---
license: apache-2.0
base_model: jarrelscy/GLM-5.2-NVFP4-AQLM-hybrid
tags:
  - glm
  - glm-5.2
  - abliterated
  - vision
  - nvfp4
  - aqlm
  - dgx-spark
pipeline_tag: image-text-to-text
---

# GLM-5.2 NVFP4+AQLM Abliterated Vision

Drop-in **abliterated + vision** weights for the
[MiaAI-Lab 3× DGX Spark recipe](https://github.com/MiaAI-Lab/GLM-5.2-NVFP4-AQLM-Triple-DGX-Sparks).

## Construction

| Piece | Source |
|---|---|
| Text + vision hybrid base | `jarrelscy/GLM-5.2-NVFP4-AQLM-hybrid` @ `53e0082eedebd806b63e19779c47905937d768ca` |
| Abliteration donor | `jacklarmer/GLM-5.2-Abliterated-MXFP8-NVFP4-NF3-Hybrid` |
| Method | **Tensor transplant** of BF16 `self_attn.o_proj.weight` for layers **13–77** (65 tensors; 62 differed from base) |
| Vision tower + projector | **Byte-identical** to the jarrelscy / Baseten vision hybrid (untouched) |

No re-quantization: `o_proj` is BF16 `[6144, 16384]` on both base and donor.

## Intended serve stack

- Hardware: **3× NVIDIA DGX Spark** (GB10 / sm_121 / aarch64)
- Image: `ghcr.io/miaai-lab/glm-5.2-nvfp4-triple-dgx-sparks:k12l1-vision`
- Launcher: MiaAI-Lab `./start.sh` with `MM_ENCODER_TP_MODE=data`, TP=3
- Playbook: https://github.com/FlyCockpit/GLM-5.2-Abliterated-Vision-3x-DGX-Sparks

## Warning

This model has **reduced refusal behavior** relative to the stock hybrid.
You are responsible for lawful use and your own evaluation.

## License

Packaging Apache-2.0. Base hybrid, vision components, and upstream GLM-5.2
weights retain their original licenses/terms (see jarrelscy / DeepSeek-adjacent
upstream cards). Apache-2.0 is used for this packaging where compatible with
those terms.

## Credits

- MiaAI-Lab triple-Spark recipe
- jarrelscy NVFP4+AQLM hybrid + vision graft
- jacklarmer abliterated donor
- Baseten / community MoonViT vision path