commit 0a9c965fb91277e9df8fc55eace272c9f8847b17 Author: ModelHub XC Date: Mon Jun 15 19:44:16 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/Shastra-LLAMA-Math-DPO-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4a9c936 --- /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 +Shastra-LLAMA-Math-DPO.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.f16.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Shastra-LLAMA-Math-DPO.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..91868ca --- /dev/null +++ b/README.md @@ -0,0 +1,63 @@ +--- +base_model: shastraai/Shastra-LLAMA-Math-DPO +language: +- en +library_name: transformers +quantized_by: mradermacher +--- +## About + + + + + + +static quants of https://huggingface.co/shastraai/Shastra-LLAMA-Math-DPO + + +weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion. +## 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/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q2_K.gguf) | Q2_K | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q3_K_S.gguf) | Q3_K_S | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q3_K_M.gguf) | Q3_K_M | 3.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q3_K_L.gguf) | Q3_K_L | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.IQ4_XS.gguf) | IQ4_XS | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q4_K_S.gguf) | Q4_K_S | 4.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q4_K_M.gguf) | Q4_K_M | 4.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q5_K_S.gguf) | Q5_K_S | 4.8 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q5_K_M.gguf) | Q5_K_M | 4.9 | | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q6_K.gguf) | Q6_K | 5.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.Q8_0.gguf) | Q8_0 | 7.3 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Shastra-LLAMA-Math-DPO-GGUF/resolve/main/Shastra-LLAMA-Math-DPO.f16.gguf) | f16 | 13.6 | 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/Shastra-LLAMA-Math-DPO.IQ4_XS.gguf b/Shastra-LLAMA-Math-DPO.IQ4_XS.gguf new file mode 100644 index 0000000..7afba73 --- /dev/null +++ b/Shastra-LLAMA-Math-DPO.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a42d35b765337a9e239101978b1e8732e78cc2d932e86afb3b6a343070ba4c03 +size 3647517280 diff --git a/Shastra-LLAMA-Math-DPO.Q2_K.gguf 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