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-0.32.9.tar.gz (999.1 kB view details)

Uploaded Source

Built Distribution

dbnd-0.32.9-py2.py3-none-any.whl (1.3 MB view details)

Uploaded Python 2 Python 3

File details

Details for the file dbnd-0.32.9.tar.gz.

File metadata

  • Download URL: dbnd-0.32.9.tar.gz
  • Upload date:
  • Size: 999.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.6.1 requests/2.25.1 setuptools/51.0.0 requests-toolbelt/0.9.1 tqdm/4.55.1 CPython/3.6.12

File hashes

Hashes for dbnd-0.32.9.tar.gz
Algorithm Hash digest
SHA256 6c8bb375b49e20a66ad252d45592c4c89e4cd5c8026481f350f54bdfd67e241f
MD5 d019eb6b4c6e712288578249daf85e94
BLAKE2b-256 ffc7daa066a9c8723bc52473705893c8480f659e03156b53e043807b459ec5f7

See more details on using hashes here.

File details

Details for the file dbnd-0.32.9-py2.py3-none-any.whl.

File metadata

  • Download URL: dbnd-0.32.9-py2.py3-none-any.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.6.1 requests/2.25.1 setuptools/51.0.0 requests-toolbelt/0.9.1 tqdm/4.55.1 CPython/3.6.12

File hashes

Hashes for dbnd-0.32.9-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 ce64e4283dad6f9995bd69b067a6068b5957299ee6b122dc3bf74b5d4e83cd92
MD5 276c6301802e4efc0b294a872c967596
BLAKE2b-256 2a6e346daf8373f67c84826cf38ca53efff6d7a419b941ba56e7c99d314d0166

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