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feat: create batch with local ssd (#11895)
* feat: create batch with local ssd * adding tests * correct naming and logging * fix: according to comments * Update batch/create/create_with_ssd.py Co-authored-by: Maciej Strzelczyk <strzelczyk@google.com> * fix: remove redundant line after accepting suggestion * 🦉 Updates from OwlBot post-processor See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md --------- Co-authored-by: Maciej Strzelczyk <strzelczyk@google.com> Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com>
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# Copyright 2024 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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# [START batch_create_local_ssd_job] | ||
from google.cloud import batch_v1 | ||
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def create_local_ssd_job( | ||
project_id: str, region: str, job_name: str, ssd_name: str | ||
) -> batch_v1.Job: | ||
""" | ||
This method shows how to create a sample Batch Job that will run | ||
a simple command on Cloud Compute instances with mounted local SSD. | ||
Note: local SSD does not guarantee Local SSD data persistence. | ||
More details here: https://cloud.google.com/compute/docs/disks/local-ssd#data_persistence | ||
Args: | ||
project_id: project ID or project number of the Cloud project you want to use. | ||
region: 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/get-started#locations | ||
job_name: the name of the job that will be created. | ||
It needs to be unique for each project and region pair. | ||
ssd_name: name of the local ssd to be mounted for your Job. | ||
Returns: | ||
A job object representing the job created. | ||
""" | ||
client = batch_v1.BatchServiceClient() | ||
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# Define what will be done as part of the job. | ||
task = batch_v1.TaskSpec() | ||
runnable = batch_v1.Runnable() | ||
runnable.script = batch_v1.Runnable.Script() | ||
runnable.script.text = "echo Hello world! This is task ${BATCH_TASK_INDEX}. This job has a total of ${BATCH_TASK_COUNT} tasks." | ||
task.runnables = [runnable] | ||
task.max_retry_count = 2 | ||
task.max_run_duration = "3600s" | ||
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volume = batch_v1.Volume() | ||
volume.device_name = ssd_name | ||
volume.mount_path = f"/mnt/disks/{ssd_name}" | ||
task.volumes = [volume] | ||
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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() | ||
group.task_count = 4 | ||
group.task_spec = task | ||
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disk = batch_v1.AllocationPolicy.Disk() | ||
disk.type_ = "local-ssd" | ||
# The size of all the local SSDs in GB. Each local SSD is 375 GB, | ||
# so this value must be a multiple of 375 GB. | ||
# For example, for 2 local SSDs, set this value to 750 GB. | ||
disk.size_gb = 375 | ||
assert disk.size_gb % 375 == 0 | ||
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# Policies are used to define on what kind of virtual machines the tasks will run on. | ||
# The allowed number of local SSDs depends on the machine type for your job's VMs. | ||
# In this case, we tell the system to use "n1-standard-1" machine type, which require to attach local ssd manually. | ||
# Read more about local disks here: https://cloud.google.com/compute/docs/disks/local-ssd#lssd_disk_options | ||
policy = batch_v1.AllocationPolicy.InstancePolicy() | ||
policy.machine_type = "n1-standard-1" | ||
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attached_disk = batch_v1.AllocationPolicy.AttachedDisk() | ||
attached_disk.new_disk = disk | ||
attached_disk.device_name = ssd_name | ||
policy.disks = [attached_disk] | ||
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instances = batch_v1.AllocationPolicy.InstancePolicyOrTemplate() | ||
instances.policy = policy | ||
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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": "script"} | ||
# 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_create_local_ssd_job] | ||
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if __name__ == "__main__": | ||
import google.auth | ||
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PROJECT = google.auth.default()[1] | ||
REGION = "europe-west4" | ||
job = create_local_ssd_job(PROJECT, REGION, "ssd-job-batch", "local-ssd-0") | ||
print(job) |
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