From 1b4fe6d5b134a21c72f0f315f008a5a9244b3a9f Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 18 Jun 2026 01:16:17 +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/limo_pro-4b-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++++++ README.md | 76 +++++++++++++++++++++++++++++++++++++++++ limo_pro-4b.IQ4_XS.gguf | 3 ++ limo_pro-4b.Q2_K.gguf | 3 ++ limo_pro-4b.Q3_K_L.gguf | 3 ++ limo_pro-4b.Q3_K_M.gguf | 3 ++ limo_pro-4b.Q3_K_S.gguf | 3 ++ limo_pro-4b.Q4_K_M.gguf | 3 ++ limo_pro-4b.Q4_K_S.gguf | 3 ++ limo_pro-4b.Q5_K_M.gguf | 3 ++ limo_pro-4b.Q5_K_S.gguf | 3 ++ limo_pro-4b.Q6_K.gguf | 3 ++ limo_pro-4b.Q8_0.gguf | 3 ++ limo_pro-4b.f16.gguf | 3 ++ 14 files changed, 159 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 limo_pro-4b.IQ4_XS.gguf create mode 100644 limo_pro-4b.Q2_K.gguf create mode 100644 limo_pro-4b.Q3_K_L.gguf create mode 100644 limo_pro-4b.Q3_K_M.gguf create mode 100644 limo_pro-4b.Q3_K_S.gguf create mode 100644 limo_pro-4b.Q4_K_M.gguf create mode 100644 limo_pro-4b.Q4_K_S.gguf create mode 100644 limo_pro-4b.Q5_K_M.gguf create mode 100644 limo_pro-4b.Q5_K_S.gguf create mode 100644 limo_pro-4b.Q6_K.gguf create mode 100644 limo_pro-4b.Q8_0.gguf create mode 100644 limo_pro-4b.f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..37708f3 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.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.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +limo_pro-4b.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..c61e09b --- /dev/null +++ b/README.md @@ -0,0 +1,76 @@ +--- +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 + + + + + + + + + +static 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-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/limo_pro-4b-i1-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-GGUF/resolve/main/limo_pro-4b.Q2_K.gguf) | Q2_K | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q3_K_S.gguf) | Q3_K_S | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q3_K_M.gguf) | Q3_K_M | 2.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q3_K_L.gguf) | Q3_K_L | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.IQ4_XS.gguf) | IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q4_K_S.gguf) | Q4_K_S | 2.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q4_K_M.gguf) | Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q5_K_S.gguf) | Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q5_K_M.gguf) | Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q6_K.gguf) | Q6_K | 3.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.Q8_0.gguf) | Q8_0 | 4.4 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-GGUF/resolve/main/limo_pro-4b.f16.gguf) | f16 | 8.2 | 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. + + diff --git a/limo_pro-4b.IQ4_XS.gguf b/limo_pro-4b.IQ4_XS.gguf new file mode 100644 index 0000000..6550663 --- /dev/null +++ b/limo_pro-4b.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b86b5aebd1831e5a6fd8a8a01eba5d2c40c184b9441b5a46e2f10ca160099d49 +size 2286316704 diff --git a/limo_pro-4b.Q2_K.gguf b/limo_pro-4b.Q2_K.gguf new file mode 100644 index 0000000..c2196c5 --- /dev/null +++ b/limo_pro-4b.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:24c5fa6dff64f0253f717dddabbc52f8ef6e8d1725e4e84645c8475e4fda0fee +size 1669500064 diff --git a/limo_pro-4b.Q3_K_L.gguf 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