---
library_name: transformers
license: mit
base_model:
- Mia-AiLab/Qwable-3.6-27b
tags:
- multimodal
- vision-language
- audio
- agent
- video-understanding
- long-context
- abliterated
- uncensored
- GGUF
- MTP
---

# huihui-ai/Huihui-Qwable-3.6-27b-abliterated-MTP-GGUF

This is an uncensored version of [Mia-AiLab/Qwable-3.6-27b](https://huggingface.co/Mia-AiLab/Qwable-3.6-27b) created with abliteration. 

This ablation was performed entirely using llama.cpp's GGUF model, without relying on Transformers, 

For the specific ablation method, please refer to [cvector-generator](https://github.com/ggml-org/llama.cpp/blob/master/tools/cvector-generator/README.md).


## GGUF

Please use the latest version of [ggml-org/llama.cpp](https://github.com/ggml-org/llama.cpp/releases)

The version we tested is [ggml-org/llama.cpp-b9190](https://github.com/ggml-org/llama.cpp/releases/tag/b9190)


```
apt-get update
apt-get install pciutils build-essential cmake curl libcurl4-openssl-dev -y
git clone https://github.com/ggml-org/llama.cpp
cmake llama.cpp -B llama.cpp/build \
    -DBUILD_SHARED_LIBS=OFF -DGGML_CUDA=ON
cmake --build llama.cpp/build --config Release -j --clean-first --target llama-cli llama-mtmd-cli llama-server llama-gguf-split
cp llama.cpp/build/bin/llama-* llama.cpp
```

```
./llama.cpp/llama-cli \
    -m huihui-ai/Huihui-Qwable-3.6-27b-abliterated-MTP-GGUF/Huihui-Qwen3.6-27B-abliterated-ggml-model-Q4_K.gguf \
    -ngl 99 -c 262144 -fa on -np 1 \
    --spec-type draft-mtp --spec-draft-n-max 6
```

## Files

| File | Size |out (`ffn_down/ssm_out/attn_output`) | Everything else |
|---|---|---|---|
| `Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf`  | 19.1 GiB | (`ffn_down/ssm_out/attn_output`) (Q8_0) | (`ffn_gate/ssm_out/ffn_up`) (Q4_K), (`attn_v/attn_qkv`) (Q6_K), MTP(blk.64.) |
| `Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_F16.gguf` | 25.8 GiB | (`ffn_down/ssm_out/attn_output`) (F16)  | (`ffn_gate/ssm_out/ffn_up`) (Q4_K), (`attn_v/attn_qkv`)  (Q6_K), MTP(blk.64.) |
| `Huihui-Qwable-3.6-27b-abliterated-F16.gguf`        | 50.9 GiB | (`ffn_down/ssm_out/attn_output`) (F16)  | (`ffn_gate/ssm_out/ffn_up`) (F16) , (`attn_v/attn_qkv`)  (F16), MTP(blk.64.) |
    
### Usage Warnings


 - **Risk of Sensitive or Controversial Outputs**: This model’s safety filtering has been significantly reduced, potentially generating sensitive, controversial, or inappropriate content. Users should exercise caution and rigorously review generated outputs.

 - **Not Suitable for All Audiences**: Due to limited content filtering, the model’s outputs may be inappropriate for public settings, underage users, or applications requiring high security.

 - **Legal and Ethical Responsibilities**: Users must ensure their usage complies with local laws and ethical standards. Generated content may carry legal or ethical risks, and users are solely responsible for any consequences.

 - **Research and Experimental Use**: It is recommended to use this model for research, testing, or controlled environments, avoiding direct use in production or public-facing commercial applications.

 - **Monitoring and Review Recommendations**: Users are strongly advised to monitor model outputs in real-time and conduct manual reviews when necessary to prevent the dissemination of inappropriate content.

 - **No Default Safety Guarantees**: Unlike standard models, this model has not undergone rigorous safety optimization. huihui.ai bears no responsibility for any consequences arising from its use.


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