commit 91e0c62f1f89586a62a4b6fa4cbb809daa4ffc2c Author: ModelHub XC Date: Thu Jun 18 01:16:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/limo_pro-4b-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..b74c473 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.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 +limo_pro-4b.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..7e62c35 --- /dev/null +++ b/README.md @@ -0,0 +1,89 @@ +--- +base_model: mingiJ/limo_pro-4b +language: +- en +library_name: transformers +license: other +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- llama-factory +- full +- generated_from_trainer +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/mingiJ/limo_pro-4b + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#limo_pro-4b-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/limo_pro-4b-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/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | 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/limo_pro-4b.i1-IQ1_M.gguf b/limo_pro-4b.i1-IQ1_M.gguf new file mode 100644 index 0000000..a49c187 --- /dev/null +++ b/limo_pro-4b.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b78a1a7f18ebf8ddddd3942d29691efd8b3e22ee613bb5f21dc373711ce94f41 +size 1127018400 diff --git a/limo_pro-4b.i1-IQ1_S.gguf b/limo_pro-4b.i1-IQ1_S.gguf new file mode 100644 index 0000000..bb05757 --- /dev/null +++ b/limo_pro-4b.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8772425b9b0a06b1d239b10bf05802101dc0fb3b1b11fc8305d6edc341179d0e +size 1055256480 diff --git a/limo_pro-4b.i1-IQ2_M.gguf b/limo_pro-4b.i1-IQ2_M.gguf new file mode 100644 index 0000000..eea1859 --- /dev/null +++ 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