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import json
import logging
import time
import urllib.parse
from functools import cached_property, wraps
from typing import (
TYPE_CHECKING,
Any,
Callable,
Generator,
Generic,
Iterable,
Type,
TypeVar,
)
import grpc
import requests
from google.protobuf.message import Message
from . import beaker_pb2 as pb2
from . import beaker_pb2_grpc
from .config import Config
from .exceptions import *
from .exceptions import BeakerQueueNotFound
from .utils import pb2_to_dict
if TYPE_CHECKING:
from .client import Beaker
T = TypeVar("T")
class RpcMethod(Generic[T]):
def __init__(self, method: grpc.UnaryUnaryMultiCallable):
self.method = method
def __call__(
self,
request: Message,
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
**kwargs,
) -> T:
try:
return self.method(request, **kwargs)
except RpcError as e:
raise coerce_rpc_error(e, exceptions_for_status)
@property
def name(self) -> str:
return self.method._method.decode() # type: ignore
class RpcStreamingMethod(Generic[T]):
def __init__(self, method: grpc.UnaryStreamMultiCallable):
self.method = method
def __call__(
self,
request: Message,
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
**kwargs,
) -> Generator[T, None, None]:
try:
yield from self.method(request, **kwargs)
except RpcError as e:
raise coerce_rpc_error(e, exceptions_for_status)
@property
def name(self) -> str:
return self.method._method.decode() # type: ignore
class RpcBidirectionalStreamingMethod(Generic[T]):
def __init__(self, method: grpc.StreamStreamMultiCallable):
self.method = method
def __call__(
self,
request: Iterable[Message],
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
**kwargs,
) -> Generator[T, None, None]:
try:
yield from self.method(request, **kwargs)
except RpcError as e:
raise coerce_rpc_error(e, exceptions_for_status)
@property
def name(self) -> str:
return self.method._method.decode() # type: ignore
def coerce_rpc_error(
e: RpcError, exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None
):
if isinstance(e, grpc.Call):
status = e.code()
if exceptions_for_status is not None and status in exceptions_for_status:
return exceptions_for_status[status]
elif status == grpc.StatusCode.UNIMPLEMENTED:
return NotImplementedError(e.details())
elif status == grpc.StatusCode.PERMISSION_DENIED:
return BeakerPermissionsError(e.details())
elif status == grpc.StatusCode.NOT_FOUND:
return BeakerNotFoundError(e.details())
elif status == grpc.StatusCode.INVALID_ARGUMENT:
return BeakerClientError(e.details())
elif status == grpc.StatusCode.INTERNAL:
if "RST_STREAM" in e.details():
return BeakerStreamConnectionClosedError(e.details())
else:
return BeakerServerError(e.details())
elif status == grpc.StatusCode.UNAVAILABLE:
return BeakerServerUnavailableError(e.details())
return e
class ServiceClient:
MAX_PAGE_SIZE = 50
def __init__(self, beaker: "Beaker"):
self.beaker = beaker
self._base_url = f"{self.config.agent_address}/api/{self.beaker.API_VERSION}"
@property
def config(self) -> Config:
return self.beaker.config
@property
def logger(self) -> logging.Logger:
return self.beaker.logger
@property
def service(self) -> beaker_pb2_grpc.BeakerStub:
return self.beaker.service
def http_request(
self,
resource: str,
method: str = "GET",
query: dict[str, Any] | None = None,
data: Any | None = None,
exceptions_for_status: dict[int, Exception] | None = None,
headers: dict[str, str] | None = None,
token: str | None = None,
base_url: str | None = None,
stream: bool = False,
timeout: float | tuple[float, float] | None = None,
) -> requests.Response:
def make_request(session: requests.Session) -> requests.Response:
# Build URL.
url = f"{base_url or self._base_url}/{resource}"
if query is not None:
url = url + "?" + urllib.parse.urlencode(query)
# Populate headers.
default_headers = {
"Authorization": f"Bearer {token or self.config.user_token}",
"Content-Type": "application/json",
"User-Agent": self.beaker.user_agent,
}
if headers is not None:
default_headers.update(headers)
# Validate request data.
request_data: str | bytes | io.BufferedReader | io.BytesIO | None = None
if isinstance(data, Message):
request_data = json.dumps(pb2_to_dict(data))
elif isinstance(data, dict):
request_data = json.dumps(data)
elif isinstance(data, (str, bytes, io.BufferedReader, io.BytesIO)):
request_data = data
elif data is not None:
raise TypeError(f"Unexpected type for 'data', got {type(data)}")
# Log request at DEBUG.
if isinstance(request_data, str):
self.logger.debug("SEND %s %s - %s", method, url, request_data)
elif isinstance(request_data, bytes):
self.logger.debug("SEND %s %s - %d bytes", method, url, len(request_data))
elif request_data is not None:
self.logger.debug("SEND %s %s - ? bytes", method, url)
else:
self.logger.debug("SEND %s %s", method, url)
# Make request.
response = getattr(session, method.lower())(
url,
headers=default_headers,
data=request_data,
stream=stream,
timeout=timeout or self.beaker.TIMEOUT,
)
# Log response at DEBUG.
if (
not stream
and self.logger.isEnabledFor(logging.DEBUG)
and len(response.content) < 1024
and response.text
):
self.logger.debug("RECV %s %s %s - %s", method, url, response, response.text)
else:
self.logger.debug("RECV %s %s %s", method, url, response)
status_code = response.status_code
try:
response.raise_for_status()
except requests.exceptions.HTTPError:
# Try parsing error message from the response
msg: str | None = None
if response.text:
try:
msg = json.loads(response.text)["message"]
except (TypeError, KeyError, json.JSONDecodeError):
