DDRMate

DDRMate is an adaptive manga recommender designed to run on a Google Colab CPU runtime.

Recommendation model

DDRMate combines explicit metadata relations with user-specific online adaptation:

  • Tag
  • Artist
  • Artist collaboration
  • Parody / character / circle-group relations
  • Learned non-negative channel weights with prior shrinkage
  • Uncertainty-aware exploration jitter
  • READ_RATED-only artist residual
  • Sparse CPU-optimized reranking

Personal history

This repository contains no user recommendation history.

The public Colab notebook mounts the Drive account of the person running it and stores that person's profile at:

MyDrive/DDRMate/profiles/default.json.gz

Thus the public model bundle is shared, while recommendation history remains in each runner's own Drive.

Running the demo

Open DDRMate_public_demo_cpu_colab.ipynb in Google Colab and use the default CPU runtime.

The notebook downloads this public repository anonymously (token=False) and launches a Gradio page.

Notes

  • CPU runtime is supported; no GPU is required.
  • Public assets are user-independent.
  • Verify redistribution and commercial-use requirements of source-derived catalog metadata independently.
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