From fb51d460126d5ba2d3eee0667b1414de9a56c8c9 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 2 Sep 2026 20:46:17 +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/k3-sec-8b-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++++++++++++ README.md | 83 +++++++++++++++++++++++++++++++++++++++++++ k3-sec-8b.IQ4_XS.gguf | 3 ++ k3-sec-8b.Q2_K.gguf | 3 ++ k3-sec-8b.Q3_K_L.gguf | 3 ++ k3-sec-8b.Q3_K_M.gguf | 3 ++ k3-sec-8b.Q3_K_S.gguf | 3 ++ k3-sec-8b.Q4_K_M.gguf | 3 ++ k3-sec-8b.Q4_K_S.gguf | 3 ++ k3-sec-8b.Q5_K_M.gguf | 3 ++ k3-sec-8b.Q5_K_S.gguf | 3 ++ k3-sec-8b.Q6_K.gguf | 3 ++ k3-sec-8b.Q8_0.gguf | 3 ++ k3-sec-8b.f16.gguf | 3 ++ 14 files changed, 166 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 k3-sec-8b.IQ4_XS.gguf create mode 100644 k3-sec-8b.Q2_K.gguf create mode 100644 k3-sec-8b.Q3_K_L.gguf create mode 100644 k3-sec-8b.Q3_K_M.gguf create mode 100644 k3-sec-8b.Q3_K_S.gguf create mode 100644 k3-sec-8b.Q4_K_M.gguf create mode 100644 k3-sec-8b.Q4_K_S.gguf create mode 100644 k3-sec-8b.Q5_K_M.gguf create mode 100644 k3-sec-8b.Q5_K_S.gguf create mode 100644 k3-sec-8b.Q6_K.gguf create mode 100644 k3-sec-8b.Q8_0.gguf create mode 100644 k3-sec-8b.f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..470a909 --- /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 +k3-sec-8b.f16.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +k3-sec-8b.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..0490fbd --- /dev/null +++ b/README.md @@ -0,0 +1,83 @@ +--- +base_model: bebrws/security-8b +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- cybersecurity +- agentic +- red-team +- blue-team +- distillation +- glm-5.2 +- kimi-k3 +- function-calling +- tool-calling +- tool-use +--- +## About + + + + + + + + + +static quants of https://huggingface.co/bebrws/security-8b + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#k3-sec-8b-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/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q2_K.gguf) | Q2_K | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q3_K_S.gguf) | Q3_K_S | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q3_K_M.gguf) | Q3_K_M | 4.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q3_K_L.gguf) | Q3_K_L | 4.5 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.IQ4_XS.gguf) | IQ4_XS | 4.7 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q4_K_S.gguf) | Q4_K_S | 4.9 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q4_K_M.gguf) | Q4_K_M | 5.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q5_K_S.gguf) | Q5_K_S | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q5_K_M.gguf) | Q5_K_M | 6.0 | | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q6_K.gguf) | Q6_K | 6.8 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.Q8_0.gguf) | Q8_0 | 8.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/k3-sec-8b-GGUF/resolve/main/k3-sec-8b.f16.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](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. + + diff --git a/k3-sec-8b.IQ4_XS.gguf b/k3-sec-8b.IQ4_XS.gguf new file mode 100644 index 0000000..bc3492a --- /dev/null +++ b/k3-sec-8b.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f409a44101f4d25dcd977c1e553a535e92a0c7e81961a3d4d7f21eae31e3cfd +size 4593297184 diff --git a/k3-sec-8b.Q2_K.gguf b/k3-sec-8b.Q2_K.gguf new file mode 100644 index 0000000..6743975 --- /dev/null +++ b/k3-sec-8b.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:93c94ed531ebf22a699212a6c89df3732db42691ff046a63c4d0de430a03d58e +size 3281733408 diff --git a/k3-sec-8b.Q3_K_L.gguf b/k3-sec-8b.Q3_K_L.gguf new file mode 100644 index 0000000..1228420 --- /dev/null +++ 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