From 45dca8a1925af133fbc91a96f43c5b7bc430f1c5 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 25 Sep 2026 04:29:16 +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/toffee-3b-beta-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++ README.md | 84 ++++++++++++++++++++++++++++++++++++++ toffee-3b-beta.IQ4_XS.gguf | 3 ++ toffee-3b-beta.Q2_K.gguf | 3 ++ toffee-3b-beta.Q3_K_L.gguf | 3 ++ toffee-3b-beta.Q3_K_M.gguf | 3 ++ toffee-3b-beta.Q3_K_S.gguf | 3 ++ toffee-3b-beta.Q4_K_M.gguf | 3 ++ toffee-3b-beta.Q4_K_S.gguf | 3 ++ toffee-3b-beta.Q5_K_M.gguf | 3 ++ toffee-3b-beta.Q5_K_S.gguf | 3 ++ toffee-3b-beta.Q6_K.gguf | 3 ++ toffee-3b-beta.Q8_0.gguf | 3 ++ toffee-3b-beta.f16.gguf | 3 ++ 14 files changed, 167 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diff=lfs merge=lfs -text +toffee-3b-beta.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..88af3cf --- /dev/null +++ b/README.md @@ -0,0 +1,84 @@ +--- +base_model: zait-ai/toffee-3b-beta +datasets: +- HuggingFaceH4/ultrachat_200k +- nvidia/OpenMathInstruct-2 +- m-a-p/CodeFeedback-Filtered-Instruction +language: +- en +library_name: transformers +license: mit +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- text-generation +- chat +- conversational +- instruct +- mistral +- ministral +- 3b +--- +## About + + + + + + + + + +static quants of https://huggingface.co/zait-ai/toffee-3b-beta + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#toffee-3b-beta-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/toffee-3b-beta-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/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q2_K.gguf) | Q2_K | 1.7 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q3_K_S.gguf) | Q3_K_S | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q3_K_M.gguf) | Q3_K_M | 2.1 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q3_K_L.gguf) | Q3_K_L | 2.2 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.IQ4_XS.gguf) | IQ4_XS | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q4_K_S.gguf) | Q4_K_S | 2.4 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q4_K_M.gguf) | Q4_K_M | 2.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q5_K_S.gguf) | Q5_K_S | 2.8 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q5_K_M.gguf) | Q5_K_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q6_K.gguf) | Q6_K | 3.3 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.Q8_0.gguf) | Q8_0 | 4.2 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/toffee-3b-beta-GGUF/resolve/main/toffee-3b-beta.f16.gguf) | f16 | 7.8 | 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/toffee-3b-beta.IQ4_XS.gguf b/toffee-3b-beta.IQ4_XS.gguf new file mode 100644 index 0000000..48f9dba --- /dev/null +++ b/toffee-3b-beta.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:329d797f65e67ead39d36c72d33ff0b92fa97fe51bd23fef60c3a831f43126be +size 2186451712 diff --git a/toffee-3b-beta.Q2_K.gguf b/toffee-3b-beta.Q2_K.gguf new file mode 100644 index 0000000..a6e2fa3 --- /dev/null +++ b/toffee-3b-beta.Q2_K.gguf @@ -0,0 +1,3 @@ +version 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