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metadata
base_model: meta-llama/Meta-Llama-3.1-70B-Instruct
language:
  - en
  - de
  - fr
  - it
  - pt
  - hi
  - es
  - th
library_name: transformers
license: llama3.1
pipeline_tag: text-generation
tags:
  - facebook
  - meta
  - pytorch
  - llama
  - llama-3
quantized_by: bartowski
extra_gated_prompt: >-
  ### LLAMA 3.1 COMMUNITY LICENSE AGREEMENT

  Llama 3.1 Version Release Date: July 23, 2024

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Llamacpp imatrix Quantizations of Meta-Llama-3.1-70B-Instruct

Using llama.cpp release b3441 for quantization.

Original model: https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct

All quants made using imatrix option with dataset from here

Run them in LM Studio

Prompt format

<|begin_of_text|><|start_header_id|>system<|end_header_id|>

{system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|>

{prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|>

Download a file (not the whole branch) from below:

Filename Quant type File Size Split Description
Meta-Llama-3.1-70B-Instruct-Q8_0.gguf Q8_0 74.98GB true Extremely high quality, generally unneeded but max available quant.
Meta-Llama-3.1-70B-Instruct-Q6_K_L.gguf Q6_K_L 58.40GB true Uses Q8_0 for embed and output weights. Very high quality, near perfect, recommended.
Meta-Llama-3.1-70B-Instruct-Q6_K.gguf Q6_K 57.89GB true Very high quality, near perfect, recommended.
Meta-Llama-3.1-70B-Instruct-Q5_K_L.gguf Q5_K_L 50.60GB true Uses Q8_0 for embed and output weights. High quality, recommended.
Meta-Llama-3.1-70B-Instruct-Q5_K_M.gguf Q5_K_M 49.95GB true High quality, recommended.
Meta-Llama-3.1-70B-Instruct-Q4_K_L.gguf Q4_K_L 43.30GB false Uses Q8_0 for embed and output weights. Good quality, recommended.
Meta-Llama-3.1-70B-Instruct-Q4_K_M.gguf Q4_K_M 42.52GB false Good quality, default size for must use cases, recommended.
Meta-Llama-3.1-70B-Instruct-IQ4_XS.gguf IQ4_XS 37.90GB false Decent quality, smaller than Q4_K_S with similar performance, recommended.
Meta-Llama-3.1-70B-Instruct-IQ3_M.gguf IQ3_M 31.94GB false Medium-low quality, new method with decent performance comparable to Q3_K_M.
Meta-Llama-3.1-70B-Instruct-Q3_K_S.gguf Q3_K_S 30.91GB false Low quality, not recommended.
Meta-Llama-3.1-70B-Instruct-IQ3_XS.gguf IQ3_XS 29.31GB false Lower quality, new method with decent performance, slightly better than Q3_K_S.
Meta-Llama-3.1-70B-Instruct-Q2_K_L.gguf Q2_K_L 27.40GB false Uses Q8_0 for embed and output weights. Very low quality but surprisingly usable.
Meta-Llama-3.1-70B-Instruct-Q2_K.gguf Q2_K 26.38GB false Very low quality but surprisingly usable.
Meta-Llama-3.1-70B-Instruct-IQ2_M.gguf IQ2_M 24.12GB false Relatively low quality, uses SOTA techniques to be surprisingly usable.

Credits

Thank you kalomaze and Dampf for assistance in creating the imatrix calibration dataset

Thank you ZeroWw for the inspiration to experiment with embed/output

Downloading using huggingface-cli

First, make sure you have hugginface-cli installed:

pip install -U "huggingface_hub[cli]"

Then, you can target the specific file you want:

huggingface-cli download bartowski/Meta-Llama-3.1-70B-Instruct-GGUF --include "Meta-Llama-3.1-70B-Instruct-Q4_K_M.gguf" --local-dir ./

If the model is bigger than 50GB, it will have been split into multiple files. In order to download them all to a local folder, run:

huggingface-cli download bartowski/Meta-Llama-3.1-70B-Instruct-GGUF --include "Meta-Llama-3.1-70B-Instruct-Q8_0.gguf/*" --local-dir Meta-Llama-3.1-70B-Instruct-Q8_0

You can either specify a new local-dir (Meta-Llama-3.1-70B-Instruct-Q8_0) or download them all in place (./)

Which file should I choose?

A great write up with charts showing various performances is provided by Artefact2 here

The first thing to figure out is how big a model you can run. To do this, you'll need to figure out how much RAM and/or VRAM you have.

If you want your model running as FAST as possible, you'll want to fit the whole thing on your GPU's VRAM. Aim for a quant with a file size 1-2GB smaller than your GPU's total VRAM.

If you want the absolute maximum quality, add both your system RAM and your GPU's VRAM together, then similarly grab a quant with a file size 1-2GB Smaller than that total.

Next, you'll need to decide if you want to use an 'I-quant' or a 'K-quant'.

If you don't want to think too much, grab one of the K-quants. These are in format 'QX_K_X', like Q5_K_M.

If you want to get more into the weeds, you can check out this extremely useful feature chart:

llama.cpp feature matrix

But basically, if you're aiming for below Q4, and you're running cuBLAS (Nvidia) or rocBLAS (AMD), you should look towards the I-quants. These are in format IQX_X, like IQ3_M. These are newer and offer better performance for their size.

These I-quants can also be used on CPU and Apple Metal, but will be slower than their K-quant equivalent, so speed vs performance is a tradeoff you'll have to decide.

The I-quants are not compatible with Vulcan, which is also AMD, so if you have an AMD card double check if you're using the rocBLAS build or the Vulcan build. At the time of writing this, LM Studio has a preview with ROCm support, and other inference engines have specific builds for ROCm.

Want to support my work? Visit my ko-fi page here: https://ko-fi.com/bartowski