gbatchkit-python

Google Cloud Platform Batch Kit (GBK)

Why GBatchKit?

GCP Batch is a powerful serverless computing platform. gbatchkit provides lightweight tools to use Batch more effectively.

Key features:

Create a straightforward job easily. This will run my-script.py in the given container on Batch.

container_uri = "container_uri"
runnable = ContainerRunnable(
  image_uri=container_uri,
  entrypoint="python",
  commands=["my-script.py"]
)
task_count = 1
job = create_standard_job(region, compute_config, task_count, [runnable])
submit_job(job, "my_unique_job_id", region)

Also supports:
- Customize the service_account and network_interface used to run the job.
- Allocate a persistent disk for temp files.
- Add dependency to other jobs (GCP Batch public preview feature).

Create multi-task jobs (for one or multiple runnables).

Uses Google Cloud Storage to store task arguments.

task_arguments = [{"a": 1, "b": 2}, {"a": 3, "b": 4}]
job = create_standard_job(region, compute_config, len(task_arguments), runnable)
working_directory = "gs://a-bucket/a-directory/jobs"
prepare_multitask_job(job, working_directory, tasks=task_arguments)
submit_job(job, "my_unique_job_id", region)

Supports different arguments per runnable. In this example, the 1st runnable python script takes arguments a and b and the second runnable python script takes arguments c and d. Note that Batch requires all runnables to have the same number of tasks.

container_uri = "container_uri"
runnable1 = ContainerRunnable(
  image_uri=container_uri,
  entrypoint="python",
  commands=["script1.py"]
)
runnable2 = ContainerRunnable(
  image_uri=container_uri,
  entrypoint="python",
  commands=["script2.py"]
)
task_arguments = [
  [{"a": 1, "b": 2}, {"a": 3, "b": 4}],
  [{"c": 1, "d": 2}, {"c": 3, "d": 4}],
]

job = create_standard_job(region, compute_config, task_count=2, runnables=[runnable1, runnable2])
working_directory = "gs://a-bucket/a-directory/jobs"
prepare_multitask_job(job, working_directory, tasks=task_arguments)

submit_job(job, "my_unique_job_id", region)

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