From 909bd9664ae0dbf3359ecee29cf2bb248cb18cd6 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 8 Jul 2026 23:20:11 +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/Cipher-20B-i1-GGUF Source: Original Platform --- .gitattributes | 58 +++++++++++++++++++++++++++ Cipher-20B.i1-IQ1_M.gguf | 3 ++ Cipher-20B.i1-IQ1_S.gguf | 3 ++ Cipher-20B.i1-IQ2_M.gguf | 3 ++ Cipher-20B.i1-IQ2_S.gguf | 3 ++ Cipher-20B.i1-IQ2_XS.gguf | 3 ++ Cipher-20B.i1-IQ2_XXS.gguf | 3 ++ Cipher-20B.i1-IQ3_M.gguf | 3 ++ Cipher-20B.i1-IQ3_S.gguf | 3 ++ Cipher-20B.i1-IQ3_XS.gguf | 3 ++ Cipher-20B.i1-IQ3_XXS.gguf | 3 ++ Cipher-20B.i1-IQ4_XS.gguf | 3 ++ Cipher-20B.i1-Q2_K.gguf | 3 ++ Cipher-20B.i1-Q2_K_S.gguf | 3 ++ Cipher-20B.i1-Q3_K_L.gguf | 3 ++ Cipher-20B.i1-Q3_K_M.gguf 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0000000..15bd21e --- /dev/null +++ b/Cipher-20B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1dfe6fd69dfd5e19666627828d94c0c4b148f7b39999358a533e176c3704a4a +size 14241970784 diff --git a/Cipher-20B.i1-Q6_K.gguf b/Cipher-20B.i1-Q6_K.gguf new file mode 100644 index 0000000..d3d44bb --- /dev/null +++ b/Cipher-20B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb31f7fb9f1dc253c61904196f62056306fb381654f6ab43abb49d48905f0236 +size 16867793504 diff --git a/README.md b/README.md new file mode 100644 index 0000000..e068fe9 --- /dev/null +++ b/README.md @@ -0,0 +1,82 @@ +--- +base_model: HelpingAI/Cipher-20B +language: +- en +library_name: transformers +license: other +license_link: https://helpingai.co/license +license_name: helpingai +quantized_by: mradermacher +tags: +- HelpingAI +- Cipher +- Code Generation +- Programming +- AI Assistant +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/HelpingAI/Cipher-20B + + +static quants are available at https://huggingface.co/mradermacher/Cipher-20B-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/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ1_S.gguf) | i1-IQ1_S | 4.9 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ1_M.gguf) | i1-IQ1_M | 5.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 5.9 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 6.5 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ2_S.gguf) | i1-IQ2_S | 6.9 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ2_M.gguf) | i1-IQ2_M | 7.4 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 7.5 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q2_K.gguf) | i1-Q2_K | 8.0 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 8.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 8.8 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 9.2 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ3_S.gguf) | i1-IQ3_S | 9.3 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ3_M.gguf) | i1-IQ3_M | 9.6 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 10.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 11.1 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 11.3 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q4_0.gguf) | i1-Q4_0 | 11.9 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 11.9 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 12.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 14.3 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 14.7 | | +| [GGUF](https://huggingface.co/mradermacher/Cipher-20B-i1-GGUF/resolve/main/Cipher-20B.i1-Q6_K.gguf) | i1-Q6_K | 17.0 | practically like static Q6_K | + +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. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to. + + diff --git a/imatrix.dat b/imatrix.dat new file mode 100644 index 0000000..2f86d8c --- /dev/null +++ b/imatrix.dat @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:290198e6829388b11da078293a75b87d2bf66c0762f53c9ffb41988cd34b4268 +size 12310186