Learnware-LAMDA/Learnware

Based on the learnware paradigm, the learnware package supports the entire process including the submission, usability testing, organization, identification, deployment, and reuse of learnwares. Simultaneously, this repository serves as Beimingwu's engine, supporting its core functionalities.

47
/ 100
Emerging

Implements a modular architecture with separate `Specification`, `Model`, `Reuse`, and `Market` components that generate statistical/semantic metadata for learnwares and support both single and ensemble deployment strategies. Provides automated isolation through model containers, data-free and data-dependent reuse strategies, and integrates with the Beimingwu platform via a dedicated network interface module for marketplace operations.

109 stars and 86 monthly downloads. No commits in the last 6 months. Available on PyPI.

Stale 6m
Maintenance 2 / 25
Adoption 13 / 25
Maturity 25 / 25
Community 7 / 25

How are scores calculated?

Stars

109

Forks

4

Language

Python

License

Apache-2.0

Last pushed

May 27, 2025

Monthly downloads

86

Commits (30d)

0

Dependencies

23

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/Learnware-LAMDA/Learnware"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.