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

extra_gated_prompt: >-
    **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.


---

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


Use the [llama.cpp](https://github.com/ggml-org/llama.cpp) split program to merge model (llama-gguf-split needs to be compiled.),

```
huggingface-cli download huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF --local-dir ./huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF --token xxx


llama-cli -m huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF\Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf -c 8192

```

## Files

| File | Size |out (`ffn_down/ssm_out/attn_output`) | Everything else |
|---|---|---|---|
| `Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf`  | 18.3 GiB | (`ffn_down/ssm_out/attn_output`) (Q8_0) | (`ffn_gate/ssm_out/ffn_up`) (Q4_K), (`attn_v/attn_qkv`) (Q6_K) |
| `Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_F16.gguf` | 25.0 GiB | (`ffn_down/ssm_out/attn_output`) (F16)  | (`ffn_gate/ssm_out/ffn_up`) (Q4_K), (`attn_v/attn_qkv`)  (Q6_K) |
| `Huihui-Qwable-3.6-27b-abliterated-F16.gguf`        | 50.1 GiB | (`ffn_down/ssm_out/attn_output`) (F16)  | (`ffn_gate/ssm_out/ffn_up`) (F16) , (`attn_v/attn_qkv`)  (F16)  |


### 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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