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None |
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): |
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if isinstance(e, grpc.Call): |
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status = e.code() |
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if exceptions_for_status is not None and status in exceptions_for_status: |
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return exceptions_for_status[status] |
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elif status == grpc.StatusCode.UNIMPLEMENTED: |
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return NotImplementedError(e.details()) |
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elif status == grpc.StatusCode.PERMISSION_DENIED: |
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return BeakerPermissionsError(e.details()) |
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elif status == grpc.StatusCode.NOT_FOUND: |
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return BeakerNotFoundError(e.details()) |
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elif status == grpc.StatusCode.INVALID_ARGUMENT: |
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return BeakerClientError(e.details()) |
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elif status == grpc.StatusCode.INTERNAL: |
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if "RST_STREAM" in e.details(): |
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return BeakerStreamConnectionClosedError(e.details()) |
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else: |
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return BeakerServerError(e.details()) |
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elif status == grpc.StatusCode.UNAVAILABLE: |
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return BeakerServerUnavailableError(e.details()) |
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return e |
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class ServiceClient: |
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MAX_PAGE_SIZE = 50 |
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def __init__(self, beaker: "Beaker"): |
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self.beaker = beaker |
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self._base_url = f"{self.config.agent_address}/api/{self.beaker.API_VERSION}" |
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@property |
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def config(self) -> Config: |
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return self.beaker.config |
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@property |
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def logger(self) -> logging.Logger: |
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return self.beaker.logger |
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@property |
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def service(self) -> beaker_pb2_grpc.BeakerStub: |
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return self.beaker.service |
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def http_request( |
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self, |
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resource: str, |
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method: str = "GET", |
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query: dict[str, Any] | None = None, |
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data: Any | None = None, |
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exceptions_for_status: dict[int, Exception] | None = None, |
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headers: dict[str, str] | None = None, |
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token: str | None = None, |
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base_url: str | None = None, |
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stream: bool = False, |
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timeout: float | tuple[float, float] | None = None, |
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) -> requests.Response: |
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def make_request(session: requests.Session) -> requests.Response: |
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url = f"{base_url or self._base_url}/{resource}" |
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if query is not None: |
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url = url + "?" + urllib.parse.urlencode(query) |
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default_headers = { |
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"Authorization": f"Bearer {token or self.config.user_token}", |
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"Content-Type": "application/json", |
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"User-Agent": self.beaker.user_agent, |
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} |
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if headers is not None: |
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default_headers.update(headers) |
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request_data: str | bytes | io.BufferedReader | io.BytesIO | None = None |
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if isinstance(data, Message): |
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request_data = json.dumps(pb2_to_dict(data)) |
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elif isinstance(data, dict): |
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request_data = json.dumps(data) |
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elif isinstance(data, (str, bytes, io.BufferedReader, io.BytesIO)): |
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request_data = data |
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elif data is not None: |
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raise TypeError(f"Unexpected type for 'data', got {type(data)}") |
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if isinstance(request_data, str): |
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self.logger.debug("SEND %s %s - %s", method, url, request_data) |
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elif isinstance(request_data, bytes): |
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self.logger.debug("SEND %s %s - %d bytes", method, url, len(request_data)) |
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elif request_data is not None: |
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self.logger.debug("SEND %s %s - ? bytes", method, url) |
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else: |
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self.logger.debug("SEND %s %s", method, url) |
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response = getattr(session, method.lower())( |
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url, |
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headers=default_headers, |
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data=request_data, |
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stream=stream, |
