From 27b3262f3a85cbf4d5b0d8d2551906c7bd97ff05 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 10 Jun 2026 01:52:17 +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/UltraLink-LM-i1-GGUF Source: Original Platform --- .gitattributes | 60 +++++++++++++++++++++++++ README.md | 85 +++++++++++++++++++++++++++++++++++ UltraLink-LM.i1-IQ1_M.gguf | 3 ++ UltraLink-LM.i1-IQ1_S.gguf | 3 ++ UltraLink-LM.i1-IQ2_M.gguf | 3 ++ UltraLink-LM.i1-IQ2_S.gguf | 3 ++ UltraLink-LM.i1-IQ2_XS.gguf | 3 ++ UltraLink-LM.i1-IQ2_XXS.gguf | 3 ++ UltraLink-LM.i1-IQ3_M.gguf | 3 ++ UltraLink-LM.i1-IQ3_S.gguf | 3 ++ UltraLink-LM.i1-IQ3_XS.gguf | 3 ++ UltraLink-LM.i1-IQ3_XXS.gguf | 3 ++ UltraLink-LM.i1-IQ4_XS.gguf | 3 ++ UltraLink-LM.i1-Q2_K.gguf | 3 ++ 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+UltraLink-LM.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..405b214 --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +base_model: R0k1e/UltraLink-LM +datasets: +- R0k1e/UltraLink +- stingning/ultrachat +- ise-uiuc/Magicoder-Evol-Instruct-110K +- ise-uiuc/Magicoder-OSS-Instruct-75K +language: +- eng +- fra +- rus +- spa +- zho +library_name: transformers +license: mit +quantized_by: mradermacher +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/R0k1e/UltraLink-LM + + +static quants are available at https://huggingface.co/mradermacher/UltraLink-LM-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/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ1_S.gguf) | i1-IQ1_S | 3.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ1_M.gguf) | i1-IQ1_M | 3.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ2_XS.gguf) | i1-IQ2_XS | 4.0 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ2_S.gguf) | i1-IQ2_S | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ2_M.gguf) | i1-IQ2_M | 4.6 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q2_K.gguf) | i1-Q2_K | 5.0 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 5.1 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ3_S.gguf) | i1-IQ3_S | 5.8 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.8 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ3_M.gguf) | i1-IQ3_M | 6.1 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.4 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q3_K_L.gguf) | i1-Q3_K_L | 7.0 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-IQ4_XS.gguf) | i1-IQ4_XS | 7.1 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_0_4_4.gguf) | i1-Q4_0_4_4 | 7.5 | fast on arm, low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_0_4_8.gguf) | i1-Q4_0_4_8 | 7.5 | fast on arm+i8mm, low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_0_8_8.gguf) | i1-Q4_0_8_8 | 7.5 | fast on arm+sve, low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_0.gguf) | i1-Q4_0 | 7.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q4_K_M.gguf) | i1-Q4_K_M | 8.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q5_K_S.gguf) | i1-Q5_K_S | 9.1 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q5_K_M.gguf) | i1-Q5_K_M | 9.3 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLink-LM-i1-GGUF/resolve/main/UltraLink-LM.i1-Q6_K.gguf) | i1-Q6_K | 10.8 | 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/UltraLink-LM.i1-IQ1_M.gguf b/UltraLink-LM.i1-IQ1_M.gguf new file mode 100644 index 0000000..7730f3d --- /dev/null +++ b/UltraLink-LM.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e43fa6c5da82696329d3851d90038fdb5a3508d574e3a361051a9ef3e7098c89 +size 3138610336 diff --git a/UltraLink-LM.i1-IQ1_S.gguf b/UltraLink-LM.i1-IQ1_S.gguf new file mode 100644 index 0000000..00a79f9 --- /dev/null +++ b/UltraLink-LM.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e8ce364ba55bc81027877273b98dcce990e79b84ad3b95bc7851ceec580d1a6 +size 2898687136 diff --git a/UltraLink-LM.i1-IQ2_M.gguf b/UltraLink-LM.i1-IQ2_M.gguf new file mode 100644 index 0000000..4128609 --- /dev/null +++ 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