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-0.62.6.tar.gz (1.2 MB view details)

Uploaded Source

Built Distribution

dbnd-0.62.6-py2.py3-none-any.whl (1.5 MB view details)

Uploaded Python 2 Python 3

File details

Details for the file dbnd-0.62.6.tar.gz.

File metadata

  • Download URL: dbnd-0.62.6.tar.gz
  • Upload date:
  • Size: 1.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.1 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.10

File hashes

Hashes for dbnd-0.62.6.tar.gz
Algorithm Hash digest
SHA256 3418a6abf7d5f2a3202279b160ed2cd0d7178185dc60eea9d117bb95882c565d
MD5 674c0587418ba641601b04e85991e079
BLAKE2b-256 c2fe212dd0d9ed4ab3f8a1cc461aabfce54bb359dc5017a9323b4cd3f7241346

See more details on using hashes here.

File details

Details for the file dbnd-0.62.6-py2.py3-none-any.whl.

File metadata

  • Download URL: dbnd-0.62.6-py2.py3-none-any.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.1 pkginfo/1.8.2 requests/2.27.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.10

File hashes

Hashes for dbnd-0.62.6-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 08406f5e63be4ab63454457c5db33534b8c00401c1144e4a74d1be8fc0ecdca9
MD5 8599913ca75b9637e103afce600b7b10
BLAKE2b-256 c997cabf984531b72bd72b35876654615eb90c1afbc1db5559c5c9b4719c5240

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