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timeout=timeout or self.beaker.TIMEOUT, |
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) |
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if ( |
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not stream |
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and self.logger.isEnabledFor(logging.DEBUG) |
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and len(response.content) < 1024 |
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and response.text |
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): |
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self.logger.debug("RECV %s %s %s - %s", method, url, response, response.text) |
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else: |
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self.logger.debug("RECV %s %s %s", method, url, response) |
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status_code = response.status_code |
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try: |
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response.raise_for_status() |
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except requests.exceptions.HTTPError: |
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msg: str | None = None |
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if response.text: |
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try: |
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msg = json.loads(response.text)["message"] |
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except (TypeError, KeyError, json.JSONDecodeError): |
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pass |
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if status_code == 400 and msg is not None and "already in use" in msg: |
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status_code = 409 |
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if exceptions_for_status is not None and status_code in exceptions_for_status: |
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raise exceptions_for_status[status_code] |
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if msg is not None and status_code is not None and 400 <= status_code < 500: |
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if status_code == 403: |
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raise BeakerPermissionsError(msg) |
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else: |
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raise BeakerError(f"[code={status_code}] {msg}") |
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elif msg is not None: |
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raise HTTPError(msg, response=response) |
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elif status_code == 405: |
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raise BeakerClientError(f"[code={status_code}] method not allowed") |
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else: |
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raise |
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return response |
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if method in {"HEAD", "GET"}: |
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make_request = self._retriable()(make_request) |
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with self.beaker.http_session() as session: |
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return make_request(session) |
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def rpc_request( |
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self, |
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method: RpcMethod[T], |
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request: Message, |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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retriable: bool | None = None, |
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) -> T: |
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self.logger.debug("Calling unary-unary RPC method '%s'", method.name) |
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if retriable is None: |
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request_name = request.__class__.__name__ |
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retriable = ( |
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request_name.startswith("Get") |
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or request_name.startswith("List") |
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or request_name.startswith("Resolve") |
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) |
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method_to_call = self._retriable()(method) if retriable else method |
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return method_to_call( |
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request, |
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exceptions_for_status=exceptions_for_status, |
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metadata=self._rpc_call_metadata, |
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) |
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def rpc_paged_request( |
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self, |
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method: RpcMethod[T], |
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request: Message, |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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retriable: bool = True, |
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) -> Generator[T, None, None]: |
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self.logger.debug("Calling paged unary-unary RPC method '%s'", method.name) |
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method_to_call = self._retriable()(method) if retriable else method |
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response = method_to_call( |
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request, exceptions_for_status=exceptions_for_status, metadata=self._rpc_call_metadata |
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) |
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yield response |
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next_page_token = response.next_page_token |
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while next_page_token: |
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request.next_page_token = next_page_token |
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response = method_to_call( |
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request, |
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exceptions_for_status=exceptions_for_status, |
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metadata=self._rpc_call_metadata, |
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) |
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next_page_token = response.next_page_token |
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yield response |
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def rpc_streaming_request( |
