---
license: cc-by-4.0
quantized_by: bartowski
pipeline_tag: text-generation
---

## Exllama v2 Quantizations of HuginnV5.5-12.6B

Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.12">turboderp's ExLlamaV2 v0.0.12</a> for quantization.

# The "main" branch only contains the measurement.json, download one of the other branches for the model (see below)

Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions.

Original model: https://huggingface.co/The-Face-Of-Goonery/HuginnV5.5-12.6B

| Branch | Bits | lm_head bits | VRAM (4k) | VRAM (16k) | VRAM (32k) | Description |
| ----- | ---- | ------- | ------ | ------ | ------ | ------------ |
| [6_5](https://huggingface.co/Bartowski/HuginnV5.5-12.6B-exl2/tree/6_5) | 6.5  | 8.0 | 12.0 GB | 14.7 GB | 18.4 GB | Near unquantized performance at vastly reduced size, **recommended**. |
| [5_0](https://huggingface.co/Bartowski/HuginnV5.5-12.6B-exl2/tree/5_0) | 5.0  | 6.0 | 9.8 GB | 12.4 GB | 16.1 GB | Slightly lower quality vs 6.5. |
| [4_25](https://huggingface.co/Bartowski/HuginnV5.5-12.6B-exl2/tree/4_25) | 4.25 | 6.0 | 8.7 GB | 11.3 GB | 15.0 GB | GPTQ equivalent bits per weight. |
| [3_5](https://huggingface.co/Bartowski/HuginnV5.5-12.6B-exl2/tree/3_5) | 3.5  | 6.0 | 7.6 GB | 10.1 GB | 13.8 GB | Lower quality, not recommended. |

## Download instructions

With git:

```shell
git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/HuginnV5.5-12.6B-exl2 HuginnV5.5-12.6B-exl2-6_5
```

With huggingface hub (credit to TheBloke for instructions):

```shell
pip3 install huggingface-hub
```

To download the `main` (only useful if you only care about measurement.json) branch to a folder called `HuginnV5.5-12.6B-exl2`:

```shell
mkdir HuginnV5.5-12.6B-exl2
huggingface-cli download bartowski/HuginnV5.5-12.6B-exl2 --local-dir HuginnV5.5-12.6B-exl2 --local-dir-use-symlinks False
```

To download from a different branch, add the `--revision` parameter:

Linux:

```shell
mkdir HuginnV5.5-12.6B-exl2-6_5
huggingface-cli download bartowski/HuginnV5.5-12.6B-exl2 --revision 6_5 --local-dir HuginnV5.5-12.6B-exl2-6_5 --local-dir-use-symlinks False
```

Windows (which apparently doesn't like _ in folders sometimes?):

```shell
mkdir HuginnV5.5-12.6B-exl2-6.5
huggingface-cli download bartowski/HuginnV5.5-12.6B-exl2 --revision 6_5 --local-dir HuginnV5.5-12.6B-exl2-6.5 --local-dir-use-symlinks False
```

Want to support my work? Visit my ko-fi page here: https://ko-fi.com/bartowski