transformers openchat mistral C-RLFT text-generation dataset:openchat/openchat_sharegpt4_dataset dataset:imone/OpenOrca_FLAN dataset:LDJnr/LessWrong-Amplify-Instruct dataset:LDJnr/Pure-Dove dataset:LDJnr/Verified-Camel dataset:tiedong/goat dataset:glaiveai/glaive-code-assistant dataset:meta-math/MetaMathQA dataset:OpenAssistant/oasst_top1_2023-08-25 dataset:TIGER-Lab/MathInstruct license:apache-2.0 endpoints_compatible region:us
---
license: apache-2.0
tags:
- openchat
- mistral
- C-RLFT
datasets:
- openchat/openchat_sharegpt4_dataset
- imone/OpenOrca_FLAN
- LDJnr/LessWrong-Amplify-Instruct
- LDJnr/Pure-Dove
- LDJnr/Verified-Camel
- tiedong/goat
- glaiveai/glaive-code-assistant
- meta-math/MetaMathQA
- OpenAssistant/oasst_top1_2023-08-25
- TIGER-Lab/MathInstruct
library_name: transformers
pipeline_tag: text-generation
quantized_by: bartowski
---

## Exllama v2 Quantizations of openchat-3.5-1210

Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.10">turboderp's ExLlamaV2 v0.0.10</a> for quantization.

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

Conversion was done using VMWareOpenInstruct.parquet as calibration dataset.

Default arguments used except when the bits per weight is above 6.0, at that point the lm_head layer is quantized at 8 bits per weight instead of the default 6.

Original model: https://huggingface.co/openchat/openchat-3.5-1210
 
<a href="https://huggingface.co/bartowski/openchat-3.5-1210-exl2/tree/4_0">4.0 bits per weight</a>
 
<a href="https://huggingface.co/bartowski/openchat-3.5-1210-exl2/tree/6_0">6.0 bits per weight</a>
 
<a href="https://huggingface.co/bartowski/openchat-3.5-1210-exl2/tree/8_0">8.0 bits per weight</a>

## Download instructions

With git:

```shell
git clone --single-branch --branch 4_0 https://huggingface.co/bartowski/openchat-3.5-1210-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 `openchat-3.5-1210-exl2`:

```shell
mkdir openchat-3.5-1210-exl2
huggingface-cli download bartowski/openchat-3.5-1210-exl2 --local-dir openchat-3.5-1210-exl2 --local-dir-use-symlinks False
```

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

```shell
mkdir openchat-3.5-1210-exl2
huggingface-cli download bartowski/openchat-3.5-1210-exl2 --revision 4_0 --local-dir openchat-3.5-1210-exl2 --local-dir-use-symlinks False
```
