Instructions to use HEART77/OPSD with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use HEART77/OPSD with PEFT:
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- Notebooks
- Google Colab
- Kaggle
OPSD
147 formal LoRA adapters and frozen-v3 evaluation reports.
Training completed before evaluation; all 162 inference jobs and 64,800 record evaluations completed before publication.
Test dataset: HEART77/vigil-frozen-v3-test, revision ba161c6fbb2829631ac9fef67ea296f0c4c1fbc4.
See reports/frozen_v3/RESULTS.md, summary.json, and provenance/protocol.json. Test images, manifests, and raw per-item predictions remain in private storage.
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