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base_model: mistralai/Mistral-Small-Instruct-2409
extra_gated_description: >-
  If you want to learn more about how we process your personal data, please read
  our <a href="https://mistral.ai/terms/">Privacy Policy</a>.
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-Small-Instruct-2409-IMat-GGUF

Llama.cpp imatrix quantization of mistralai/Mistral-Small-Instruct-2409

Original Model: mistralai/Mistral-Small-Instruct-2409
Original dtype: BF16 (bfloat16)
Quantized by: llama.cpp b3785
IMatrix dataset: here


Files

IMatrix

Status: βœ… Available
Link: here

Common Quants

Filename Quant type File Size Status Uses IMatrix Is Split
Mistral-Small-Instruct-2409.Q8_0.gguf Q8_0 23.64GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q6_K.gguf Q6_K 18.25GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q4_K.gguf Q4_K 13.34GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q3_K.gguf Q3_K 10.76GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q2_K.gguf Q2_K 8.27GB βœ… Available 🟒 IMatrix πŸ“¦ No

All Quants

Filename Quant type File Size Status Uses IMatrix Is Split
Mistral-Small-Instruct-2409.BF16.gguf BF16 44.50GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.FP16.gguf F16 44.50GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q8_0.gguf Q8_0 23.64GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q6_K.gguf Q6_K 18.25GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q5_K.gguf Q5_K 15.72GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q5_K_S.gguf Q5_K_S 15.32GB βœ… Available βšͺ Static πŸ“¦ No
Mistral-Small-Instruct-2409.Q4_K.gguf Q4_K 13.34GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q4_K_S.gguf Q4_K_S 12.66GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.IQ4_NL IQ4_NL - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ4_XS IQ4_XS - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.Q3_K.gguf Q3_K 10.76GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q3_K_L.gguf Q3_K_L 11.73GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q3_K_S.gguf Q3_K_S 9.64GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.IQ3_M IQ3_M - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ3_S IQ3_S - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ3_XS IQ3_XS - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ3_XXS IQ3_XXS - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.Q2_K.gguf Q2_K 8.27GB βœ… Available 🟒 IMatrix πŸ“¦ No
Mistral-Small-Instruct-2409.Q2_K_S Q2_K_S - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ2_M IQ2_M - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ2_S IQ2_S - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ2_XS IQ2_XS - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ2_XXS IQ2_XXS - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.IQ1_M IQ1_M - ⏳ Processing 🟒 IMatrix -
Mistral-Small-Instruct-2409.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-Small-Instruct-2409-IMat-GGUF --include "Mistral-Small-Instruct-2409.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-Small-Instruct-2409-IMat-GGUF --include "Mistral-Small-Instruct-2409.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's

Inference

Simple chat template

<s>[INST] {user_prompt}[/INST] {assistant_response}</s>[INST] {next_user_prompt}[/INST]

Chat template with system prompt

<s>[INST] {user_prompt}[/INST] {assistant_response}</s>[INST] {system_prompt}

{next_user_prompt}[/INST]

Llama.cpp

llama.cpp/main -m Mistral-Small-Instruct-2409.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"

FAQ

Why is the IMatrix not applied everywhere?

According to this investigation, 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
  2. Locate your GGUF chunks folder (ex: Mistral-Small-Instruct-2409.Q8_0)
  3. Run gguf-split --merge Mistral-Small-Instruct-2409.Q8_0/Mistral-Small-Instruct-2409.Q8_0-00001-of-XXXXX.gguf Mistral-Small-Instruct-2409.Q8_0.gguf
    • Make sure to point gguf-split to the first chunk of the split.

Got a suggestion? Ping me @legraphista!