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self, |
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method: RpcStreamingMethod[T], |
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request: Message, |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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) -> Generator[T, None, None]: |
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self.logger.debug("Calling unary-streaming RPC method '%s'", method.name) |
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yield from method( |
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request, |
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exceptions_for_status=exceptions_for_status, |
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metadata=self._rpc_call_metadata, |
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) |
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def rpc_bidirectional_streaming_request( |
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self, |
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method: RpcBidirectionalStreamingMethod[T], |
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request: Iterable[Message], |
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exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None, |
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) -> Generator[T, None, None]: |
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self.logger.debug("Calling bidirectional-streaming RPC method '%s'", method.name) |
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yield from method( |
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request, |
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exceptions_for_status=exceptions_for_status, |
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metadata=self._rpc_call_metadata, |
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) |
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def resolve_org_id(self, org: str | pb2.Organization | None = None) -> str: |
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if isinstance(org, pb2.Organization): |
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return org.id |
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|
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if org is None: |
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if self.config.default_org is not None: |
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org = self.config.default_org |
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elif self.config.default_workspace is not None and "/" in self.config.default_workspace: |
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org = self.config.default_workspace.split("/", 1)[0] |
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|
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if org is None: |
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raise BeakerOrganizationNotSet( |
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"default organization not set, please specify the org name" |
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) |
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try: |
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return self.rpc_request( |
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RpcMethod[pb2.ResolveOrganizationNameResponse]( |
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self.service.ResolveOrganizationName |
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), |
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pb2.ResolveOrganizationNameRequest(organization_name=org), |
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exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerOrganizationNotFound(org)}, |
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).organization_id |
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except BeakerOrganizationNotFound: |
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return org |
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|
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def resolve_user_id(self, user: str | pb2.User | None = None) -> str: |
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if isinstance(user, pb2.User): |
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return user.id |
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|
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|
if user is None: |
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return self.beaker.user.get().id |
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|
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try: |
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return self.rpc_request( |
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RpcMethod[pb2.ResolveUserNameResponse](self.service.ResolveUserName), |
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pb2.ResolveUserNameRequest(user_name=user), |
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exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerUserNotFound(user)}, |
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).user_id |
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except BeakerUserNotFound: |
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return user |
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|
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def resolve_workspace_id(self, workspace: str | pb2.Workspace | None = None) -> str: |
|
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if isinstance(workspace, pb2.Workspace): |
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return workspace.id |
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|
|
|
if workspace is None: |
|
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if self._default_workspace_id is not None: |
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return self._default_workspace_id |
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else: |
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raise BeakerWorkspaceNotSet( |
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"'workspace' argument required since default workspace not set" |
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) |
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|
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if "/" not in workspace: |
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return workspace |
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|
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owner_name, workspace_name = workspace.split("/", 1) |
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return self.rpc_request( |
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RpcMethod[pb2.ResolveWorkspaceNameResponse](self.service.ResolveWorkspaceName), |
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pb2.ResolveWorkspaceNameRequest(owner_name=owner_name, workspace_name=workspace_name), |
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exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerWorkspaceNotFound(workspace)}, |
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).workspace_id |
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|
