From 6de83c710ffbb8009f6efa426c9bc691df01ecfc Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 8 Jul 2026 03:10:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mradermacher/BioinspiredLLM-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++++ BioinspiredLLM.IQ4_XS.gguf | 3 ++ BioinspiredLLM.Q2_K.gguf | 3 ++ BioinspiredLLM.Q3_K_L.gguf | 3 ++ BioinspiredLLM.Q3_K_M.gguf | 3 ++ BioinspiredLLM.Q3_K_S.gguf | 3 ++ BioinspiredLLM.Q4_0_4_4.gguf | 3 ++ BioinspiredLLM.Q4_K_M.gguf | 3 ++ BioinspiredLLM.Q4_K_S.gguf | 3 ++ BioinspiredLLM.Q5_K_M.gguf | 3 ++ BioinspiredLLM.Q5_K_S.gguf | 3 ++ BioinspiredLLM.Q6_K.gguf | 3 ++ BioinspiredLLM.Q8_0.gguf | 3 ++ README.md | 72 ++++++++++++++++++++++++++++++++++++ 14 files changed, 155 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sha256:418f2e4c7187025571f6cb7dc7d9cfa7315b1cdb69fc0e2c318afb68eb5fa19d +size 13831353120 diff --git a/README.md b/README.md new file mode 100644 index 0000000..7f0b4ac --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +--- +base_model: lamm-mit/BioinspiredLLM +language: +- en +library_name: transformers +quantized_by: mradermacher +tags: +- biology +- materials science +- code +- scientific AI +- biological materials +- bioinspiration +- machine learning +- generative +--- +## About + + + + + + +static quants of https://huggingface.co/lamm-mit/BioinspiredLLM + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/BioinspiredLLM-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/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q2_K.gguf) | Q2_K | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q3_K_S.gguf) | Q3_K_S | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q3_K_M.gguf) | Q3_K_M | 6.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q3_K_L.gguf) | Q3_K_L | 7.0 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.IQ4_XS.gguf) | IQ4_XS | 7.1 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q4_0_4_4.gguf) | Q4_0_4_4 | 7.5 | fast on arm, low quality | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q4_K_S.gguf) | Q4_K_S | 7.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q4_K_M.gguf) | Q4_K_M | 8.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q5_K_S.gguf) | Q5_K_S | 9.1 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q5_K_M.gguf) | Q5_K_M | 9.3 | | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q6_K.gguf) | Q6_K | 10.8 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/BioinspiredLLM-GGUF/resolve/main/BioinspiredLLM.Q8_0.gguf) | Q8_0 | 13.9 | fast, best quality | + +Here is a handy graph by ikawrakow comparing some lower-quality quant +types (lower is better): + +![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.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](https://www.nethype.de/), for letting +me use its servers and providing upgrades to my workstation to enable +this work in my free time. Additional thanks to [@nicoboss](https://huggingface.co/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. + +