Simplifies interacting with Bailo programmatically

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for bailo from gravatar.com bailo

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License
  • Requires: Python >=3.10
  • Provides-Extra: mlflow , test
Classifiers
Report project as malware

Project description

Bailo Python Client

PyPI - Python Version PyPI - Version License Contributor Covenant

A lightweight, Python API wrapper for Bailo, providing streamlined programmatic access to its core functionality - designed for Data Scientists, ML Engineers, and Developers who need to integrate Bailo capabilities directly into their workflows.


Table of Contents
  1. Quickstart
  2. Documentation
  3. Development

Quickstart

Requires: Python 3.10 to 3.14

Installation

pip install bailo

Optional: enable integration with MLFlow for advanced model tracking:

pip install bailo[mlflow]

Basic Usage

from bailo import Client, Model

# Connect to Bailo server
client = Client("http://localhost:8080")

# Create a model
yolo = Model.create(
    client=client,
    name="YoloV4",
    description="You only look once!"
)

# Populate datacard using a predefined schema
yolo.card_from_schema("minimal-general-v10")

# Create a new release
my_release = yolo.create_release(
    version="0.1.0",
    notes="Beta"
)

# Upload a binary file to the release
with open("yolo.onnx") as f:
    my_release.upload("yolo", f)

Core Features

  • Upload and download model binaries
  • Manage Models & Releases
  • Handle Datacards & Schemas
  • Manage Schemas
  • Process Access Requests

Note: Certain collaborative actions (approvals, review threads, etc.) are best handled via the Bailo web interface.

Documentation

Full Python client documentation: Bailo Python Docs.

Building locally

Refer to backend/docs/README.md for local build steps.

Development

The following steps are only required for users who wish to extend or develop the Bailo Python client locally.

Python Setup

From within the lib/python directory:

python3 -m venv libpythonvenv
source libpythonvenv/bin/activate
pip install -e .[test]

Running Tests

To run the unit tests:

pytest

To run the integration tests (requires Bailo running on https://localhost:8080):

pytest -m integration

To run the mlflow integration tests (requires Bailo running on https://localhost:8080 and mlflow running on https://localhost:5050 e.g. via docker):

docker run -p 5050:5000 \
    "ghcr.io/mlflow/mlflow:v$(python -m pip show mlflow | awk '/Version:/ {print $2}')" \
    mlflow server --host 0.0.0.0 --port 5000

pytest -m mlflow

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for bailo from gravatar.com bailo

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License
  • Requires: Python >=3.10
  • Provides-Extra: mlflow , test
Classifiers

Release history Release notifications | RSS feed

This version

3.5.0

3.4.0

3.3.0

3.2.1

3.2.0

3.1.2

3.1.1

3.1.0

3.0.0

2.5.0

2.4.0

2.3.4

2.3.3

2.3.2

2.3.1

2.3.0

2.2.1

2.2.0

2.1.2

2.1.1

2.1.0

2.0.1

2.0.0

0.4.4

0.4.3

0.4.2

0.4.1

0.4.0

0.3.0

0.2.3

0.2.2

0.2.0

0.1.1

0.1.0

Download files

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

Source Distribution

bailo-3.5.0.tar.gz (25.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

bailo-3.5.0-py3-none-any.whl (31.3 kB view details)

Uploaded Python 3

File details

Details for the file bailo-3.5.0.tar.gz.

File metadata

  • Download URL: bailo-3.5.0.tar.gz
  • Upload date:
  • Size: 25.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for bailo-3.5.0.tar.gz
Algorithm Hash digest
SHA256 5f29c685f067152ae1c31dd61265f1fb81718eb675b02215bd56bb8055d3c3d5
MD5 2ceb4e7af50da62f973d8005f9e1b783
BLAKE2b-256 aa28acd412c1f216c1b865fe17f3e54dadbb89e221ecabf2f32df3b8c337f9c6

See more details on using hashes here.

Provenance

The following attestation bundles were made for bailo-3.5.0.tar.gz:

Publisher: python-publish.yml on gchq/Bailo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file bailo-3.5.0-py3-none-any.whl.

File metadata

  • Download URL: bailo-3.5.0-py3-none-any.whl
  • Upload date:
  • Size: 31.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for bailo-3.5.0-py3-none-any.whl
Algorithm Hash digest
SHA256 da14455e6046f7516d4fa0c38448b55b926dbeecec382adaf9c25db50dcf1f4c
MD5 282126c6fb37e6a0fa53673ff331dc64
BLAKE2b-256 fba250685a0e742ece80a387e71bf156a9667548684b0cc66f3ee8c64f19ac64

See more details on using hashes here.

Provenance

The following attestation bundles were made for bailo-3.5.0-py3-none-any.whl:

Publisher: python-publish.yml on gchq/Bailo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

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