commit 763c01fdebb4c993c32d586fe65305452fc7d87b Author: ModelHub XC Date: Wed Jun 10 19:50:16 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/VulnLLM-R-7B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..3530ec2 --- /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 +VulnLLM-R-7B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.f16.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +VulnLLM-R-7B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..4098da3 --- /dev/null +++ b/README.md @@ -0,0 +1,79 @@ +--- +base_model: Virtue-AI-HUB/VulnLLM-R-7B +language: +- en +- code +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- security +- vulnerability-detection +- code-analysis +- reasoning +- llm +--- +## About + + + + + + + + + +static quants of https://huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#VulnLLM-R-7B-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/VulnLLM-R-7B-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/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q2_K.gguf) | Q2_K | 3.1 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q3_K_S.gguf) | Q3_K_S | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q3_K_M.gguf) | Q3_K_M | 3.9 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q3_K_L.gguf) | Q3_K_L | 4.2 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.IQ4_XS.gguf) | IQ4_XS | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q4_K_S.gguf) | Q4_K_S | 4.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q4_K_M.gguf) | Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q5_K_S.gguf) | Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q5_K_M.gguf) | Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q6_K.gguf) | Q6_K | 6.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.Q8_0.gguf) | Q8_0 | 8.2 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/VulnLLM-R-7B-GGUF/resolve/main/VulnLLM-R-7B.f16.gguf) | f16 | 15.3 | 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/VulnLLM-R-7B.IQ4_XS.gguf b/VulnLLM-R-7B.IQ4_XS.gguf new file mode 100644 index 0000000..b4474fe --- /dev/null +++ b/VulnLLM-R-7B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:835b0297133a86c1fd7d08faab4f9a88eb74d7966ba70559dc5cbb0d509972dc +size 4250299296 diff --git a/VulnLLM-R-7B.Q2_K.gguf b/VulnLLM-R-7B.Q2_K.gguf new file mode 100644 index 0000000..748ddb3 --- /dev/null +++ b/VulnLLM-R-7B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a666f1872f1e876899517252857c7a39234f8d3dd008fc8901d3010f8e09b5a2 +size 3015941024 diff --git a/VulnLLM-R-7B.Q3_K_L.gguf b/VulnLLM-R-7B.Q3_K_L.gguf new file mode 100644 index 0000000..454c1d8 --- /dev/null +++ b/VulnLLM-R-7B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f7b152b6f6a4ab0d8b3fa65c01109850c977a6c44bd50db134c61a5e15d8ed60 +size 4088460192 diff --git a/VulnLLM-R-7B.Q3_K_M.gguf b/VulnLLM-R-7B.Q3_K_M.gguf new file mode 100644 index 0000000..978858e --- /dev/null +++ b/VulnLLM-R-7B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e77e7fb01db8fb4fef44a55493e890829b5a85578575d3140711c41d89c8b825 +size 3808392096 diff --git a/VulnLLM-R-7B.Q3_K_S.gguf b/VulnLLM-R-7B.Q3_K_S.gguf new file mode 100644 index 0000000..329f4ab --- /dev/null +++ b/VulnLLM-R-7B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d66276ce4baa185173fb6698bc1170022649ab4c8dd76e83a8b7ee8c5090938a +size 3492369312 diff --git a/VulnLLM-R-7B.Q4_K_M.gguf b/VulnLLM-R-7B.Q4_K_M.gguf new file mode 100644 index 0000000..682adb0 --- /dev/null +++ b/VulnLLM-R-7B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22ef4df3a60aa194d85b88808d54b258631aa920d9926a89a3fb353190143817 +size 4683074464 diff --git a/VulnLLM-R-7B.Q4_K_S.gguf b/VulnLLM-R-7B.Q4_K_S.gguf new file mode 100644 index 0000000..40ed725 --- /dev/null +++ b/VulnLLM-R-7B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:01e8f97ada896fdb71c33513ec6670aa4853a6eab6ea1923cf835eaadd1a224b +size 4457769888 diff --git a/VulnLLM-R-7B.Q5_K_M.gguf b/VulnLLM-R-7B.Q5_K_M.gguf new file mode 100644 index 0000000..fb6a9dd --- /dev/null +++ b/VulnLLM-R-7B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:987452d4b09ead07c488f500ee1f8970e6ce47b76a1d7dd72991c76caccfa8cb +size 5444832160 diff --git a/VulnLLM-R-7B.Q5_K_S.gguf b/VulnLLM-R-7B.Q5_K_S.gguf new file mode 100644 index 0000000..48ee579 --- /dev/null +++ b/VulnLLM-R-7B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d7ae8614a73dfb0ebca3e280e9b002d22268ccc0378e67907b665c2ba98c632 +size 5315177376 diff --git a/VulnLLM-R-7B.Q6_K.gguf b/VulnLLM-R-7B.Q6_K.gguf new file mode 100644 index 0000000..b221b4a --- /dev/null +++ b/VulnLLM-R-7B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c926f5eb1276ed36f3a2221294c38269b84fdfefdaf514cf31d1f9fffd043394 +size 6254199712 diff --git a/VulnLLM-R-7B.Q8_0.gguf b/VulnLLM-R-7B.Q8_0.gguf new file mode 100644 index 0000000..1039d96 --- /dev/null +++ b/VulnLLM-R-7B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb8932e1d85a74cc97cff63fc98eacf0b3206780aa71e59f42a1735977601011 +size 8098526112 diff --git a/VulnLLM-R-7B.f16.gguf b/VulnLLM-R-7B.f16.gguf new file mode 100644 index 0000000..896173a --- /dev/null +++ b/VulnLLM-R-7B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:17d7a197c3c9537035481de71ac570c32973501c149ff51e824b1bdd94122bbb +size 15237854112