---
license: apache-2.0
language:
- en
- fr
- de
- es
- it
tags:
- moe
---

Converted version of [Mixtral Instruct](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1) to 4-bit using bitsandbytes. For more information about the model, refer to the model's page.

## Impact on performance
Impact of quantization on a set of models.

Evaluation of the model was conducted using the PoLL (Pool of LLM) technique, assessing performance on **100 French questions** with scores aggregated from six evaluations
(two per evaluator). The evaluators included GPT-4o, Gemini-1.5-pro, and Claude3.5-sonnet.

Performance Scores (on a scale of 5):
| Model                                        | Score    | # params (Billion) | size (GB) |
|---------------------------------------------:|:--------:|:------------------:|:---------:|
| gpt-4o                                       | 4.13     | N/A                | N/A       |
| mistralai/Mixtral-8x7B-Instruct-v0.1         | 3.71     | 46.7               | 93.4      |
| **cmarkea/Mixtral-8x7B-Instruct-v0.1-4bit**  | **3.68** | **46.7**           | **23.35** |
| meta-llama/Meta-Llama-3.1-70B-Instruct       | 3.68     | 70.06              | 140.12    |
| gpt-3.5-turbo                                | 3.66     | 175                | 350       |
| cmarkea/Meta-Llama-3.1-70B-Instruct-4bit     | 3.64     | 70.06              | 35.3      |
| TheBloke/Mixtral-8x7B-Instruct-v0.1-GPTQ     | 3.56     | 46.7               | 46.7      |
| meta-llama/Meta-Llama-3.1-8B-Instruct        | 3.25     | 8.03               | 16.06     |
| mistralai/Mistral-7B-Instruct-v0.2           | 1.98     | 7.25               | 14.5      |
| cmarkea/bloomz-7b1-mt-sft-chat               | 1.69     | 7.07               | 14.14     |
| cmarkea/bloomz-3b-dpo-chat                   | 1.68     | 3                  | 6         |
| cmarkea/bloomz-3b-sft-chat                   | 1.51     | 3                  | 6         |
| croissantllm/CroissantLLMChat-v0.1           | 1.19     | 1.3                | 2.7       |
| cmarkea/bloomz-560m-sft-chat                 | 1.04     | 0.56               | 1.12      |
| OpenLLM-France/Claire-Mistral-7B-0.1         | 0.38     | 7.25               | 14.5      |

The impact of quantization is negligible.

## Prompt Pattern
Here is a reminder of the command pattern to interact with the model if the add_special_tokens option is disabled (otherwise, do not include the BOS symbol and space at the beginning of the sequence):
```verbatim
<s> [INST] {user_prompt_1} [/INST] model_answer_1</s> [INST] {user_prompt_2} [/INST] model_answer_2</s>
```