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A Python Beaker client

Project description

Beaker-py

A lightweight pure-Python client for Beaker.

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Installing

Installing with pip

beaker-py is available on PyPI. Just run

pip install beaker-py

Installing from source

To install beaker-py from source, first clone the repository:

git clone https://github.com/allenai/beaker.git

Then create or activate a Python virtual environment, and run:

cd beaker/bindings/python
make dev-install

Quick start

If you've already configured the Beaker command-line client, beaker-py will find and use the existing configuration file (usually located at $HOME/.beaker/config.yml) or BEAKER_TOKEN environment variable.

Then you can instantiate the Beaker client with the .from_env() class method:

from beaker import Beaker

with Beaker.from_env() as beaker:
    ...

With the Python client, you can:

  • Query Clusters with beaker.cluster.* methods. For example:

    beaker.cluster.get("ai2/jupiter-cirrascale-2")
    
  • Manage Datasets with beaker.dataset.* methods. For example:

    beaker.dataset.create(dataset_name, source_dir)
    
  • Manage Experiments with beaker.experiment.* and beaker.workload.* methods. For example:

    beaker.experiment.create(spec=spec, name=name)
    
  • Manage Groups with beaker.group.* methods. For example:

    beaker.group.create(name)
    
  • Manage Images with beaker.image.* methods. For example:

    beaker.image.update(image, name=name)
    
  • Manage Secrets with beaker.secret.* methods. For example:

    beaker.secret.write(name, value)
    
  • Manage Workspaces with beaker.workspace.* methods. For example:

    beaker.workspace.create("ai2/new_workspace")
    
  • Track Jobs with beaker.job.* methods. For example:

    beaker.job.logs(job, follow=True)
    
  • Create and process Queues with beaker.queue.* methods. For example:

    beaker.queue.create("my-work-queue", batch_size=4)
    

If you're coming from v1 of beaker-py, consider reading the migration guide.

Example workflow

Launch and follow an experiment like beaker-gantry does:

import time
from beaker import Beaker, BeakerExperimentSpec, BeakerJobPriority


with Beaker.from_env() as beaker:
    # Build experiment spec...
    spec = BeakerExperimentSpec.new(
        description="beaker-py test run",
        beaker_image="petew/hello-world",
        priority=BeakerJobPriority.low,
        preemptible=True,
    )

    # Create experiment workload...
    workload = beaker.experiment.create(spec=spec)

    # Wait for job to be created...
    while (job := beaker.workload.get_latest_job(workload)) is None:
        print("waiting for job to start...")
        time.sleep(1.0)

    # Follow logs...
    print("Job logs:")
    for job_log in beaker.job.logs(job, follow=True):
        print(job_log.message.decode())

See the integration tests for more examples.

Development

After installing from source, you can run checks and tests locally with:

make checks

Releases

At the moment releases need to be published manually by following these steps:

  1. Ensure you've authenticated with PyPI through a ~/.pypirc file and have write permissions to the beaker-py project. The local ~/.pypirc file looks like:
[distutils]
index-servers = pypi

[pypi]
username = __token__
password = #beaker-py pypi API token from 1pass#
  1. Ensure the target release version defined in src/beaker/version.py is correct, or change the version on the fly by adding the Make argument BEAKER_PY_VERSION=X.X.X to the command in the next step.
  2. Ensure the CHANGELOG.md has a section at the top for the new release (## vX.X.X - %Y-%m-%d).
  3. Run make publish for a stable release or make publish-nightly for a nightly pre-release.

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