bartowski's picture
Add estimated VRAM table
0338a68 verified
|
raw
history blame
2.84 kB
---
license: apache-2.0
tags:
- mixtral
- finetune
quantized_by: bartowski
pipeline_tag: text-generation
---
## Exllama v2 Quantizations of Smaug-Mixtral-v0.1
Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.13">turboderp's ExLlamaV2 v0.0.13</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/abacusai/Smaug-Mixtral-v0.1
| Branch | Bits | lm_head bits | VRAM (4k) | VRAM (16k) | VRAM (32k) | Description |
| ------ | ---- | ------------ | ---- | ---- | ---- | ----------- |
| [6_5](https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2/tree/6_5) | 6.5 | 8.0 | 38.9 GB | 40.4 GB | 42.4 GB | Near unquantized performance at vastly reduced size, **recommended (if you can run it..)**. |
| [4_25](https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2/tree/4_25) | 4.25 | 6.0 | 25.9 GB | 27.4 GB | 29.4 GB | GPTQ equivalent bits per weight, slightly higher quality. |
| [3_75](https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2/tree/3_75) | 3.5 | 6.0 | 23.0 GB | 24.5 GB | 26.5 GB | Lower quality, only use if you have to. |
| [3_5](https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2/tree/3_5) | 3.5 | 6.0 | 21.5 GB | 23.0 GB | 25.0 GB | Lower quality, only use if you have to. |
| [3_0](https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2/tree/3_0) | 3.0 | 6.0 | 18.9 GB | 20.4 GB | 22.4 GB | Very low quality, usable with 16gb of VRAM. |
## Download instructions
With git:
```shell
git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/Smaug-Mixtral-v0.1-exl2
```
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 `Smaug-Mixtral-v0.1-exl2`:
```shell
mkdir Smaug-Mixtral-v0.1-exl2
huggingface-cli download bartowski/Smaug-Mixtral-v0.1-exl2 --local-dir Smaug-Mixtral-v0.1-exl2 --local-dir-use-symlinks False
```
To download from a different branch, add the `--revision` parameter:
Linux:
```shell
mkdir Smaug-Mixtral-v0.1-exl2-6_5
huggingface-cli download bartowski/Smaug-Mixtral-v0.1-exl2 --revision 6_5 --local-dir Smaug-Mixtral-v0.1-exl2-6_5 --local-dir-use-symlinks False
```
Windows (which apparently doesn't like _ in folders sometimes?):
```shell
mkdir Smaug-Mixtral-v0.1-exl2-6.5
huggingface-cli download bartowski/Smaug-Mixtral-v0.1-exl2 --revision 6_5 --local-dir Smaug-Mixtral-v0.1-exl2-6.5 --local-dir-use-symlinks False
```