Skip to main content

Machine Learning Orchestration

Project description

pipeline status

PyPI - Downloads PyPI PyPI - Python Version PyPI - License Code style:

DBND

DBND an open source framework for building and tracking data pipelines. DBND is used for processes ranging from data ingestion, preparation, machine learning model training and production.

DBND includes a Python library, set of APIs, and CLI that enables you to collect metadata from your workflows, create a system of record for runs, and easily orchestrate complex processes.

DBND simplifies the process of building and running data pipelines from dbnd import task

from dbnd import task

@task
def say_hello(name: str = "databand.ai") -> str:
    value = "Hello %s!" % name
    return value

And makes it easy to track your critical pipeline metadata

from dbnd import log_metric, log_dataframe

log_dataframe("my_dataset", my_dataset)
log_metric("r2", r2)

Getting Started

See our documentation with examples and quickstart guides to get up and running with DBND.

The Latest and Greatest

For using DBND, we recommend that you work with a virtual environment like Virtualenv or Conda. Update to the latest and greatest:

pip install dbnd

If you would like access to our latest features, or have any questions, feedback, or contributions we would love to here from you! Get in touch through contact@databand.ai

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

dbnd-0.70.4.tar.gz (1.2 MB view details)

Uploaded Source

Built Distribution

dbnd-0.70.4-py2.py3-none-any.whl (1.6 MB view details)

Uploaded Python 2 Python 3

File details

Details for the file dbnd-0.70.4.tar.gz.

File metadata

  • Download URL: dbnd-0.70.4.tar.gz
  • Upload date:
  • Size: 1.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.8 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.3 CPython/3.9.11

File hashes

Hashes for dbnd-0.70.4.tar.gz
Algorithm Hash digest
SHA256 3e6250c8ac5541a151ed234f1f2f855717768e8f19c363ad57217bc3319cf213
MD5 097c52bbf67aeed6175dc71f7031dc6a
BLAKE2b-256 4871066ed42b9d0197361c45456d60a555315280993396a0d71f92341cebabc3

See more details on using hashes here.

File details

Details for the file dbnd-0.70.4-py2.py3-none-any.whl.

File metadata

  • Download URL: dbnd-0.70.4-py2.py3-none-any.whl
  • Upload date:
  • Size: 1.6 MB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.8 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.3 CPython/3.9.11

File hashes

Hashes for dbnd-0.70.4-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 fa7eb4ab4365fbaece1935ec607006929d380975f95e74b3648d773be88bb648
MD5 e395d364c78fb0d97f30cb0cbb604011
BLAKE2b-256 e5e687fb1731f41c18771a50ab277c5c02e034856fd5f536c8de0fbf4ad0156d

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page