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feat: Batch create job with custom status events sample (#12060)
* Add create_with_custom_status_events.py and update test_basics.py - Added new script to create jobs with custom events to describe job's runnables. - Modified test_basics.py to include tests for creating job with custom status events * Minor fixes * 🦉 Updates from OwlBot post-processor See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md * Updated requirements.txt for the new version of cloud-batch. --------- Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com>
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# Copyright 2022 Google LLC | ||
# | ||
# 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. | ||
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import google.auth | ||
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# [START batch_custom_events] | ||
from google.cloud import batch_v1 | ||
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def create_job_with_status_events( | ||
project_id: str, region: str, job_name: str | ||
) -> batch_v1.Job: | ||
""" | ||
This method shows the creation of a Batch job with custom status events which describe runnables | ||
Within the method, the state of a runnable is described by defining its display name. | ||
The script text is modified to change the commands that are executed, and barriers are adjusted | ||
to synchronize tasks at specific points. | ||
Args: | ||
project_id (str): project ID or project number of the Cloud project you want to use. | ||
region (str): name of the region you want to use to run the job. Regions that are | ||
available for Batch are listed on: https://cloud.google.com/batch/docs/locations | ||
job_name (str): the name of the job that will be created. | ||
It needs to be unique for each project and region pair. | ||
Returns: | ||
A job object representing the job created with additional runnables and custom events. | ||
""" | ||
client = batch_v1.BatchServiceClient() | ||
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# Executes a simple script that prints a message. | ||
runn1 = batch_v1.Runnable() | ||
runn1.display_name = "Script 1" | ||
runn1.script.text = "echo Hello world from Script 1 for task ${BATCH_TASK_INDEX}" | ||
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# Acts as a barrier to synchronize the execution of subsequent runnables. | ||
runn2 = batch_v1.Runnable() | ||
runn2.display_name = "Barrier 1" | ||
runn2.barrier = batch_v1.Runnable.Barrier({"name": "hello-barrier"}) | ||
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# Executes another script that prints a message, intended to run after the barrier. | ||
runn3 = batch_v1.Runnable() | ||
runn3.display_name = "Script 2" | ||
runn3.script.text = "echo Hello world from Script 2 for task ${BATCH_TASK_INDEX}" | ||
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# Executes a script that imitates a delay and creates a custom event for monitoring purposes. | ||
runn4 = batch_v1.Runnable() | ||
runn4.script.text = ( | ||
'sleep 30; echo \'{"batch/custom/event": "EVENT_DESCRIPTION"}\'; sleep 30' | ||
) | ||
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# Jobs can be divided into tasks. In this case, we have only one task. | ||
task = batch_v1.TaskSpec() | ||
# Assigning a list of runnables to the task. | ||
task.runnables = [runn1, runn2, runn3, runn4] | ||
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# We can specify what resources are requested by each task. | ||
resources = batch_v1.ComputeResource() | ||
resources.cpu_milli = 2000 # in milliseconds per cpu-second. This means the task requires 2 whole CPUs. | ||
resources.memory_mib = 16 # in MiB | ||
task.compute_resource = resources | ||
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task.max_retry_count = 2 | ||
task.max_run_duration = "3600s" | ||
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# Tasks are grouped inside a job using TaskGroups. | ||
# Currently, it's possible to have only one task group. | ||
group = batch_v1.TaskGroup() | ||
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group.task_count = 4 | ||
group.task_spec = task | ||
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# Policies are used to define on what kind of virtual machines the tasks will run on. | ||
# In this case, we tell the system to use "e2-standard-4" machine type. | ||
# Read more about machine types here: https://cloud.google.com/compute/docs/machine-types | ||
policy = batch_v1.AllocationPolicy.InstancePolicy() | ||
policy.machine_type = "e2-standard-4" | ||
instances = batch_v1.AllocationPolicy.InstancePolicyOrTemplate() | ||
instances.policy = policy | ||
allocation_policy = batch_v1.AllocationPolicy() | ||
allocation_policy.instances = [instances] | ||
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job = batch_v1.Job() | ||
job.task_groups = [group] | ||
job.allocation_policy = allocation_policy | ||
job.labels = {"env": "testing", "type": "container"} | ||
# We use Cloud Logging as it's an out of the box available option | ||
job.logs_policy = batch_v1.LogsPolicy() | ||
job.logs_policy.destination = batch_v1.LogsPolicy.Destination.CLOUD_LOGGING | ||
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create_request = batch_v1.CreateJobRequest() | ||
create_request.job = job | ||
create_request.job_id = job_name | ||
# The job's parent is the region in which the job will run | ||
create_request.parent = f"projects/{project_id}/locations/{region}" | ||
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return client.create_job(create_request) | ||
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# [END batch_custom_events] | ||
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if __name__ == "__main__": | ||
PROJECT_ID = google.auth.default()[1] | ||
REGION = "europe-west4" | ||
job_name = "test-job-name" | ||
job = create_job_with_status_events(PROJECT_ID, REGION, job_name) | ||
print(job) |
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google-cloud-batch==0.11.0 | ||
google-cloud-batch==0.17.22 | ||
google-cloud-logging==3.5.0 |
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