đ Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct
This project provides weighted/imatrix quants for Hacker News comments summarization based on Llama 3.1 8B Instruct model.
đ Quick Start
The project offers quantized models for Hacker News comments summarization. If you're new to using GGUF files, refer to the details below for guidance.
⨠Features
- Quantized Models: Offers various quantized versions of the Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct model.
- Multiple Quant Types: Different quant types are available, sorted by size, providing options for different needs.
đĻ Installation
No specific installation steps are provided in the original document.
đģ Usage Examples
Basic Usage
If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.
đ Documentation
About
The weighted/imatrix quants are based on https://huggingface.co/georgeck/Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct. Static quants are available at https://huggingface.co/mradermacher/Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct-GGUF.
Provided Quants
(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
| Link |
Type |
Size/GB |
Notes |
| GGUF |
i1-IQ1_S |
2.1 |
for the desperate |
| GGUF |
i1-IQ1_M |
2.3 |
mostly desperate |
| GGUF |
i1-IQ2_XXS |
2.5 |
|
| GGUF |
i1-IQ2_XS |
2.7 |
|
| GGUF |
i1-IQ2_S |
2.9 |
|
| GGUF |
i1-IQ2_M |
3.0 |
|
| GGUF |
i1-Q2_K_S |
3.1 |
very low quality |
| GGUF |
i1-Q2_K |
3.3 |
IQ3_XXS probably better |
| GGUF |
i1-IQ3_XXS |
3.4 |
lower quality |
| GGUF |
i1-IQ3_XS |
3.6 |
|
| GGUF |
i1-Q3_K_S |
3.8 |
IQ3_XS probably better |
| GGUF |
i1-IQ3_S |
3.8 |
beats Q3_K* |
| GGUF |
i1-IQ3_M |
3.9 |
|
| GGUF |
i1-Q3_K_M |
4.1 |
IQ3_S probably better |
| GGUF |
i1-Q3_K_L |
4.4 |
IQ3_M probably better |
| GGUF |
i1-IQ4_XS |
4.5 |
|
| GGUF |
i1-Q4_0 |
4.8 |
fast, low quality |
| GGUF |
i1-IQ4_NL |
4.8 |
prefer IQ4_XS |
| GGUF |
i1-Q4_K_S |
4.8 |
optimal size/speed/quality |
| GGUF |
i1-Q4_K_M |
5.0 |
fast, recommended |
| GGUF |
i1-Q4_1 |
5.2 |
|
| GGUF |
i1-Q5_K_S |
5.7 |
|
| GGUF |
i1-Q5_K_M |
5.8 |
|
| GGUF |
i1-Q6_K |
6.7 |
practically like static Q6_K |
Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):
And here are Artefact2's thoughts on the matter:
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
FAQ / Model Request
See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.
Thanks
I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.
đ License
The license for this project is llama3.1.
| Property |
Details |
| Base Model |
georgeck/Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct |
| Datasets |
georgeck/hacker-news-discussion-summarization-large |
| Language |
en |
| Library Name |
transformers |
| License |
llama3.1 |
| Quantized By |
mradermacher |
| Tags |
summarization, hacker-news, hn-companion |
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
Transformers