--- base_model: mistralai/Mistral-Large-Instruct-2407 extra_gated_description: If you want to learn more about how we process your personal data, please read our Privacy Policy. inference: false language: - en - fr - de - es - it - pt - zh - ja - ru - ko library_name: gguf license: other license_link: https://mistral.ai/licenses/MRL-0.1.md license_name: mrl pipeline_tag: text-generation quantized_by: legraphista tags: - quantized - GGUF - quantization - imat - imatrix - static - 16bit - 8bit - 6bit - 5bit - 4bit - 3bit - 2bit - 1bit --- # Mistral-Large-Instruct-2407-IMat-GGUF _Llama.cpp imatrix quantization of mistralai/Mistral-Large-Instruct-2407_ Original Model: [mistralai/Mistral-Large-Instruct-2407](https://huggingface.co/mistralai/Mistral-Large-Instruct-2407) Original dtype: `BF16` (`bfloat16`) Quantized by: llama.cpp [b3452](https://github.com/ggerganov/llama.cpp/releases/tag/b3452) 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-Large-Instruct-2407-IMat-GGUF/blob/main/imatrix.dat) ### Common Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [Mistral-Large-Instruct-2407.Q8_0/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q8_0) | Q8_0 | 130.28GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q6_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q6_K) | Q6_K | 100.59GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q4_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q4_K) | Q4_K | 73.22GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [Mistral-Large-Instruct-2407.Q3_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q3_K) | Q3_K | 59.10GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [Mistral-Large-Instruct-2407.Q2_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q2_K) | Q2_K | 45.20GB | ✅ Available | 🟢 IMatrix | ✂ Yes ### All Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [Mistral-Large-Instruct-2407.BF16/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.BF16) | BF16 | 245.23GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.FP16/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.FP16) | F16 | 245.23GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q8_0/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q8_0) | Q8_0 | 130.28GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q6_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q6_K) | Q6_K | 100.59GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q5_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q5_K) | Q5_K | 86.49GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q5_K_S/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q5_K_S) | Q5_K_S | 84.36GB | ✅ Available | ⚪ Static | ✂ Yes | [Mistral-Large-Instruct-2407.Q4_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q4_K) | Q4_K | 73.22GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [Mistral-Large-Instruct-2407.Q4_K_S/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q4_K_S) | Q4_K_S | 69.57GB | ✅ Available | 🟢 IMatrix | ✂ Yes | Mistral-Large-Instruct-2407.IQ4_NL | IQ4_NL | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ4_XS | IQ4_XS | - | ⏳ Processing | 🟢 IMatrix | - | [Mistral-Large-Instruct-2407.Q3_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q3_K) | Q3_K | 59.10GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [Mistral-Large-Instruct-2407.Q3_K_L/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q3_K_L) | Q3_K_L | 64.55GB | ✅ Available | 🟢 IMatrix | ✂ Yes | Mistral-Large-Instruct-2407.Q3_K_S | Q3_K_S | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ3_M | IQ3_M | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ3_S | IQ3_S | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ3_XS | IQ3_XS | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ3_XXS | IQ3_XXS | - | ⏳ Processing | 🟢 IMatrix | - | [Mistral-Large-Instruct-2407.Q2_K/*](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/tree/main/Mistral-Large-Instruct-2407.Q2_K) | Q2_K | 45.20GB | ✅ Available | 🟢 IMatrix | ✂ Yes | Mistral-Large-Instruct-2407.Q2_K_S | Q2_K_S | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ2_M | IQ2_M | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ2_S | IQ2_S | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ2_XS | IQ2_XS | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ2_XXS | IQ2_XXS | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - | Mistral-Large-Instruct-2407.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-Large-Instruct-2407-IMat-GGUF --include "Mistral-Large-Instruct-2407.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-Large-Instruct-2407-IMat-GGUF --include "Mistral-Large-Instruct-2407.Q8_0/*" --local-dir ./ # see FAQ for merging GGUF's ``` --- ## Inference ### Llama.cpp ``` llama.cpp/main -m Mistral-Large-Instruct-2407.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-Large-Instruct-2407.Q8_0`) 3. Run `gguf-split --merge Mistral-Large-Instruct-2407.Q8_0/Mistral-Large-Instruct-2407.Q8_0-00001-of-XXXXX.gguf Mistral-Large-Instruct-2407.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)!