README.md

---
base_model: meta-llama/Meta-Llama-3.1-8B
language:
- en
- de
- fr
- it
- pt
- hi
- es
- th
license: llama3.1
pipeline_tag: text-generation
tags:
- facebook
- meta
- pytorch
- llama
- llama-3
quantized_by: fedric95
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---

## Llamacpp Quantizations of Meta-Llama-3.1-8B

Using <a href="https://github.com/ggerganov/llama.cpp/">llama.cpp</a> release <a href="https://github.com/ggerganov/llama.cpp/releases/tag/b3472">b3472</a> for quantization.

Original model: https://huggingface.co./meta-llama/Meta-Llama-3.1-8B

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

| Filename | Quant type | File Size | Perplexity (wikitext-2-raw-v1.test) |
| -------- | ---------- | --------- | ----------- |
| [Meta-Llama-3.1-8B-BF16.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B.BF16.gguf) | BF16 | 16.07GB | 6.4006 +/- 0.03938 |
| [Meta-Llama-3.1-8B-FP16.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B.FP16.gguf) | FP16 | 16.07GB | 6.4016 +/- 0.03939 |
| [Meta-Llama-3.1-8B-Q8_0.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q8_0.gguf) | Q8_0 | 8.54GB | 6.4070 +/- 0.03941 |
| [Meta-Llama-3.1-8B-Q6_K.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q6_K.gguf) | Q6_K | 6.60GB | 6.4231 +/- 0.03957 |
| [Meta-Llama-3.1-8B-Q5_K_M.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q5_K_M.gguf) | Q5_K_M | 5.73GB | 6.4623 +/- 0.03987 |
| [Meta-Llama-3.1-8B-Q5_K_S.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q5_K_S.gguf) | Q5_K_S | 5.60GB | 6.5161 +/- 0.04028 |
| [Meta-Llama-3.1-8B-Q4_K_M.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q4_K_M.gguf) | Q4_K_M | 4.92GB | 6.5837 +/- 0.04068 |
| [Meta-Llama-3.1-8B-Q4_K_S.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q4_K_S.gguf) | Q4_K_S | 4.69GB | 6.6751 +/- 0.04125 |
| [Meta-Llama-3.1-8B-Q3_K_L.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q3_K_L.gguf) | Q3_K_L | 4.32GB | 6.9458 +/- 0.04329 |
| [Meta-Llama-3.1-8B-Q3_K_M.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q3_K_M.gguf) | Q3_K_M | 4.02GB | 7.0488 +/- 0.04384 |
| [Meta-Llama-3.1-8B-Q3_K_S.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q3_K_S.gguf) | Q3_K_S | 3.66GB | 7.8823 +/- 0.04920 |
| [Meta-Llama-3.1-8B-Q2_K.gguf](https://huggingface.co./fedric95/Meta-Llama-3.1-8B-GGUF/blob/main/Meta-Llama-3.1-8B-Q2_K.gguf) | Q2_K | 3.18GB | 9.7262 +/- 0.06393 |

## 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 fedric95/Meta-Llama-3.1-8B-GGUF --include "Meta-Llama-3.1-8B-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 fedric95/Meta-Llama-3.1-8B-GGUF --include "Meta-Llama-3.1-8B-Q8_0.gguf/*" --local-dir Meta-Llama-3.1-8B-Q8_0
```

You can either specify a new local-dir (Meta-Llama-3.1-8B-Q8_0) or download them all in place (./)


## Reproducibility

### Download original weights

```
git lfs install
git clone https://huggingface.co./meta-llama/Meta-Llama-3.1-8B
```

### Quantization

```
cd llama.cpp
python ./convert_hf_to_gguf.py ../Meta-Llama-3.1-8B --outtype bf16 --outfile ../Meta-Llama-3.1-8B.BF16.gguf
python ./convert_hf_to_gguf.py ../Meta-Llama-3.1-8B --outtype f16 --outfile ../Meta-Llama-3.1-8B-FP16.gguf
python ./convert_hf_to_gguf.py ../Meta-Llama-3.1-8B --outtype q8_0 --outfile ../Meta-Llama-3.1-8B-Q8_0.gguf
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q6_K.gguf Q6_K
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q5_K_S.gguf Q5_K_S
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q5_K_M.gguf Q5_K_M
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q4_K_M.gguf Q4_K_M
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q4_K_S.gguf Q4_K_S
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q3_K_L.gguf Q3_K_L
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q3_K_M.gguf Q3_K_M
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q3_K_S.gguf Q3_K_S
./llama-quantize ../Meta-Llama-3.1-8B.BF16.gguf ../Meta-Llama-3.1-8B-Q2_K.gguf Q2_K
```

### Perplexity

```
cd llama.cpp
./llama-perplexity -m ../Meta-Llama-3.1-8B.BF16.gguf   -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q8_0.gguf   -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q6_K.gguf   -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q5_K_M.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q5_K_S.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q4_K_M.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q4_K_S.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q3_K_L.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q3_K_M.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q3_K_S.gguf -f ../wikitext-2-raw/wiki.test.raw 
./llama-perplexity -m ../Meta-Llama-3.1-8B-Q2_K.gguf   -f ../wikitext-2-raw/wiki.test.raw 
```