Umranz
/

Hydra-Turbo

@@ -18,7 +18,7 @@ pipeline_tag: image-text-to-text
 **Hydra-Turbo** is a dynamically uncensored and abliterated version of [`datalab-to/lift`](https://huggingface.co/datalab-to/lift) (which is built on the Qwen2VL architecture). This model was created using the [Heretic framework](https://github.com/p-e-w/heretic), employing advanced orthogonal weight ablation to remove refusal vectors while completely preserving the model's underlying reasoning, intelligence, and multimodal capabilities.
-## 🔬 Ablation Methodology & Metrics
 Unlike traditional fine-tuning or full RLHF—which can cause "brain damage" to a model by catastrophically forgetting knowledge—Hydra-Turbo was optimized using a Pareto-optimal search across multiple ablation vectors.
 The selected optimal trial yielded the following metrics on the standard refusal test set:
@@ -28,12 +28,12 @@ The selected optimal trial yielded the following metrics on the standard refusal
 At a KL divergence of just `0.0275`, the structural integrity and logic capabilities of the base model are perfectly intact. It simply no longer refuses instructions.
-## 🚀 Key Features
 - **Multimodal Uncensored Generation:** Can process images and text without artificial guardrails.
 - **Qwen2VL Architecture:** Inherits state-of-the-art vision parsing capabilities.
 - **Drop-in Replacement:** Compatible with any standard `transformers` or `vLLM` pipeline that supports Qwen2VL.
-## 💻 Usage
 ### Via HuggingFace Transformers
 You can load the model exactly as you would any Qwen2VL model, ensuring you have `pillow` and `torchvision` installed:
@@ -58,6 +58,6 @@ Because this model has had its safety guardrails mathematically ablated, it is h
 - **Hallucinations:** As with all LLMs, the model can confidently hallucinate incorrect information.
 - **Use Case:** This model is intended for research, creative writing, and local deployments where unrestricted inference is required. Users are solely responsible for the content generated.
-## 📚 Acknowledgements
 - **Base Model:** [`datalab-to/lift`](https://huggingface.co/datalab-to/lift)
 - **Ablation Framework:** [Heretic by p-e-w](https://github.com/p-e-w/heretic)

 **Hydra-Turbo** is a dynamically uncensored and abliterated version of [`datalab-to/lift`](https://huggingface.co/datalab-to/lift) (which is built on the Qwen2VL architecture). This model was created using the [Heretic framework](https://github.com/p-e-w/heretic), employing advanced orthogonal weight ablation to remove refusal vectors while completely preserving the model's underlying reasoning, intelligence, and multimodal capabilities.
+##  Ablation Methodology & Metrics
 Unlike traditional fine-tuning or full RLHF—which can cause "brain damage" to a model by catastrophically forgetting knowledge—Hydra-Turbo was optimized using a Pareto-optimal search across multiple ablation vectors.
 The selected optimal trial yielded the following metrics on the standard refusal test set:
 At a KL divergence of just `0.0275`, the structural integrity and logic capabilities of the base model are perfectly intact. It simply no longer refuses instructions.
+##  Key Features
 - **Multimodal Uncensored Generation:** Can process images and text without artificial guardrails.
 - **Qwen2VL Architecture:** Inherits state-of-the-art vision parsing capabilities.
 - **Drop-in Replacement:** Compatible with any standard `transformers` or `vLLM` pipeline that supports Qwen2VL.
+##  Usage
 ### Via HuggingFace Transformers
 You can load the model exactly as you would any Qwen2VL model, ensuring you have `pillow` and `torchvision` installed:
 - **Hallucinations:** As with all LLMs, the model can confidently hallucinate incorrect information.
 - **Use Case:** This model is intended for research, creative writing, and local deployments where unrestricted inference is required. Users are solely responsible for the content generated.
+##  Acknowledgements
 - **Base Model:** [`datalab-to/lift`](https://huggingface.co/datalab-to/lift)
 - **Ablation Framework:** [Heretic by p-e-w](https://github.com/p-e-w/heretic)