---
license: apache-2.0
base_model:
- Txoka/Credence-v1-Gemma4-E4B
tags:
- ollaya
- gguf
- llama.cpp
- decision-model
- system-one
pipeline_tag: text-classification
---

# credence for Ollaya

[Ollaya](https://github.com/ollaya-dev/ollaya) package of **[Txoka/Credence-v1-Gemma4-E4B](https://huggingface.co/Txoka/Credence-v1-Gemma4-E4B)** by Txoka.
Ollaya runs open decision models locally, the way Ollama runs LLMs: typed questions in,
calibrated answers out, behind a TypeSafe-compatible API.

```sh
ollaya run credence
```

## What is in this repository

This repository holds only the files Ollaya derives, with no weights. The model is the authors' own GGUF
file: `ollaya pull` downloads it from their repository, unmodified and pinned to a commit, verifies its
sha256, and Ollaya runs it on llama.cpp.

| Tag | The authors' GGUF | Files |
|---|---|---|
| `credence:e4b` | [Txoka/Credence-v1-Gemma4-E4B@7d5ffc8](https://huggingface.co/Txoka/Credence-v1-Gemma4-E4B/tree/7d5ffc84145f34a3a76f7074e8c70bf1c1efce56) `accuracy/model-Q8_0.gguf` | `e4b/decision.json`, `e4b/calibration.json` |
| `credence:e4b-calibrated` | [Txoka/Credence-v1-Gemma4-E4B@7d5ffc8](https://huggingface.co/Txoka/Credence-v1-Gemma4-E4B/tree/7d5ffc84145f34a3a76f7074e8c70bf1c1efce56) `calibrated/model-Q8_0.gguf` | `e4b-calibrated/decision.json`, `e4b-calibrated/calibration.json` |
| `credence:e4b-vision` | [Txoka/Credence-v1-Gemma4-E4B@7d5ffc8](https://huggingface.co/Txoka/Credence-v1-Gemma4-E4B/tree/7d5ffc84145f34a3a76f7074e8c70bf1c1efce56) `accuracy/model-Q8_0.gguf` + [EldanRing/Winnow-E4B@734302f](https://huggingface.co/EldanRing/Winnow-E4B/tree/734302fe5fbfeb3f21a7ece62653c9539be4aaf3) `gguf/mmproj-Winnow-E4B.gguf` | `e4b-vision/decision.json`, `e4b-vision/calibration.json` |
| `credence:e4b-calibrated-vision` | [Txoka/Credence-v1-Gemma4-E4B@7d5ffc8](https://huggingface.co/Txoka/Credence-v1-Gemma4-E4B/tree/7d5ffc84145f34a3a76f7074e8c70bf1c1efce56) `calibrated/model-Q8_0.gguf` + [EldanRing/Winnow-E4B@734302f](https://huggingface.co/EldanRing/Winnow-E4B/tree/734302fe5fbfeb3f21a7ece62653c9539be4aaf3) `gguf/mmproj-Winnow-E4B.gguf` | `e4b-calibrated-vision/decision.json`, `e4b-calibrated-vision/calibration.json` |

Each tag has `decision.json` (the prompt, the option labels Ollaya reads and llama.cpp's settings) and
`calibration.json` (temperatures). A vision tag also pulls the vision projector the table names, unmodified from its author's repository, which reads the images.

## Parity

Ollaya's runner matches stock llama-server of the pinned build (b11146) on the same GGUF and the same device: 505/505 decisions for both checkpoints, option logits within 7.6e-6, on the x86-64 CPU and an RTX 4070 (the contributor) and an RTX 4090 (Ollaya); the vision tags also match it on images.

## License

Same as the upstream model (Apache-2.0). Ollaya itself is Apache-2.0.