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def resolve_image_id(self, image: str | pb2.Image) -> str: |
|
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if isinstance(image, pb2.Image): |
|
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return image.id |
|
|
|
|
|
if "/" not in image: |
|
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return image |
|
|
|
|
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author_name, image_name = image.split("/", 1) |
|
|
return self.rpc_request( |
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RpcMethod[pb2.ResolveImageNameResponse](self.service.ResolveImageName), |
|
|
pb2.ResolveImageNameRequest(author_name=author_name, image_name=image_name), |
|
|
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerImageNotFound(image)}, |
|
|
).image_id |
|
|
|
|
|
def resolve_experiment_id(self, experiment: str | pb2.Experiment | pb2.Workload) -> str: |
|
|
if isinstance(experiment, pb2.Experiment): |
|
|
return experiment.id |
|
|
|
|
|
if isinstance(experiment, pb2.Workload) and not self.beaker.workload.is_experiment( |
|
|
experiment |
|
|
): |
|
|
raise ValueError( |
|
|
f"workload '{self.resolve_workload_id(experiment)}' is not an experiment" |
|
|
) |
|
|
|
|
|
return self.resolve_workload_id(experiment) |
|
|
|
|
|
def resolve_workload_id(self, workload: str | pb2.Workload) -> str: |
|
|
if isinstance(workload, pb2.Workload): |
|
|
if self.beaker.workload.is_experiment(workload): |
|
|
return workload.experiment.id |
|
|
elif self.beaker.workload.is_environment(workload): |
|
|
return workload.environment.id |
|
|
else: |
|
|
raise ValueError(f"workload is neither an experiment or an environment: {workload}") |
|
|
|
|
|
if "/" not in workload: |
|
|
return workload |
|
|
|
|
|
author_name, workload_name = workload.split("/", 1) |
|
|
return self.rpc_request( |
|
|
RpcMethod[pb2.ResolveWorkloadNameResponse](self.service.ResolveWorkloadName), |
|
|
pb2.ResolveWorkloadNameRequest(author_name=author_name, workload_name=workload_name), |
|
|
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerWorkloadNotFound(workload)}, |
|
|
).workload_id |
|
|
|
|
|
def resolve_dataset_id(self, dataset: str | pb2.Dataset) -> str: |
|
|
if isinstance(dataset, pb2.Dataset): |
|
|
return dataset.id |
|
|
|
|
|
if "/" not in dataset: |
|
|
return dataset |
|
|
|
|
|
author_name, dataset_name = dataset.split("/", 1) |
|
|
return self.rpc_request( |
|
|
RpcMethod[pb2.ResolveDatasetNameResponse](self.service.ResolveDatasetName), |
|
|
pb2.ResolveDatasetNameRequest(author_name=author_name, dataset_name=dataset_name), |
|
|
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerDatasetNotFound(dataset)}, |
|
|
).dataset_id |
|
|
|
|
|
def resolve_cluster_id(self, cluster: str | pb2.Cluster) -> str: |
|
|
if isinstance(cluster, pb2.Cluster): |
|
|
return cluster.id |
|
|
|
|
|
if "/" not in cluster: |
|
|
return cluster |
|
|
|
|
|
owner_name, cluster_name = cluster.split("/", 1) |
|
|
return self.rpc_request( |
|
|
RpcMethod[pb2.ResolveClusterNameResponse](self.service.ResolveClusterName), |
|
|
pb2.ResolveClusterNameRequest(owner_name=owner_name, cluster_name=cluster_name), |
|
|
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerClusterNotFound(cluster)}, |
|
|
).cluster_id |
|
|
|
|
|
def resolve_node_id(self, node: str | pb2.Node) -> str: |
|
|
if isinstance(node, pb2.Node): |
|
|
return node.id |
|
|
|
|
|
if "/" in node: |
|
|
raise ValueError("invalid node ID") |
|
|
return node |
|
|
|
|
|
def resolve_budget_id(self, budget: str) -> str: |
|
|
if "/" not in budget: |
|
|
return budget |
|
|
|
|
|
org_name, budget_name = budget.split("/", 1) |
|
|
return self.rpc_request( |
|
|
RpcMethod[pb2.ResolveBudgetNameResponse](self.service.ResolveBudgetName), |
|
|
pb2.ResolveBudgetNameRequest(organization_name=org_name, budget_name=budget_name), |
|
|
exceptions_for_status={ |
|
|
grpc.StatusCode.NOT_FOUND: BeakerBudgetNotFound(budget), |
|
|
}, |
|
|
).budget_id |
|
|
|
|
|
def resolve_group_id(self, group: str | pb2.Group) -> str: |
|
|
if isinstance(group, pb2.Group): |
|
|
return group.id |
|
|
|
|
|
if "/" in group: |
|
|
raise ValueError("invalid group ID") |
|
|
return group |
|
|
|
|
|
def resolve_queue_id(self, queue: str | pb2.Queue) -> str: |
|
|
if isinstance(queue, pb2.Queue): |
|
|
return queue.id |
|
|
|
|
|
if "/" not in queue: |
|
|
return queue |
|
|
|
|
|
author_name, queue_name = queue.split("/", 1) |
|
|
return self.rpc_request( |
|
|
RpcMethod[pb2.ResolveQueueNameResponse](self.service.ResolveQueueName), |
|
|
pb2.ResolveQueueNameRequest(author_name=author_name, queue_name=queue_name), |
|
|
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerQueueNotFound(queue)}, |
|
|
).queue_id |
|
|
|
|
|
@cached_property |
|
|
def _default_workspace_id(self) -> str | None: |
|
|
if (workspace_name := self.config.default_workspace) is not None: |
|
|
return self.resolve_workspace_id(workspace_name) |
|
|
return None |
|
|
|
|
|
@property |
|
|
def _rpc_call_metadata(self) -> list[tuple[str, str]]: |
|
|
return [ |
|
|
("authorization", f"bearer {self.config.user_token}"), |
|
|
("user-agent", self.beaker.user_agent), |
|
|
] |
|
|
|
|
|
def _validate_beaker_name(self, name: str) -> str: |
|
|
if ( |
|
|
not name |
|
|
or name.startswith("-") |
|
|
or not name.replace("-", "").replace("_", "").replace(".", "").isalnum() |
|
|
): |
|
|
raise ValueError( |
|
|
f"Invalid name '{name}'. Beaker names can only contain letters, " |
|
|
f"digits, periods, dashes, and underscores, and cannot start with a dash." |
|
|
) |
|
|
return name |
|
|
|
|
|
def _url_quote(self, id: str) -> str: |
|
|
return urllib.parse.quote(id, safe="") |
|
|
|
|
|
def _log_and_wait( |
|
|
self, retries_so_far: int, err: Exception, log_level: int = logging.WARNING |
|
|
) -> None: |
|
|
retry_in = min(self.beaker.BACKOFF_FACTOR * (2**retries_so_far), self.beaker.BACKOFF_MAX) |
|
|
self.logger.log( |
|
|
log_level, |
|
|
"Request failed with retriable error: %s: %s\nRetrying in %d second(s)...", |
|
|
err.__class__.__name__, |
|
|
err, |
|
|
retry_in, |
|
|
) |
|
|
time.sleep(retry_in) |
|
|
|
|
|
def _retriable( |
|
|
self, |
|
|
on_failure: Callable[..., None] | None = None, |
|
|
recoverable_errors: tuple[Type[Exception], ...] = ( |
|
|
RequestException, |
|
|
BeakerServerError, |
|
|
), |
|
|
expected_errors: tuple[Type[Exception], ...] = ( |
|
|
BeakerStreamConnectionClosedError, |
|
|
BeakerServerUnavailableError, |
|
|
), |
|
|
): |
|
|
""" |
|
|
Use to make a service client method more robust by allowing retries. |
|
|
""" |
|
|
|
|
|
def parametrize_decorator(func: Callable[..., T]) -> Callable[..., T]: |
|
|
@wraps(func) |
|
|
def retriable_method(*args, **kwargs) -> T: |
|
|
retries = 0 |
|
|
while True: |
|
|
try: |
|
|
return func(*args, **kwargs) |
|
|
except expected_errors as err: |
|
|
if on_failure is not None: |
|
|
on_failure() |
|
|
self._log_and_wait(1, err, log_level=logging.DEBUG) |
|
|
except recoverable_errors as err: |
|
|
if retries < self.beaker.MAX_RETRIES: |
|
|
if on_failure is not None: |
|
|
on_failure() |
|
|
self._log_and_wait(retries, err) |
|
|
retries += 1 |
|
|
else: |
|
|
raise |
|
|
|
|
|
return retriable_method |
|
|
|
|
|
return parametrize_decorator |
|
|
|