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Model: mradermacher/VULPO-4B-GGUF
Source: Original Platform

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README.md

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+---
+base_model: Leopo1d/VULPO-4B
+language:
+- en
+library_name: transformers
+license: apache-2.0
+mradermacher:
+  readme_rev: 1
+quantized_by: mradermacher
+tags:
+- vulnerability_detection
+- software_security
+- lage_language_models
+- reasoning_llms
+---
+## About
+
+<!-- ### quantize_version: 2 -->
+<!-- ### output_tensor_quantised: 1 -->
+<!-- ### convert_type: hf -->
+<!-- ### vocab_type:  -->
+<!-- ### tags:  -->
+<!-- ### quants:  x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS -->
+<!-- ### quants_skip:  -->
+<!-- ### skip_mmproj:  -->
+static quants of https://huggingface.co/Leopo1d/VULPO-4B
+
+<!-- provided-files -->
+
+***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#VULPO-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/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q2_K.gguf) | Q2_K | 1.8 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q3_K_S.gguf) | Q3_K_S | 2.0 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q3_K_M.gguf) | Q3_K_M | 2.2 | lower quality |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q3_K_L.gguf) | Q3_K_L | 2.3 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.IQ4_XS.gguf) | IQ4_XS | 2.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q4_K_S.gguf) | Q4_K_S | 2.5 | fast, recommended |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q4_K_M.gguf) | Q4_K_M | 2.6 | fast, recommended |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q5_K_S.gguf) | Q5_K_S | 2.9 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q5_K_M.gguf) | Q5_K_M | 3.0 |  |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q6_K.gguf) | Q6_K | 3.4 | very good quality |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-4B.Q8_0.gguf) | Q8_0 | 4.4 | fast, best quality |
+| [GGUF](https://huggingface.co/mradermacher/VULPO-4B-GGUF/resolve/main/VULPO-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.
+
+<!-- end -->

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