manifold-1.0-1b is an open-weight model from Naveen Mysore, released under llama3.2. Its published files total 1.1 MB.
Attention manifold checkpoint for LLaMA 3.2 1B Instruct. This model extends the standard transformer attention mechanism with learned manifold structures on the value path.
Model Card
Attention manifold checkpoint for LLaMA 3.2 1B Instruct. This model extends the standard transformer attention mechanism with learned manifold structures on the value path. The checkpoint contains the manifold parameters only — the base model weights are loaded from meta-llama/Llama-3.2-1B-Instruct. See the LLM Inspector for the full visualization and editing toolkit. Paper forthcoming.
Excerpt from the card by Naveen Mysore, licensed llama3.2.
Identity and Version
- Repository
- nmysore/manifold-1.0-1b
- Publisher
- Naveen Mysore
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 03e5abc89f00a2c2d30b2ddde67317d25c038a38
- First published
- 2026-09-28
- Last updated
- 2026-09-28
Files and Weights
5 files, 1.1 MB in total. The weights are 2 files totalling 1.1 MB in pt.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| calibration.pt | Weights | 562.7 KB | 5691f1c39c29 |
| formation.pt | Weights | 560.4 KB | f1a99c28b684 |
| prototype_curve_attention.py | Configuration | 13.5 KB | — |
| README.md | Documentation | 972 B | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- llama3.2
- Access
- Open weights, no gate
- Download size
- 1.1 MB
Released by Naveen Mysore through its official repository on Hugging Face.
Built From
- Derived from meta-llama/Llama-3.2-1B-Instruct
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 1.1 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About manifold-1.0-1b
What license is manifold-1.0-1b released under?
llama3.2, as its publisher declares it. Read the license text before commercial use.