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overture-serverless

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Base class for portable, framework-agnostic "job" classes, plus the Airflow-facing backends that launch them. A published package that gets installed at run time wherever a job actually executes, and provides the contract your job subclasses.

It contains:

  • ServerlessPythonJob — abstract base class your jobs subclass (execute_job()), with parameter parsing (get_param()) and logging (log()). Plain Python, no cloud dependencies — runs identically on any backend or on your laptop.
  • backends.fargate — the AWS ECS Fargate backend. Requires the fargate extra (pip install overture-serverless[fargate]), which pulls in apache-airflow and apache-airflow-providers-amazon; the base install stays dependency-free since ServerlessPythonJob runs inside the job container, not inside Airflow.
    • serverless_python_task_group — an Airflow TaskGroup factory that runs a job on AWS ECS Fargate.
    • fargate_task_group — the generic Fargate lifecycle layer serverless_python_task_group is built on: register → run → teardown for any container image and command, with no pip-install or module-dispatch assumptions.

Writing a job

from overture_serverless.job import ServerlessPythonJob


class CollectionJob(ServerlessPythonJob):
    def execute_job(self) -> None:
        path = self.get_param("input_path")
        self.log(f"Processing {path}")
        # ... your logic

Testing locally

cd packages/overture_serverless
uv run python -c "
from overture_serverless.job import ServerlessPythonJob

class ExampleJob(ServerlessPythonJob):
    def execute_job(self) -> None:
        self.log(self.get_param('input_path'))

ExampleJob().run('{\"input_path\": \"s3://...\"}')
"

Launching a job on Fargate

serverless_python_task_group builds an Airflow TaskGroup that provisions an ECS Fargate task, runs your job's runner container, and tears the task definition down afterward. It has no opinion on your AWS account's VPC layout, IAM roles, or container registry — you resolve those and pass them in:

from overture_serverless.backends.fargate import serverless_python_task_group

collect = serverless_python_task_group(
    group_id="collection_job",
    module_name="overture_addresses.collect",
    class_name="CollectionJob",
    python_packages="overture-addresses",
    task_role_arn=my_resolved_role_arn,  # e.g. via STS in your own DAG code
    network_config=my_ecs_network_config,  # ECS `networkConfiguration` dict
    image_uri=my_resolved_runner_image_uri,  # e.g. from your own ECR-URI builder
    codeartifact_owner="123456789012",  # AWS account that owns your CodeArtifact domain
    ecs_task_builder_factory=MyEcsTaskBuilder,  # your register/run/teardown builder
)

See the serverless_python_task_group docstring for the full parameter list (sizing presets, CodeArtifact coordinates, retries, etc.).

Launching any container on Fargate

If your image is pre-baked and doesn't need the pip-install runner contract (e.g. it's invoked by subcommand), use the generic lifecycle layer directly. It owns the same register → run → teardown scaffolding and CPU/memory sizing validation, but takes a plain image + command/environment:

from overture_serverless.backends.fargate import fargate_task_group

diff = fargate_task_group(
    group_id="bundle_diff",
    family="bundle-diff",  # ECS task-definition family name
    image_uri=my_resolved_image_uri,
    command=["diff", "--bundle", "s3://..."],  # optional containerOverrides command
    environment={"LOG_LEVEL": "info"},  # optional env vars
    task_role_arn=my_resolved_role_arn,
    network_config=my_ecs_network_config,
    ecs_task_builder_factory=MyEcsTaskBuilder,
)

serverless_python_task_group is a thin wrapper over this construct.

Publishing

See PACKAGE_VERSIONING.md for how a version bump here turns into a PyPI release.

Metadata

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