commit b28987d65fea585955df0e46405ed279b7bef0c1 Author: ModelHub XC Date: Wed Oct 7 13:55:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/UltraLlama-3.1-8B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..0dbe8e5 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,59 @@ +*.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 +UltraLlama-3.1-8B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +UltraLlama-3.1-8B.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..9abeb06 --- /dev/null +++ b/README.md @@ -0,0 +1,75 @@ +--- +base_model: mlabonne/UltraLlama-3.1-8B +language: +- en +library_name: transformers +quantized_by: mradermacher +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/mlabonne/UltraLlama-3.1-8B + + +static quants are available at https://huggingface.co/mradermacher/UltraLlama-3.1-8B-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/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.1 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.5 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ2_M.gguf) | i1-IQ2_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 3.1 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q2_K.gguf) | i1-Q2_K | 3.3 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.8 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.8 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 4.1 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.4 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.5 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q4_0.gguf) | i1-Q4_0 | 4.8 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.8 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.8 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 5.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q4_1.gguf) | i1-Q4_1 | 5.2 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.7 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/UltraLlama-3.1-8B-i1-GGUF/resolve/main/UltraLlama-3.1-8B.i1-Q6_K.gguf) | i1-Q6_K | 6.7 | 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/UltraLlama-3.1-8B.i1-IQ1_M.gguf b/UltraLlama-3.1-8B.i1-IQ1_M.gguf new file mode 100644 index 0000000..a7d055c --- /dev/null +++ b/UltraLlama-3.1-8B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a5bc499bea09511b959250b0d27ef0fe8b86150a2d4e5869a4ccbc4238f999e +size 2161972928 diff --git a/UltraLlama-3.1-8B.i1-IQ1_S.gguf b/UltraLlama-3.1-8B.i1-IQ1_S.gguf new file mode 100644 index 0000000..2a29785 --- /dev/null +++ b/UltraLlama-3.1-8B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0456e2630ffdacc8558f9222b85ae7b5d048641da65226e8911bf77a3b37c06c +size 2019628736 diff --git a/UltraLlama-3.1-8B.i1-IQ2_M.gguf b/UltraLlama-3.1-8B.i1-IQ2_M.gguf new file mode 100644 index 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