IdeaCredIdeaCred

alvaro-frank/3d-bpp

61

A production-grade Deep Reinforcement Learning project solving the 3D Bin Packing Problem. It features DQN and PPO agents, a custom Gym environment, MLOps integration with MLflow and DVC, and a FastAPI service for inference.

What's novel

A production-grade Deep Reinforcement Learning project solving the 3D Bin Packing Problem. It features DQN and PPO agents, a custom Gym environment, MLOps integration with MLflow and DVC, and a FastAPI service for inference.

Score Breakdown

Innovation
4 (25%)
Craft
62 (35%)
Traction
14 (15%)
Scope
59 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Unique Niche+1
Concept Novelty+2

Craft

Ci+5
Tests+3
Polish+0
Releases+0
Has License+5
Code Quality+12
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+5
Has Dependency Mgmt+5

Traction

Forks+6
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+8
Languages+5
Subsystems+5
Bloat Penalty+0
Completeness+7
Contributors+6
Authored Files+12
Readme Code Match+3
Architecture Depth+5
Implementation Depth+8

Evidence

Commits

116

Contributors

2

Files

35

Active weeks

17

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

3

Forks

1

License

MIT