From d1ab85bfb07a6816c8b2320c1475e690501475b9 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 6 Jul 2026 12:57:16 +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/NAT-math-7b-GGUF Source: Original Platform --- .gitattributes | 48 +++++++++++++++++++++++++++++ NAT-math-7b.IQ4_XS.gguf | 3 ++ NAT-math-7b.Q2_K.gguf | 3 ++ NAT-math-7b.Q3_K_L.gguf | 3 ++ NAT-math-7b.Q3_K_M.gguf | 3 ++ NAT-math-7b.Q3_K_S.gguf | 3 ++ NAT-math-7b.Q4_0_4_4.gguf | 3 ++ NAT-math-7b.Q4_K_M.gguf | 3 ++ NAT-math-7b.Q4_K_S.gguf | 3 ++ NAT-math-7b.Q5_K_M.gguf | 3 ++ NAT-math-7b.Q5_K_S.gguf | 3 ++ NAT-math-7b.Q6_K.gguf | 3 ++ NAT-math-7b.Q8_0.gguf | 3 ++ NAT-math-7b.f16.gguf | 3 ++ README.md | 64 +++++++++++++++++++++++++++++++++++++++ 15 files changed, 151 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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/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q2_K.gguf) | Q2_K | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q3_K_S.gguf) | Q3_K_S | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q3_K_M.gguf) | Q3_K_M | 3.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q3_K_L.gguf) | Q3_K_L | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.IQ4_XS.gguf) | IQ4_XS | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q4_0_4_4.gguf) | Q4_0_4_4 | 3.9 | fast on arm, low quality | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q4_K_S.gguf) | Q4_K_S | 4.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q4_K_M.gguf) | Q4_K_M | 4.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q5_K_S.gguf) | Q5_K_S | 4.8 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q5_K_M.gguf) | Q5_K_M | 4.9 | | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q6_K.gguf) | Q6_K | 5.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.Q8_0.gguf) | Q8_0 | 7.3 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/NAT-math-7b-GGUF/resolve/main/NAT-math-7b.f16.gguf) | f16 | 13.6 | 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. + +