File size: 10,251 Bytes
a4d3407 4f8eb98 a4d3407 d57aa4d a2de84a 0617fbf 7143c9c 10757ba a4d3407 f480fa5 4c02945 d57aa4d a2de84a b6efd4b d1d8638 0617fbf bf9e9f3 fc8520e 7573d8e 7143c9c d423538 a849263 84e1698 09f409b a05c489 10757ba 25d70fa 1f0813e 79e6ae9 1f0813e 4463fac a4d3407 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 |
---
base_model: nvidia/Mistral-NeMo-Minitron-8B-Base
inference: false
library_name: gguf
license: other
license_link: https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf
license_name: nvidia-open-model-license
pipeline_tag: text-generation
quantized_by: legraphista
tags:
- quantized
- GGUF
- quantization
- imat
- imatrix
- static
- 16bit
- 8bit
- 6bit
- 5bit
- 4bit
- 3bit
- 2bit
- 1bit
---
# Mistral-NeMo-Minitron-8B-Base-IMat-GGUF
_Llama.cpp imatrix quantization of nvidia/Mistral-NeMo-Minitron-8B-Base_
Original Model: [nvidia/Mistral-NeMo-Minitron-8B-Base](https://huggingface.co/nvidia/Mistral-NeMo-Minitron-8B-Base)
Original dtype: `BF16` (`bfloat16`)
Quantized by: llama.cpp [b3613](https://github.com/ggerganov/llama.cpp/releases/tag/b3613)
IMatrix dataset: [here](https://gist.githubusercontent.com/bartowski1182/eb213dccb3571f863da82e99418f81e8/raw/b2869d80f5c16fd7082594248e80144677736635/calibration_datav3.txt)
- [Files](#files)
- [IMatrix](#imatrix)
- [Common Quants](#common-quants)
- [All Quants](#all-quants)
- [Downloading using huggingface-cli](#downloading-using-huggingface-cli)
- [Inference](#inference)
- [Llama.cpp](#llama-cpp)
- [FAQ](#faq)
- [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere)
- [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf)
---
## Files
### IMatrix
Status: ✅ Available
Link: [here](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/imatrix.dat)
### Common Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| [Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf) | Q8_0 | 8.95GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q6_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q6_K.gguf) | Q6_K | 6.91GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q4_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q4_K.gguf) | Q4_K | 5.15GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q3_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q3_K.gguf) | Q3_K | 4.21GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q2_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q2_K.gguf) | Q2_K | 3.33GB | ✅ Available | 🟢 IMatrix | 📦 No
### All Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| [Mistral-NeMo-Minitron-8B-Base.BF16.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.BF16.gguf) | BF16 | 16.84GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.FP16.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.FP16.gguf) | F16 | 16.84GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf) | Q8_0 | 8.95GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q6_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q6_K.gguf) | Q6_K | 6.91GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q5_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q5_K.gguf) | Q5_K | 6.00GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q5_K_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q5_K_S.gguf) | Q5_K_S | 5.86GB | ✅ Available | ⚪ Static | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q4_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q4_K.gguf) | Q4_K | 5.15GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q4_K_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q4_K_S.gguf) | Q4_K_S | 4.91GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ4_NL.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ4_NL.gguf) | IQ4_NL | 4.90GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ4_XS.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ4_XS.gguf) | IQ4_XS | 4.66GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q3_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q3_K.gguf) | Q3_K | 4.21GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q3_K_L.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q3_K_L.gguf) | Q3_K_L | 4.54GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q3_K_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q3_K_S.gguf) | Q3_K_S | 3.83GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ3_M.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ3_M.gguf) | IQ3_M | 3.98GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ3_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ3_S.gguf) | IQ3_S | 3.86GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ3_XS.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ3_XS.gguf) | IQ3_XS | 3.68GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ3_XXS.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ3_XXS.gguf) | IQ3_XXS | 3.43GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q2_K.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q2_K.gguf) | Q2_K | 3.33GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.Q2_K_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.Q2_K_S.gguf) | Q2_K_S | 3.13GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ2_M.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ2_M.gguf) | IQ2_M | 3.10GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ2_S.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ2_S.gguf) | IQ2_S | 2.90GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ2_XS.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ2_XS.gguf) | IQ2_XS | 2.73GB | ✅ Available | 🟢 IMatrix | 📦 No
| [Mistral-NeMo-Minitron-8B-Base.IQ2_XXS.gguf](https://huggingface.co/legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF/blob/main/Mistral-NeMo-Minitron-8B-Base.IQ2_XXS.gguf) | IQ2_XXS | 2.51GB | ✅ Available | 🟢 IMatrix | 📦 No
| Mistral-NeMo-Minitron-8B-Base.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | -
| Mistral-NeMo-Minitron-8B-Base.IQ1_S | IQ1_S | - | ⏳ Processing | 🟢 IMatrix | -
## Downloading using huggingface-cli
If you do not have hugginface-cli installed:
```
pip install -U "huggingface_hub[cli]"
```
Download the specific file you want:
```
huggingface-cli download legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF --include "Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf" --local-dir ./
```
If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:
```
huggingface-cli download legraphista/Mistral-NeMo-Minitron-8B-Base-IMat-GGUF --include "Mistral-NeMo-Minitron-8B-Base.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's
```
---
## Inference
### Llama.cpp
```
llama.cpp/main -m Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf --color -i -p "prompt here"
```
---
## FAQ
### Why is the IMatrix not applied everywhere?
According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results).
### How do I merge a split GGUF?
1. Make sure you have `gguf-split` available
- To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases
- Download the appropriate zip for your system from the latest release
- Unzip the archive and you should be able to find `gguf-split`
2. Locate your GGUF chunks folder (ex: `Mistral-NeMo-Minitron-8B-Base.Q8_0`)
3. Run `gguf-split --merge Mistral-NeMo-Minitron-8B-Base.Q8_0/Mistral-NeMo-Minitron-8B-Base.Q8_0-00001-of-XXXXX.gguf Mistral-NeMo-Minitron-8B-Base.Q8_0.gguf`
- Make sure to point `gguf-split` to the first chunk of the split.
---
Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)! |