soopervisor 0.9.3

No project description provided

Soopervisor

Tip: Deploy AI apps for free on Ploomber Cloud!

Soopervisor runs Ploomber pipelines for batch processing (large-scale training or batch serving) or online inference.

pip install soopervisor

Check out the documentation to learn more.

Compatible with Python 3.7 and higher.

Supported platforms

• Batch serving and large-scale training:

  • Airflow

  • Argo/Kubernetes

  • AWS Batch

  • Kubeflow

  • SLURM

• Online inference:

  • AWS Lambda

From notebook to a production pipeline

We also have an example that shows how to use our ecosystem of tools to go from a monolithic notebook to a pipeline deployed in Kubernetes.

Usage

Say that you want to train multiple models in a Kubernetes cluster, you may create a new target environment to execute your pipeline using Argo Workflows:

soopervisor add training --backend argo-workflows

After filling in some basic configuration settings, export the pipeline with:

soopervisor export training

Depending on the selected backend (Argo, Airflow, AWS Batch, or AWS Lambda), configuration details will change, but the API remains the same: soopervisor add, then soopervisor export.

About Ploomber

Ploomber is a big community of data enthusiasts pushing the boundaries of Data Science and Machine Learning tooling.

Whatever your skillset is, you can contribute to our mission. So whether you’re a beginner or an experienced professional, you’re welcome to join us on this journey!

Click here to know how you can contribute to Ploomber.

CHANGELOG

0.9.3 (2024-09-18)

• Removes telemetry

0.9.2 (2023-07-18)

• Replaces @requires import to use ploomber_core instead of ploomber

0.9.1 (2022-10-24)

• Adds –skip-docker argument in soopervisor export to skip docker build (#103)

• Optimizes the generated AWS Batch Dockerfile so dependencies are only installed when the requirements are modified

• Allows using multiple requirements.txt files, generating one Docker image for each one (#86)

0.9 (2022-10-03)

• Allows execution of single tasks via soopervisor export --task {task-name}

• Allowing to bundle custom libraries via lib/ in docker image (#87)

• Fixes DAG loading when passing the --lazy argument in pipelines with a File client (#105)

• Display warning if source code contains file over 10MB (#81)

• Drop support for Python 3.6

0.8 (2022-06-09)

• Dropping support for Python 3.6

• Adds task_resources to AWS Batch

• AWS Batch exporter now generates a unique job definition name on each submission

• Adds --lazy option to soopervisor export

• Pass custom arguments to docker build with environment variable DOCKER_ARGS

0.7.2 (2022-02-14)

• Fixes an error that caused soopervisor export to fail due to non-serializable object

0.7.1 (2022-02-13)

Important: We detected a problem with this release when running soopervisor export. Please use 0.7.2

• Fixes error that caused docker image building to fail if the repository didn’t have a version

0.7 (2022-01-31)

Important: We detected a problem with this release when running soopervisor export. Please use 0.7.2

• Improves CLI documentation

• Adds --git-ignore to documentation

• Various documentation improvements

• Changes short version of --until-build to -u

• Adds “Task Communication” user guide

• Display warnings if passing CLI options that do not apply to SLURM

• SLURM exporter raises error if sbatch isn’t installed

• Showing a warning if source dist is >5MB (#53)

• soopervisor add adds a default exclude value by extracting product paths from pipeline.yaml

• Copying user settings when generating the Docker image

• Experimental Kubeflow integration

• Airflow integration allows to choose between BashOperator, KubernetesPodOperator, and DockerOperator using --preset

• Many modules and test cases re-written for better code quality and maintainability

0.6.1 (2022-01-16)

• Fixes output message after exporting to Argo

• Adds flag to source.copy to ignore git

• soopervisor export raises and error if git isn’t tracking any files

• Adds --git-ignore to soopervisor export

0.6 (2022-01-04)

• Adds support for SLURM

• AirflowExporter uses KubernetesPodOperator by default (#33)

• Simplified Airflow and Argo/k8s tutorials

0.5.2 (2022-01-02)

• Clearer error message when pending git commit

• Clearer error message when the user does not change docker repository default value (#29)

• Argo spec sets imagePullPolicy to Never if repository is null

• Documents Kubernetes/Argo configuration schema

• General documentation improvements

0.5.1 (2021-07-26)

• Better error message when lock files do not exist

• Documentation note on when using shared disks (must pass --skip-tests)

• Adds build as a dependency

• Check for lock files before creating soopervisor.yaml

• Fixes docker.build issue that caused a pipeline.yaml to be used even when the environment required one with another name

• Fixes error that caused AWS batch args to be passed as a single str

0.5 (2021-07-09)

• load_tasks tries to initialize a spec matching the target env name (e.g., training target looks for pipeline.train.yaml

• Compatibility fixes with Ploomber (requires >=0.12.1)

• Fixes an error that caused Dockerfile to include a line to install project as a package even if there was no setup.py file

0.4.2 (2021-06-04)

• Adds exclude to ignore files/directories from docker image

• Adds user guide section to documentation

0.4.1 (2021-05-31)

• Adds --mode option to soopervisor export

• Batch export stops if there are no tasks to execute

• Adds --skip-tests option to skip tests before submitting

0.4 (2021-05-22)

Important: Soopervisor was re-written. Some modules were deprecated and the API changed. This new architecture allows us to greatly simplify user experience and easily incorporate more platforms in the future.

• New CLI

• New documentation

• New (simplified) soopervisor.yaml configuration schema

• Support for non-packaged projects (i.e., the ones without a setup.py file)

• Support for AWS Batch

• Support for AWS Lambda

• Argo Workflows integration builds a docker image

• Airflow integration produces a DAG with DockerOperator tasks

• Deprecates build module

• Deprecates script module

• Deprecates Box integration

0.3.4 (2021-04-18)

• Export projects compatible with ploomber.OnlineModel to AWS Lambda

• Allow initialization from empty soopervisor.yaml

0.3.3 (2021-03-07)

• Support to pass extra cli args to ploomber task (via args in soopervisor.yaml) when running in Argo and Airflow

0.3.2 (2021-02-13)

• Adds --root arg to soopervisor export-airflow to select an alternative project’s root

• Determines default entry point using Ploomber’s API to allow automated discovery of pipeline.yaml in package layouts (e.g. src/package/pipeline.yaml)

0.3.1 (2021-02-11)

• Changes to the Airflow generated DAG

• Fixes a bug when initializing configuration from projects whose root is not the current directory

0.3 (2021-01-24)

• env.airflow.yaml optional when exporting to Airflow (#17)

• Validating exported argo YAML spec

• Output argo YAML spec displays script in literal mode to make it readable

• Fixed extra whitespace in generated script

• Refactors ArgoMountedVolume to provide flexibility for different types of k8s volumes

• Adds section in the documentation to run examples using minikube

• Adds a few echo statements to generated script to provide better status feedback

0.2.2 (2020-11-21)

• Adds ability to skip dag loading during project validation

• Box uploader imported only if needed

• Exposes option to skip dag loading from the CLI

0.2.1 (2020-11-20)

• Adds Airflow DAG export

• Adds Argo/Kubernetes DAG export

• Support for uploading products to Box

0.2 (2020-10-15)

• Adds DockerExecutor

• Products are saved in a folder with the name of the current commit by default

• Conda environments are created locally in a .soopervisor/ folder

• Conda environments are cached by default

• Ability to customize arguments to ploomber build

0.1 (2020-08-09)

• First release