---
license: apache-2.0
language:
- en
pipeline_tag: text-generation
tags:
- mistral
- instruct
- gguf
- imatrix
base_model: mistralai/Mistral-Nemo-Instruct-2407
---

# Quant Infos


- needs [#8604](https://github.com/ggerganov/llama.cpp/pull/8604) & latest master with tekken tokenizer fixes applied 
- quants done with an importance matrix for improved quantization loss
- Quantized ggufs & imatrix from hf bf16, through bf16. `safetensors bf16 -> gguf bf16 -> quant` for optimal quant loss.
- Wide coverage of different gguf quant types from Q\_8\_0 down to IQ1\_S
  - experimental custom quant types
    - `_L` with `--output-tensor-type f16 --token-embedding-type f16` (same as bartowski's)
- Imatrix generated with [this](https://gist.github.com/bartowski1182/eb213dccb3571f863da82e99418f81e8) multi-purpose dataset by [bartowski](https://huggingface.co/bartowski).
  ```
  ./imatrix -m $model_name-bf16.gguf -f calibration_datav3.txt -o $model_name.imatrix
  ```

# Original Model Card:

TODO