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from __future__ import annotations |
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import logging |
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import os |
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import threading |
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import time |
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from contextlib import contextmanager |
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from functools import cached_property |
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from typing import ClassVar, Generator, TypeVar |
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import grpc |
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import requests |
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from requests.adapters import HTTPAdapter |
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from urllib3.util.retry import Retry |
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from . import beaker_pb2_grpc |
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from ._cluster import ClusterClient |
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from ._dataset import DatasetClient |
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from ._experiment import ExperimentClient |
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from ._group import GroupClient |
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from ._image import ImageClient |
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from ._job import JobClient |
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from ._node import NodeClient |
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from ._organization import OrganizationClient |
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from ._queue import QueueClient |
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from ._secret import SecretClient |
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from ._user import UserClient |
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from ._workload import WorkloadClient |
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from ._workspace import WorkspaceClient |
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from .config import Config, InternalConfig |
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from .exceptions import * |
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from .version import VERSION |
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__all__ = ["Beaker"] |
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_LATEST_VERSION_CHECKED = False |
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T = TypeVar("T") |
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class Beaker: |
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""" |
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A client for interacting with `Beaker <https://beaker.org>`_. This should be used as a context |
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manager to ensure connections are properly closed on exit. |
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.. tip:: |
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Use :meth:`from_env()` to create a client instance. |
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:param config: The Beaker :class:`Config`. |
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:param check_for_upgrades: Automatically check that beaker-py is up-to-date. You'll see |
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a warning if it isn't. |
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:param user_agent: Override the "User-Agent" header used in requests to the Beaker server. |
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""" |
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API_VERSION: ClassVar[str] = "v3" |
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CLIENT_VERSION: ClassVar[str] = VERSION |
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VERSION_CHECK_INTERVAL: ClassVar[int] = 12 * 3600 |
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RPC_MAX_SEND_MESSAGE_LENGTH: ClassVar[int] = 64 * 1024 * 1024 |
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RECOVERABLE_SERVER_ERROR_CODES: ClassVar[tuple[int, ...]] = (429, 500, 502, 503, 504) |
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MAX_RETRIES: ClassVar[int] = 5 |
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BACKOFF_FACTOR: ClassVar[int] = 1 |
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BACKOFF_MAX: ClassVar[int] = 120 |
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TIMEOUT: ClassVar[float] = 5.0 |
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POOL_MAXSIZE: ClassVar[int] = min(100, (os.cpu_count() or 16) * 6) |
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logger = logging.getLogger("beaker") |
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def __init__( |
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self, |
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config: Config, |
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check_for_upgrades: bool = True, |
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user_agent: str = f"beaker-py v{VERSION}", |
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): |
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self.user_agent = user_agent |
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self._config = config |
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self._channel: grpc.Channel | None = None |
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self._service: beaker_pb2_grpc.BeakerStub | None = None |
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self._thread_local = threading.local() |
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self._thread_local.http_session = None |
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if check_for_upgrades: |
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self._check_for_upgrades() |
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def _get_latest_version(self) -> str: |
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response = requests.get( |
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"https://pypi.org/simple/beaker-py", |
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headers={"Accept": "application/vnd.pypi.simple.v1+json"}, |
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timeout=2, |
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) |
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response.raise_for_status() |
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return response.json()["versions"][-1] |
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def _check_for_upgrades(self, force: bool = False) -> Exception | bool | None: |
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global _LATEST_VERSION_CHECKED |
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if not force and _LATEST_VERSION_CHECKED: |
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return None |
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import warnings |
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import packaging.version |
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try: |
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config = InternalConfig.load() |
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if ( |
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not force |
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and config is not None |
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and config.version_checked is not None |
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and (time.time() - config.version_checked <= self.VERSION_CHECK_INTERVAL) |
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): |
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return None |
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should_upgrade: bool | None = None |
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latest_version = packaging.version.parse(self._get_latest_version()) |
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current_version = packaging.version.parse(self.CLIENT_VERSION) |
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if latest_version > current_version and ( |
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not latest_version.is_prerelease or current_version.is_prerelease |
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): |
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warnings.warn( |
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f"You're using beaker-py v{current_version}, " |
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f"but a newer version (v{latest_version}) is available.\n\n" |
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f"Please upgrade with `pip install --upgrade beaker-py`.", |
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UserWarning, |
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) |
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should_upgrade = True |
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else: |
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should_upgrade = False |
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_LATEST_VERSION_CHECKED = True |
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if config is not None: |
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config.version_checked = time.time() |
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config.save() |
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return should_upgrade |
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except Exception as e: |
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return e |
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@classmethod |
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def from_env( |
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cls, |
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check_for_upgrades: bool = True, |
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user_agent: str = f"beaker-py v{VERSION}", |
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**overrides, |
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) -> Beaker: |
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""" |
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Initialize client from a config file and/or environment variables. |
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:examples: |
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>>> with Beaker.from_env(default_workspace="ai2/my-workspace") as beaker: |
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... print(beaker.user_name) |
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:param check_for_upgrades: Automatically check that beaker-py is up-to-date. You'll see |
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a warning if it isn't. |
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:param user_agent: Override the "User-Agent" header used in requests to the Beaker server. |
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:param overrides: Fields in the :class:`Config` to override. |
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.. note:: |
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This will use the same config file that the Beaker command-line client |
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creates and uses, which is usually located at ``$HOME/.beaker/config.yml``. |
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If you haven't configured the command-line client, then you can alternately just |
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set the environment variable ``BEAKER_TOKEN`` to your Beaker `user token <https://beaker.org/user>`_. |
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""" |
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return cls( |
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Config.from_env(**overrides), |
