mlflow--mlflow
wehub-resource-sync
122 行
3.5 KiB
Python
122 行
3.5 KiB
Python
import json
|
|
from typing import Any
|
|
|
|
from mlflow.entities._job_status import JobStatus
|
|
from mlflow.entities._mlflow_object import _MlflowObject
|
|
from mlflow.utils.workspace_utils import resolve_entity_workspace_name
|
|
|
|
|
|
class Job(_MlflowObject):
|
|
"""
|
|
MLflow entity representing a Job.
|
|
"""
|
|
|
|
def __init__(
|
|
self,
|
|
job_id: str,
|
|
creation_time: int,
|
|
job_name: str,
|
|
params: str,
|
|
timeout: float | None,
|
|
status: JobStatus,
|
|
result: str | None,
|
|
retry_count: int,
|
|
last_update_time: int,
|
|
workspace: str | None = None,
|
|
status_details: dict[str, Any] | None = None,
|
|
):
|
|
super().__init__()
|
|
self._job_id = job_id
|
|
self._creation_time = creation_time
|
|
self._job_name = job_name
|
|
self._params = params
|
|
self._timeout = timeout
|
|
self._status = status
|
|
self._result = result
|
|
self._retry_count = retry_count
|
|
self._last_update_time = last_update_time
|
|
self._workspace = resolve_entity_workspace_name(workspace)
|
|
self._status_details = status_details
|
|
|
|
@property
|
|
def job_id(self) -> str:
|
|
"""String containing job ID."""
|
|
return self._job_id
|
|
|
|
@property
|
|
def creation_time(self) -> int:
|
|
"""Creation timestamp of the job, in number of milliseconds since the UNIX epoch."""
|
|
return self._creation_time
|
|
|
|
@property
|
|
def job_name(self) -> str:
|
|
"""
|
|
String containing the static job name that uniquely identifies the decorated job function.
|
|
"""
|
|
return self._job_name
|
|
|
|
@property
|
|
def params(self) -> str:
|
|
"""
|
|
String containing the job serialized parameters in JSON format.
|
|
For example, `{"a": 3, "b": 4}` represents two params:
|
|
`a` with value 3 and `b` with value 4.
|
|
"""
|
|
return self._params
|
|
|
|
@property
|
|
def timeout(self) -> float | None:
|
|
"""
|
|
Job execution timeout in seconds.
|
|
"""
|
|
return self._timeout
|
|
|
|
@property
|
|
def status(self) -> JobStatus:
|
|
"""
|
|
One of the values in :py:class:`mlflow.entities._job_status.JobStatus`
|
|
describing the status of the job.
|
|
"""
|
|
return self._status
|
|
|
|
@property
|
|
def result(self) -> str | None:
|
|
"""String containing the job result or error message."""
|
|
return self._result
|
|
|
|
@property
|
|
def parsed_result(self) -> Any:
|
|
"""
|
|
Return the parsed result.
|
|
If job status is SUCCEEDED, the parsed result is the
|
|
job function returned value
|
|
If job status is FAILED, the parsed result is the error string.
|
|
Otherwise, the parsed result is None.
|
|
"""
|
|
if self.status == JobStatus.SUCCEEDED:
|
|
return json.loads(self.result)
|
|
return self.result
|
|
|
|
@property
|
|
def retry_count(self) -> int:
|
|
"""Integer containing the job retry count"""
|
|
return self._retry_count
|
|
|
|
@property
|
|
def last_update_time(self) -> int:
|
|
"""Last update timestamp of the job, in number of milliseconds since the UNIX epoch."""
|
|
return self._last_update_time
|
|
|
|
@property
|
|
def workspace(self) -> str | None:
|
|
"""Workspace associated with this job."""
|
|
return self._workspace
|
|
|
|
@property
|
|
def status_details(self) -> dict[str, Any] | None:
|
|
"""Job status details containing other runtime information."""
|
|
return self._status_details
|
|
|
|
def __repr__(self) -> str:
|
|
return f"<Job(job_id={self.job_id}, job_name={self.job_name}, workspace={self.workspace})>"
|