---
inference: false
tags:
- gguf
- quantized
- roleplay
- multimodal
- vision
- llava
- sillytavern
- merge
- mistral
- conversational
---

# #Roleplay #Multimodal #Vision

In this repository you can find **GGUF-IQ-Imatrix** quants for [ChaoticNeutrals/Nyanade_Stunna-Maid-7B-v0.2](https://huggingface.co/ChaoticNeutrals/Nyanade_Stunna-Maid-7B-v0.2) and you can get some basic SillyTavern presets [here](https://huggingface.co/Lewdiculous/Model-Requests/tree/main/data/presets/lewdicu-3.0.2-mistral-0.2) as needed.

> [!TIP]
> This is a **#multimodal** model that also has optional **#vision** capabilities. <br> Expand the relevant sections bellow and read the full card information if you also want to make use that functionality.

"Unhinged RP with the spice of the previous 0.420 remixes, 32k context and vision capabilities."

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/642265bc01c62c1e4102dc36/_xbYLtGQIwCyjlGlVQpVx.jpeg)

# Quantization process information:

<details><summary>
⇲ Click here to expand/hide more information about this topic.
</summary>

```python
    quantization_options = [
        "IQ3_M", "IQ3_XXS",
        "Q4_K_M", "Q4_K_S", "IQ4_XS", "IQ4_NL",
        "Q5_K_M", "Q5_K_S",
        "Q6_K",
        "Q8_0"
    ]
```

**Steps performed:**

```
Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants)
```
The latest of **llama.cpp** available at the time was used, with [imatrix-with-rp-ex.txt](https://huggingface.co/Lewdiculous/Nyanade_Stunna-Maid-7B-GGUF-IQ-Imatrix/blob/main/imatrix-with-rp-ex.txt) as calibration data.
  
</details><br>

# What does "Imatrix" mean?

<details><summary>
⇲ Click here to expand/hide more information about this topic.
</summary>
  
It stands for **Importance Matrix**, a technique used to improve the quality of quantized models.
The **Imatrix** is calculated based on calibration data, and it helps determine the importance of different model activations during the quantization process.
The idea is to preserve the most important information during quantization, which can help reduce the loss of model performance, especially when the calibration data is diverse.
[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006) [[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384)

> [!NOTE]
> For imatrix data generation, kalomaze's `groups_merged.txt` with additional roleplay chats was used, you can find it [here](https://huggingface.co/Lewdiculous/Model-Requests/blob/main/data/imatrix/imatrix-with-rp-ex.txt) for reference. This was just to add a bit more diversity to the data with the intended use case in mind.
  
</details><br>

# Vision/multimodal capabilities:

<details><summary>
⇲ Click here to expand/hide how this would work in practice in a roleplay chat.
</summary>

![image/png](https://cdn-uploads.huggingface.co/production/uploads/65d4cf2693a0a3744a27536c/NtDLpyv0WY2yT1OWaDfzh.png)

</details><br>

<details><summary>
⇲ Click here to expand/hide what your SillyTavern Image Captions extension settings should look like.
</summary>

![image/png](https://cdn-uploads.huggingface.co/production/uploads/65d4cf2693a0a3744a27536c/ayOpP2AdKr15lOugIwa3U.png)

</details><br>

# Required for vision functionality:

> [!WARNING]
> To use the multimodal capabilities of this model, such as **vision**, you also need to load the specified **mmproj** file, you can get it [here](https://huggingface.co/cjpais/llava-1.6-mistral-7b-gguf/blob/main/mmproj-model-f16.gguf) or as uploaded in the **mmproj** folder in the repository.

1: Make sure you are using the latest version of [KoboldCpp](https://github.com/LostRuins/koboldcpp).

2: Load the **mmproj file** by using the corresponding section in the interface:

![image/png](https://cdn-uploads.huggingface.co/production/uploads/65d4cf2693a0a3744a27536c/3bAsQJsSp69dHbe7sxxem.png)

2.1: For **CLI** users, you can load the **mmproj file** by adding the respective flag to your usual command:

```
--mmproj your-mmproj-file.gguf
```