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check_for_upgrades=check_for_upgrades, |
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user_agent=user_agent, |
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) |
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@property |
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def service(self) -> beaker_pb2_grpc.BeakerStub: |
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if self._service is None: |
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self._channel = grpc.secure_channel( |
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self.config.rpc_address, |
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grpc.ssl_channel_credentials(), |
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options=[ |
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("grpc.max_send_message_length", self.RPC_MAX_SEND_MESSAGE_LENGTH), |
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], |
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) |
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self._service = beaker_pb2_grpc.BeakerStub(self._channel) |
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return self._service |
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@property |
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def config(self) -> Config: |
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""" |
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The client's :class:`Config`. |
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""" |
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return self._config |
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@cached_property |
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def user_name(self) -> str: |
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return self.user.get().name |
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@cached_property |
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def org_name(self) -> str: |
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return self.organization.get().name |
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@cached_property |
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def organization(self) -> OrganizationClient: |
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""" |
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Manage organizations. |
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""" |
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return OrganizationClient(self) |
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@cached_property |
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def user(self) -> UserClient: |
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""" |
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Manage users. |
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""" |
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return UserClient(self) |
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@cached_property |
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def workspace(self) -> WorkspaceClient: |
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""" |
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Manage workspaces. |
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""" |
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return WorkspaceClient(self) |
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@cached_property |
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def cluster(self) -> ClusterClient: |
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""" |
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Manage clusters. |
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""" |
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return ClusterClient(self) |
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@cached_property |
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def node(self) -> NodeClient: |
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""" |
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Manage nodes. |
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""" |
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return NodeClient(self) |
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@cached_property |
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def dataset(self) -> DatasetClient: |
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""" |
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Manage datasets. |
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""" |
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return DatasetClient(self) |
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@cached_property |
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def image(self) -> ImageClient: |
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""" |
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Manage images. |
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""" |
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return ImageClient(self) |
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@cached_property |
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def job(self) -> JobClient: |
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""" |
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Manage jobs. |
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""" |
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return JobClient(self) |
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@cached_property |
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def experiment(self) -> ExperimentClient: |
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""" |
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Manage experiments. |
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""" |
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return ExperimentClient(self) |
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@cached_property |
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def workload(self) -> WorkloadClient: |
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""" |
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Manage workloads. |
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""" |
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return WorkloadClient(self) |
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@cached_property |
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def secret(self) -> SecretClient: |
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""" |
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Manage secrets. |
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""" |
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return SecretClient(self) |
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@cached_property |
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def group(self) -> GroupClient: |
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""" |
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Manage groups. |
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""" |
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return GroupClient(self) |
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@cached_property |
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def queue(self) -> QueueClient: |
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""" |
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Manage queues. |
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""" |
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return QueueClient(self) |
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@contextmanager |
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def http_session(self) -> Generator[requests.Session, None, None]: |
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if ( |
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not hasattr(self._thread_local, "http_session") |
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or self._thread_local.http_session is None |
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): |
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self._thread_local.http_session = self._init_http_session() |
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try: |
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yield self._thread_local.http_session |
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finally: |
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self._thread_local.http_session.close() |
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self._thread_local.http_session = None |
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else: |
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yield self._thread_local.http_session |
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def _init_http_session(self): |
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session = requests.Session() |
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retries = Retry( |
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total=self.MAX_RETRIES * 2, |
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connect=self.MAX_RETRIES, |
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status=self.MAX_RETRIES, |
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backoff_factor=self.BACKOFF_FACTOR, |
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status_forcelist=self.RECOVERABLE_SERVER_ERROR_CODES, |
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) |
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session.mount("https://", HTTPAdapter(max_retries=retries, pool_maxsize=self.POOL_MAXSIZE)) |
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return session |
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def __enter__(self) -> "Beaker": |
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if ( |
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not hasattr(self._thread_local, "http_session") |
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or self._thread_local.http_session is None |
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): |
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self._thread_local.http_session = self._init_http_session() |
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return self |
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def __exit__(self, exc_type, exc_val, exc_tb): |
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del exc_type, exc_val, exc_tb |
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self.close() |
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return False |
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def close(self): |
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""" |
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Close down RPC channels and HTTP sessions. This will be called automatically when using |
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the client as a context manager. |
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""" |
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if self._channel is not None: |
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self._channel.close() |
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self._channel = None |
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self._service = None |
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if ( |
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hasattr(self._thread_local, "http_session") |
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and self._thread_local.http_session is not None |
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): |
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self._thread_local.http_session.close() |
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self._thread_local.http_session = None |
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def __del__(self): |
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self.close() |
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