LOGOS 8B GGUF
For a convenient overview and download list, visit our model page for this model.
Model source
- Kind
- Text model
- File size
- 3.06–15.3 GB
- Base model
- LOGOS-Hub/LOGOS-8B
- Version
- vRevision a9a180a
- Updated
- Oct 3, 2026
- Publisher
- @mradermacher
- Downloads
- 254
- Parameters
- 8B
- Source
- Hugging Face
Source description
About
static quants of https://huggingface.co/LOGOS-Hub/LOGOS-8B
For a convenient overview and download list, visit our model page for this model.
weighted/imatrix quants are available at https://huggingface.co/mradermacher/LOGOS-8B-i1-GGUF
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.
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 | Q2_K | 3.4 | |
| GGUF | Q3_K_S | 3.9 | |
| GGUF | Q3_K_M | 4.2 | lower quality |
| GGUF | Q3_K_L | 4.5 | |
| GGUF | IQ4_XS | 4.7 | |
| GGUF | Q4_K_S | 4.9 | fast, recommended |
| GGUF | Q4_K_M | 5.1 | fast, recommended |
| GGUF | Q5_K_S | 5.8 | |
| GGUF | Q5_K_M | 6.0 | |
| GGUF | Q6_K | 6.8 | very good quality |
| GGUF | Q8_0 | 8.8 | fast, best quality |
| GGUF | f16 | 16.5 | 16 bpw, overkill |
Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):
image.png
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.
Sources
1 source
Sources
1 sourceVerified Oct 3
Model artifacts
12 artifacts
Model artifacts
12 artifactsSource excerpts
3 excerpts
Source excerpts
3 excerpts--- base_model: LOGOS-Hub/LOGOS-8B language: - en library_name: transformers license: cc-by-4.0 mradermacher: readme_rev: 1 quantized_by: mradermacher tags: - scientific-language-model - protein - molecule - drug-discovery - materials-science - retrosynthesis - antibody - autoregressive - generative - one-model-fits-all --- ## About <!-- ### quantize_version: 2 --> <!-- ### output_tensor_quantised: 1 --> <!-- ### convert_type: hf --> <!-- ### vocab_type: --> <!-- ### tags: --> <!-- ### quants: x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS --> <!-- ### quants_skip: --> <!-- ### skip_mmproj: --> static quants of https://huggingface.co/LOGOS-Hub/LOGOS-8B <!-- provided-files --> ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LOGOS-8B-GGUF).*** weighted/imatrix quants are available at https://huggingface.co/mradermacher/LOGOS-8B-i1-GGUF ## Usage If you are unsure how to use GGUF files, refer to one of [TheBloke's READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for more details, including on how to concatenate multi-part files. ## 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](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q2_K.gguf) | Q2_K | 3.4 | | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q3_K_S.gguf) | Q3_K_S | 3.9 | | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q3_K_M.gguf) | Q3_K_M | 4.2 | lower quality | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q3_K_L.gguf) | Q3_K_L | 4.5 | | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.IQ4_XS.gguf) | IQ4_XS | 4.7 | | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q4_K_S.gguf) | Q4_K_S | 4.9 | fast, recommended | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q4_K_M.gguf) | Q4_K_M | 5.1 | fast, recommended | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q5_K_S.gguf) | Q5_K_S | 5.8 | | | [GGUF](https://huggingface.co/mradermacher/LOGOS-8B-GGUF/resolve/main/LOGOS-8B.Q5_K_M.g...
Source context: 254 downloads · 0 likes · Library transformers · Repo mradermacher/LOGOS-8B-GGUF
Source context: 221 downloads · 0 likes · Library transformers · Repo mradermacher/LOGOS-8B-GGUF
