commit 8d41a33a28f23949845fad16f2ae5cd6b3d45144 Author: ModelHub XC Date: Fri Jun 5 03:54:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/BioTool-finetuned-Qwen3-4B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..2a3d3a6 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +BioTool-finetuned-Qwen3-4B.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/BioTool-finetuned-Qwen3-4B.IQ4_XS.gguf b/BioTool-finetuned-Qwen3-4B.IQ4_XS.gguf new file mode 100644 index 0000000..e3c148e --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1867b2e4b538a248c7c8bf75a97aa26cdec22a2e866eb8ca9fc953d7ae5dc610 +size 2286315584 diff --git a/BioTool-finetuned-Qwen3-4B.Q2_K.gguf b/BioTool-finetuned-Qwen3-4B.Q2_K.gguf new file mode 100644 index 0000000..a384dc5 --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3c1ecc2ec7481a3312ea9a6750a0be41a42d54c207a7b3f8cad5223f47650c77 +size 1669498944 diff --git a/BioTool-finetuned-Qwen3-4B.Q3_K_L.gguf b/BioTool-finetuned-Qwen3-4B.Q3_K_L.gguf new file mode 100644 index 0000000..f24a6f0 --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:504660b1fae69ac4e487512e00af8e943a14e771e704efca1555252bc4a841c9 +size 2239785024 diff --git a/BioTool-finetuned-Qwen3-4B.Q3_K_M.gguf b/BioTool-finetuned-Qwen3-4B.Q3_K_M.gguf new file mode 100644 index 0000000..bd3462e --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a691b0596e012043721dbd5db5750c7d30c48549813a6cf3602cb3a78b548d9 +size 2075617344 diff --git a/BioTool-finetuned-Qwen3-4B.Q3_K_S.gguf b/BioTool-finetuned-Qwen3-4B.Q3_K_S.gguf new file mode 100644 index 0000000..37f67ed --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44713dbd35283383aa1414f21a4bcac2bb93efe0d60cb22f58a997839055a9f4 +size 1886996544 diff --git a/BioTool-finetuned-Qwen3-4B.Q4_K_M.gguf b/BioTool-finetuned-Qwen3-4B.Q4_K_M.gguf new file mode 100644 index 0000000..bb8755b --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91b6c2f8fc4a0436fea2c68005c71e6782e31fa9d420c788956ceeffd60f750f +size 2497280064 diff --git a/BioTool-finetuned-Qwen3-4B.Q4_K_S.gguf b/BioTool-finetuned-Qwen3-4B.Q4_K_S.gguf new file mode 100644 index 0000000..e44ead2 --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdc3c772b740b742f96394b0eff749d404ab4bbf36adf312b622faf4c731ebab +size 2383308864 diff --git a/BioTool-finetuned-Qwen3-4B.Q5_K_M.gguf b/BioTool-finetuned-Qwen3-4B.Q5_K_M.gguf new file mode 100644 index 0000000..88f2a1c --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:181ab205934f4ab50db6a88c653300320b1ff2134b455ab2b662bd16ab4453f6 +size 2889513024 diff --git a/BioTool-finetuned-Qwen3-4B.Q5_K_S.gguf b/BioTool-finetuned-Qwen3-4B.Q5_K_S.gguf new file mode 100644 index 0000000..39d6b87 --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:78dee1fd68d003d87bf441bd032e6f23d125c1556d5e4efad72a342f6750ea65 +size 2823710784 diff --git a/BioTool-finetuned-Qwen3-4B.Q6_K.gguf b/BioTool-finetuned-Qwen3-4B.Q6_K.gguf new file mode 100644 index 0000000..09c258d --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:24c3ad16e5696d967600f294cbfb646049448db4e6d2f7bffbdec031daf7e600 +size 3306260544 diff --git a/BioTool-finetuned-Qwen3-4B.Q8_0.gguf b/BioTool-finetuned-Qwen3-4B.Q8_0.gguf new file mode 100644 index 0000000..8acf86c --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6382e42b5d331cc558f05617e15640ec8fa08145398fe389aa0daf6bf0107b87 +size 4280404544 diff --git a/BioTool-finetuned-Qwen3-4B.f16.gguf b/BioTool-finetuned-Qwen3-4B.f16.gguf new file mode 100644 index 0000000..7e97220 --- /dev/null +++ b/BioTool-finetuned-Qwen3-4B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:133a34087c1e9e0ab381c6b82fa54e86df622f8767cd975c1da6244447f7373c +size 8051284544 diff --git a/README.md b/README.md new file mode 100644 index 0000000..f6e0546 --- /dev/null +++ b/README.md @@ -0,0 +1,83 @@ +--- +base_model: gxx27/BioTool-finetuned-Qwen3-4B +datasets: +- gxx27/BioTool +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- biomedicine +- function-calling +- tool-use +- biotool +- ncbi +- uniprot +- ensembl +- llama-factory +--- +## About + + + + + + + + + +static quants of https://huggingface.co/gxx27/BioTool-finetuned-Qwen3-4B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#BioTool-finetuned-Qwen3-4B-GGUF).*** + +weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion. +## 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/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q2_K.gguf) | Q2_K | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q3_K_S.gguf) | Q3_K_S | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q3_K_M.gguf) | Q3_K_M | 2.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q3_K_L.gguf) | Q3_K_L | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.IQ4_XS.gguf) | IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q4_K_S.gguf) | Q4_K_S | 2.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q4_K_M.gguf) | Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q5_K_S.gguf) | Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q5_K_M.gguf) | Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q6_K.gguf) | Q6_K | 3.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.Q8_0.gguf) | Q8_0 | 4.4 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/BioTool-finetuned-Qwen3-4B-GGUF/resolve/main/BioTool-finetuned-Qwen3-4B.f16.gguf) | f16 | 8.2 | 16 bpw, overkill | + +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. + +