commit fd8454ee684275faaaa9578bb3cd50ef97e1c291 Author: ModelHub XC Date: Wed Sep 9 19:56:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..6798b9a --- /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 +TechniqueRAG-Reflection-Ministral-8B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.f16.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-8B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +TechniqueRAG-Reflection-Ministral-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..c51c369 --- /dev/null +++ b/README.md @@ -0,0 +1,79 @@ +--- +base_model: QCRI/TechniqueRAG-Reflection-Ministral-8B +datasets: +- qcri-cs/TechniqueRAG-Datasets +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- MITRE ATT&CK +- Adversarial Techniques Annotation +- Threat Intelligence +- Security +--- +## About + + + + + + + + + +static quants of https://huggingface.co/QCRI/TechniqueRAG-Reflection-Ministral-8B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#TechniqueRAG-Reflection-Ministral-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/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q2_K.gguf) | Q2_K | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q3_K_S.gguf) | Q3_K_S | 3.8 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q3_K_M.gguf) | Q3_K_M | 4.1 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q3_K_L.gguf) | Q3_K_L | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.IQ4_XS.gguf) | IQ4_XS | 4.6 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q4_K_S.gguf) | Q4_K_S | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q4_K_M.gguf) | Q4_K_M | 5.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q5_K_S.gguf) | Q5_K_S | 5.7 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q5_K_M.gguf) | Q5_K_M | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q6_K.gguf) | Q6_K | 6.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.Q8_0.gguf) | Q8_0 | 8.6 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/TechniqueRAG-Reflection-Ministral-8B-GGUF/resolve/main/TechniqueRAG-Reflection-Ministral-8B.f16.gguf) | f16 | 16.1 | 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 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