Source code for merlin.batch.job

# Copyright 2020 The Merlin Authors
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#      http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import client
from enum import Enum

from merlin.util import autostr


[docs]class JobStatus(Enum): PENDING = "pending" RUNNING = "running" TERMINATING = "terminating" TERMINATED = "terminated" COMPLETED = "completed" FAILED = "failed" FAILED_SUBMISSION = "failed_submission"
[docs]@autostr class PredictionJob: def __init__(self, job: client.PredictionJob, api_client: client.ApiClient): self._model_id = job.model_id self._version_id = job.version_id self._id = job.id self._name = job.name self._status = job.status self._api_client = api_client self._error = job.error @property def id(self) -> int: """ ID of prediction job :return: int """ return self._id @property def name(self) -> str: """ Prediction job name :return: str """ return self._name @property def status(self) -> JobStatus: """ Prediction job status :return: JobStatus """ return JobStatus(self._status) @property def error(self) -> str: """ Error message containing the reason of failed job :return: str """ return self._error
[docs] def stop(self): """ Stops a prediction job from running :return: """ job_client = client.PredictionJobsApi(self._api_client) job_client.models_model_id_versions_version_id_jobs_job_id_stop_put(model_id=self._model_id, version_id=self._version_id, job_id=self._id) j = self.refresh() return j
[docs] def refresh(self): """ Updates status of a prediction job :return: """ job_client = client.PredictionJobsApi(self._api_client) self._status = JobStatus( job_client.models_model_id_versions_version_id_jobs_job_id_get(model_id=self._model_id, version_id=self._version_id, job_id=self._id).status) return self