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-1.0.6.14.tar.gz (855.3 kB view details)

Uploaded Source

Built Distribution

dbnd-1.0.6.14-py2.py3-none-any.whl (1.1 MB view details)

Uploaded Python 2 Python 3

File details

Details for the file dbnd-1.0.6.14.tar.gz.

File metadata

  • Download URL: dbnd-1.0.6.14.tar.gz
  • Upload date:
  • Size: 855.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.9.13

File hashes

Hashes for dbnd-1.0.6.14.tar.gz
Algorithm Hash digest
SHA256 4ca4c9c020e26076b9205ab848a7761db0e5de89b5f43c0409ffc0e6e3b96bac
MD5 87cbb7bf33ebf67b331414c9e8154fde
BLAKE2b-256 9960abae8481561e11847795f40caea4089217764e15d6705025ab33404dc63a

See more details on using hashes here.

File details

Details for the file dbnd-1.0.6.14-py2.py3-none-any.whl.

File metadata

  • Download URL: dbnd-1.0.6.14-py2.py3-none-any.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.9.13

File hashes

Hashes for dbnd-1.0.6.14-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 9c1ab8810cee11bcebf2a3887646da828c71a7e44996c0b3858a166be0be698f
MD5 daec32f4bfe719d60dbbe3e7f927fde8
BLAKE2b-256 1f31e31fc9690e7297c1a82a8eaee5f24a546830c0693a5b800004704958588e

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