pass
# HACK: sometimes Beaker doesn't use the right error code, so we try to guess based
# on the message.
if status_code == 400 and msg is not None and "already in use" in msg:
status_code = 409
if exceptions_for_status is not None and status_code in exceptions_for_status:
raise exceptions_for_status[status_code]
if msg is not None and status_code is not None and 400 <= status_code < 500:
# Raise a BeakerError if we're misusing the API (4xx error code).
if status_code == 403:
raise BeakerPermissionsError(msg)
else:
raise BeakerError(f"[code={status_code}] {msg}")
elif msg is not None:
raise HTTPError(msg, response=response) # type: ignore
elif status_code == 405:
raise BeakerClientError(f"[code={status_code}] method not allowed")
else:
raise
return response
if method in {"HEAD", "GET"}:
# We assume HEAD and GET calls won't modify state, so they're
# safe to retry for any recoverable error.
make_request = self._retriable()(make_request)
with self.beaker.http_session() as session:
return make_request(session)
def rpc_request(
self,
method: RpcMethod[T],
request: Message,
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
retriable: bool | None = None,
) -> T:
self.logger.debug("Calling unary-unary RPC method '%s'", method.name)
if retriable is None:
request_name = request.__class__.__name__
retriable = (
request_name.startswith("Get")
or request_name.startswith("List")
or request_name.startswith("Resolve")
)
method_to_call = self._retriable()(method) if retriable else method
return method_to_call(
request,
exceptions_for_status=exceptions_for_status,
metadata=self._rpc_call_metadata,
)
def rpc_paged_request(
self,
method: RpcMethod[T],
request: Message,
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
retriable: bool = True,
) -> Generator[T, None, None]:
self.logger.debug("Calling paged unary-unary RPC method '%s'", method.name)
method_to_call = self._retriable()(method) if retriable else method
response = method_to_call(
request, exceptions_for_status=exceptions_for_status, metadata=self._rpc_call_metadata
)
yield response
next_page_token = response.next_page_token # type: ignore
while next_page_token:
request.next_page_token = next_page_token # type: ignore
response = method_to_call(
request,
exceptions_for_status=exceptions_for_status,
metadata=self._rpc_call_metadata,
)
next_page_token = response.next_page_token # type: ignore
yield response
def rpc_streaming_request(
self,
method: RpcStreamingMethod[T],
request: Message,
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
) -> Generator[T, None, None]:
self.logger.debug("Calling unary-streaming RPC method '%s'", method.name)
yield from method(
request,
exceptions_for_status=exceptions_for_status,
metadata=self._rpc_call_metadata,
)
def rpc_bidirectional_streaming_request(
self,
method: RpcBidirectionalStreamingMethod[T],
request: Iterable[Message],
exceptions_for_status: dict[grpc.StatusCode, Exception] | None = None,
) -> Generator[T, None, None]:
self.logger.debug("Calling bidirectional-streaming RPC method '%s'", method.name)
yield from method(
request,
exceptions_for_status=exceptions_for_status,
metadata=self._rpc_call_metadata,
)
def resolve_org_id(self, org: str | pb2.Organization | None = None) -> str:
if isinstance(org, pb2.Organization):
return org.id
if org is None:
if self.config.default_org is not None:
org = self.config.default_org
elif self.config.default_workspace is not None and "/" in self.config.default_workspace:
org = self.config.default_workspace.split("/", 1)[0]
if org is None:
raise BeakerOrganizationNotSet(
"default organization not set, please specify the org name"
)
try:
return self.rpc_request(
RpcMethod[pb2.ResolveOrganizationNameResponse](
self.service.ResolveOrganizationName
),
pb2.ResolveOrganizationNameRequest(organization_name=org),
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerOrganizationNotFound(org)},
).organization_id
except BeakerOrganizationNotFound:
return org # this could be an org ID.
def resolve_user_id(self, user: str | pb2.User | None = None) -> str:
if isinstance(user, pb2.User):
return user.id
if user is None:
return self.beaker.user.get().id
try:
return self.rpc_request(
RpcMethod[pb2.ResolveUserNameResponse](self.service.ResolveUserName),
pb2.ResolveUserNameRequest(user_name=user),
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerUserNotFound(user)},
).user_id
except BeakerUserNotFound:
return user # this could be a user ID
def resolve_workspace_id(self, workspace: str | pb2.Workspace | None = None) -> str:
if isinstance(workspace, pb2.Workspace):
return workspace.id
if workspace is None:
if self._default_workspace_id is not None:
return self._default_workspace_id
else:
raise BeakerWorkspaceNotSet(
"'workspace' argument required since default workspace not set"
)
if "/" not in workspace:
return workspace
owner_name, workspace_name = workspace.split("/", 1)
return self.rpc_request(
RpcMethod[pb2.ResolveWorkspaceNameResponse](self.service.ResolveWorkspaceName),
pb2.ResolveWorkspaceNameRequest(owner_name=owner_name, workspace_name=workspace_name),
exceptions_for_status={grpc.StatusCode.NOT_FOUND: BeakerWorkspaceNotFound(workspace)},
).workspace_id
def resolve_image_id(self, image: str | pb2.Image) -> str:
if isinstance(image, pb2.Image):
return image.id
if "/" not in image:
return image
author_name, image_name = image.split("/", 1)
return self.rpc_request(
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
# TODO: currently there's no ResolveNodeName method.
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
# TODO: currently there's no ResolveGroupName method.
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
|