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--- |
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base_model: meta-llama/Meta-Llama-3.1-8B-Instruct |
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inference: false |
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language: |
|
- en |
|
- de |
|
- fr |
|
- it |
|
- pt |
|
- hi |
|
- es |
|
- th |
|
library_name: gguf |
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license: llama3.1 |
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pipeline_tag: text-generation |
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quantized_by: legraphista |
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tags: |
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- facebook |
|
- meta |
|
- pytorch |
|
- llama |
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- llama-3 |
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- quantized |
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- GGUF |
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- quantization |
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- imat |
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- imatrix |
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- static |
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- 16bit |
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- 8bit |
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- 6bit |
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- 5bit |
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- 4bit |
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- 3bit |
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- 2bit |
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- 1bit |
|
--- |
|
|
|
# Meta-Llama-3.1-8B-Instruct-IMat-GGUF |
|
_Llama.cpp imatrix quantization of meta-llama/Meta-Llama-3.1-8B-Instruct_ |
|
|
|
Original Model: [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) |
|
Original dtype: `BF16` (`bfloat16`) |
|
Quantized by: [https://github.com/ggerganov/llama.cpp/pull/8676](https://github.com/ggerganov/llama.cpp/pull/8676) |
|
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) |
|
- [Simple chat template](#simple-chat-template) |
|
- [Chat template with system prompt](#chat-template-with-system-prompt) |
|
- [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: ⏳ Processing |
|
Link: [here](https://huggingface.co/legraphista/Meta-Llama-3.1-8B-Instruct-IMat-GGUF/blob/main/imatrix.dat) |
|
|
|
### Common Quants |
|
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | |
|
| -------- | ---------- | --------- | ------ | ------------ | -------- | |
|
| Meta-Llama-3.1-8B-Instruct.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q6_K | Q6_K | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q4_K | Q4_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q3_K | Q3_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q2_K | Q2_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
|
|
|
|
### All Quants |
|
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | |
|
| -------- | ---------- | --------- | ------ | ------------ | -------- | |
|
| Meta-Llama-3.1-8B-Instruct.BF16 | BF16 | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.FP16 | F16 | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q6_K | Q6_K | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q5_K | Q5_K | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q5_K_S | Q5_K_S | - | ⏳ Processing | ⚪ Static | - |
|
| Meta-Llama-3.1-8B-Instruct.Q4_K | Q4_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q4_K_S | Q4_K_S | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ4_NL | IQ4_NL | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ4_XS | IQ4_XS | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q3_K | Q3_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q3_K_L | Q3_K_L | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q3_K_S | Q3_K_S | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ3_M | IQ3_M | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ3_S | IQ3_S | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ3_XS | IQ3_XS | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ3_XXS | IQ3_XXS | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q2_K | Q2_K | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.Q2_K_S | Q2_K_S | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ2_M | IQ2_M | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ2_S | IQ2_S | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ2_XS | IQ2_XS | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ2_XXS | IQ2_XXS | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - |
|
| Meta-Llama-3.1-8B-Instruct.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/Meta-Llama-3.1-8B-Instruct-IMat-GGUF --include "Meta-Llama-3.1-8B-Instruct.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/Meta-Llama-3.1-8B-Instruct-IMat-GGUF --include "Meta-Llama-3.1-8B-Instruct.Q8_0/*" --local-dir ./ |
|
# see FAQ for merging GGUF's |
|
``` |
|
|
|
--- |
|
|
|
## Inference |
|
|
|
### Simple chat template |
|
``` |
|
<|begin_of_text|><|start_header_id|>user<|end_header_id|> |
|
|
|
{user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> |
|
|
|
{assistant_response}<|eot_id|><|start_header_id|>user<|end_header_id|> |
|
|
|
{next_user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> |
|
|
|
|
|
``` |
|
|
|
### Chat template with system prompt |
|
``` |
|
<|begin_of_text|><|start_header_id|>system<|end_header_id|> |
|
|
|
{system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|> |
|
|
|
{user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> |
|
|
|
{assistant_response}<|eot_id|><|start_header_id|>user<|end_header_id|> |
|
|
|
{next_user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> |
|
|
|
|
|
``` |
|
|
|
### Llama.cpp |
|
``` |
|
llama.cpp/main -m Meta-Llama-3.1-8B-Instruct.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](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: `Meta-Llama-3.1-8B-Instruct.Q8_0`) |
|
3. Run `gguf-split --merge Meta-Llama-3.1-8B-Instruct.Q8_0/Meta-Llama-3.1-8B-Instruct.Q8_0-00001-of-XXXXX.gguf Meta-Llama-3.1-8B-Instruct.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)! |
