---
license: mit
license_link: https://huggingface.co/zai-org/GLM-5.3-Flash
language:
  - en
  - zh
tags:
  - glm
  - glm-5.3
  - glm-5.3-flash
  - abliterated
  - uncensored
  - moe
  - mlx
  - mlx-vlm
  - omlx
  - oq
  - apple-silicon
  - dual-ane
  - speculative-decoding
  - anchored-tensors
  - multimodal
base_model: Vontra/GLM-5.3-Flash-MLX-oQ4-MTP
base_model_relation: finetune
library_name: mlx
pipeline_tag: image-text-to-text
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  ## Responsible Use Agreement

  This model has had safety refusals removed. That makes it useful for red-teaming, security research, evaluation, and unfiltered assistant tasks — and also removes guardrails a user must therefore supply themselves.

  **Prohibited uses (you must agree before access is granted):**

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  - Generation of material that is illegal in your jurisdiction, or that targets real individuals for harassment, doxxing, or fraud.
  - Any use prohibited by the upstream Z.AI / GLM MIT license.

  You are responsible for adding appropriate safety filtering, human review, and access controls for your deployment. The weights are provided as-is, with no warranty. The license is inherited from the upstream Z.AI GLM-5.3-Flash MIT license — review and comply with it before use or redistribution.
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---

# keys-Mac-oMLX-0.6.3.2RC-Dual-ANE-GLM-5.3-Flash-Abliterated-oQ4

Abliterated **Vontra GLM-5.3-Flash MLX oQ4** for Mac Studio oMLX **0.6.3rc2** Dual-ANE. Same Dealign `o_proj` L15–45 transplant as the Spark NVFP4 pack — **L0–14 stay stock**, MTP included.

See **[RESPONSIBLE_USE.md](./RESPONSIBLE_USE.md)** and the gate form above. Access is **gated with automatic approval** after you agree.

| | |
|--|--|
| **HF (these weights)** | https://huggingface.co/drowzeys/keys-Mac-oMLX-0.6.3.2RC-Dual-ANE-GLM-5.3-Flash-Abliterated-oQ4 |
| **GitHub (oMLX Dual-ANE recipe)** | https://github.com/drowzeys/keys-Mac-oMLX-0.6.3.2RC-Dual-ANE-GLM-5.3-Flash-Abliterated-oQ4 |
| **Spark NVFP4 cousin (same ablit)** | [HF](https://huggingface.co/drowzeys/keys-GLM-5.3-Flash-NVFP4-ablit-l15-45-anchorstock) · [GitHub](https://github.com/drowzeys/keys-GLM-5.3-Flash-NVFP4-ablit-l15-45-anchorstock) |
| **Stock oQ4 parent** | [`Vontra/GLM-5.3-Flash-MLX-oQ4-MTP`](https://huggingface.co/Vontra/GLM-5.3-Flash-MLX-oQ4-MTP) |
| **Ablit source (`o_proj` L15–45)** | [`dealignai/GLM-5.3-Flash-UNCENSORED-NVFP4`](https://huggingface.co/dealignai/GLM-5.3-Flash-UNCENSORED-NVFP4) |
| **Upstream** | [`zai-org/GLM-5.3-Flash`](https://huggingface.co/zai-org/GLM-5.3-Flash) |
| **Ablit** | L15–45 `self_attn.o_proj` as **BF16** (31 tensors, includes MTP) · L0–14 affine oQ4 stock |
| **Gate** | **32/32 bypass, 0 refuse, 0 garble** |
| **Decode (M3 Ultra 256 GB, oMLX 0.6.3rc2)** | **~24 tok/s** (192-token gens 22.7–25.0; 128-token 23.4 / 23.9). Stock oQ4 on the same box: **26.4 tok/s**. |

These weights have safety refusals removed. Research / red-team only — you supply the guardrails.

## What changed vs Vontra oQ4

Blackfrost-style rank-1 projection + affine requant stayed at **19/32** on this quant. The Spark 32/32 dest is a **byte-copy of Dealign `o_proj`**. On MLX we do **not** requantize those tensors: they land as BF16 `nn.Linear` weights (`model-ablit-oproj-l15-45.safetensors`). Experts, vision, QKV, and L0–14 `o_proj` stay Vontra affine oQ4.

## One-shot (Mac Studio)

```bash
git clone https://github.com/drowzeys/keys-Mac-oMLX-0.6.3.2RC-Dual-ANE-GLM-5.3-Flash-Abliterated-oQ4.git
cd keys-Mac-oMLX-0.6.3.2RC-Dual-ANE-GLM-5.3-Flash-Abliterated-oQ4
# Hugging Face gate: agree on the model card, then `hf auth login`
bash oneshot-setup.sh
omlx serve --model-dir ~/.omlx/models --host 0.0.0.0 --port 11500
```

Serve id: `glm53-flash-oq4-mtp-ablit-l15-45`. Dual-ANE tile 4096, Lightning MTP on, thinking off.

## Credits

Cite the original authors first.

| Who | What we used |
|---|---|
| **Z.ai** | Upstream GLM-5.3-Flash |
| **Vontra** | Mac oQ4 body; L0–14 `o_proj`, experts, vision stay theirs |
| **dealignai** (compute: Jordan Schenck) | BF16 `o_proj` L15–45 + MTP that reaches 32/32 |
| **jundot** | oMLX, oQ, Lightning MTP, Dual-ANE |
| **onthehub97** | Dual-ANE/GPU prompt processing |
| **Blaizzy** | day-0 glm5_next in mlx-vlm |
| **PipeNetwork** | ClampedSwiGLU / Mac glm5_next runtime |
| **ml-explore** | MLX |
| **Blackfrost** | Direction reference; not this checkpoint |
| **LibertAI** | Spark NVFP4 layout Dealign `o_proj` was extracted from |

Pack: drowzeys / keys. Donate: [GoFundMe](https://t.co/5O4WUxexXa).