commit 7e83e2bd2314c047ac75a6cd90923b4af7035f98 Author: ModelHub XC Date: Sun Oct 25 12:00:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/IB-Math-Ontology-7B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..b28bc1b --- /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 +IB-Math-Ontology-7B.f16.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +IB-Math-Ontology-7B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/IB-Math-Ontology-7B.IQ4_XS.gguf b/IB-Math-Ontology-7B.IQ4_XS.gguf new file mode 100644 index 0000000..7af61c7 --- /dev/null +++ b/IB-Math-Ontology-7B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cef0ff06149da500068f648cf50c6d95c7b6b6cdc9b5f7f01c688ff49915bb5f +size 4250299232 diff --git a/IB-Math-Ontology-7B.Q2_K.gguf b/IB-Math-Ontology-7B.Q2_K.gguf new file mode 100644 index 0000000..9fc1129 --- /dev/null +++ b/IB-Math-Ontology-7B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb6e680c53a93a0d87a66e99d862f3a7b9131c39769df60043878e1860aedcbf +size 3015940960 diff --git a/IB-Math-Ontology-7B.Q3_K_L.gguf b/IB-Math-Ontology-7B.Q3_K_L.gguf new file mode 100644 index 0000000..f2108f4 --- /dev/null +++ b/IB-Math-Ontology-7B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19b92d37c1759cf6b74e4cf5bd3b4192074eed0bb364e4ad76237ee011383a14 +size 4088460128 diff --git a/IB-Math-Ontology-7B.Q3_K_M.gguf b/IB-Math-Ontology-7B.Q3_K_M.gguf new file mode 100644 index 0000000..2ad0e66 --- /dev/null +++ b/IB-Math-Ontology-7B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37d9ed6992e34dac699eb2fc43dde7fdd1096a28c7ce360820581797b336ea5a +size 3808392032 diff --git a/IB-Math-Ontology-7B.Q3_K_S.gguf b/IB-Math-Ontology-7B.Q3_K_S.gguf new file mode 100644 index 0000000..5736704 --- /dev/null +++ b/IB-Math-Ontology-7B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba6b54dd08b2a6d6c9cd7b017b6911aa81b9288874061705db8a9b42d5237dd2 +size 3492369248 diff --git a/IB-Math-Ontology-7B.Q4_K_M.gguf b/IB-Math-Ontology-7B.Q4_K_M.gguf new file mode 100644 index 0000000..1d51ce1 --- /dev/null +++ b/IB-Math-Ontology-7B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:366188dcff3a3247eab82a9c621d8dcbe308c582073921df0cf9d34fdd1d93d3 +size 4683074400 diff --git a/IB-Math-Ontology-7B.Q4_K_S.gguf b/IB-Math-Ontology-7B.Q4_K_S.gguf new file mode 100644 index 0000000..358a193 --- /dev/null +++ b/IB-Math-Ontology-7B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d2551f66579783b18a42cfce6270d17c627930b25b008826b96dc35cda93bfea +size 4457769824 diff --git a/IB-Math-Ontology-7B.Q5_K_M.gguf b/IB-Math-Ontology-7B.Q5_K_M.gguf new file mode 100644 index 0000000..1f0ed81 --- /dev/null +++ b/IB-Math-Ontology-7B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7773e782026d1f38b553c47ee546f77861492d142e7c933ce8b75c1fcef4c9f1 +size 5444832096 diff --git a/IB-Math-Ontology-7B.Q5_K_S.gguf b/IB-Math-Ontology-7B.Q5_K_S.gguf new file mode 100644 index 0000000..ff8b031 --- /dev/null +++ b/IB-Math-Ontology-7B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:beb48c8d1cebdf0e79fcfe6bfbf978ffc4a7fcf21fc8d1e8105156366b82d1e8 +size 5315177312 diff --git a/IB-Math-Ontology-7B.Q6_K.gguf b/IB-Math-Ontology-7B.Q6_K.gguf new file mode 100644 index 0000000..d6d1e2b --- /dev/null +++ b/IB-Math-Ontology-7B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1dc89c05a6edd496f7fc1b0e5042e9b724a4be922421562b95c808a39d98d94b +size 6254199648 diff --git a/IB-Math-Ontology-7B.Q8_0.gguf b/IB-Math-Ontology-7B.Q8_0.gguf new file mode 100644 index 0000000..18288ef --- /dev/null +++ b/IB-Math-Ontology-7B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96c0d708b4c9f0afa22240422ce4490966625b3c1368eb47f6de8f650a50d3e3 +size 8098526048 diff --git a/IB-Math-Ontology-7B.f16.gguf b/IB-Math-Ontology-7B.f16.gguf new file mode 100644 index 0000000..8ff3f76 --- /dev/null +++ b/IB-Math-Ontology-7B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d753e0e057ac05b5b12250e3ad7b1903a97e123f924f3f2db0a0ac3bee16266c +size 15237854048 diff --git a/README.md b/README.md new file mode 100644 index 0000000..9892a31 --- /dev/null +++ b/README.md @@ -0,0 +1,80 @@ +--- +base_model: ongilLabs/IB-Math-Ontology-7B +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- math +- ib-mathematics +- qwen2 +- fine-tuned +- education +- ontology +- chain-of-thought +--- +## About + + + + + + + + + +static quants of https://huggingface.co/ongilLabs/IB-Math-Ontology-7B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#IB-Math-Ontology-7B-GGUF).*** + +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/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q2_K.gguf) | Q2_K | 3.1 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q3_K_S.gguf) | Q3_K_S | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q3_K_M.gguf) | Q3_K_M | 3.9 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q3_K_L.gguf) | Q3_K_L | 4.2 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.IQ4_XS.gguf) | IQ4_XS | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q4_K_S.gguf) | Q4_K_S | 4.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q4_K_M.gguf) | Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q5_K_S.gguf) | Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q5_K_M.gguf) | Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q6_K.gguf) | Q6_K | 6.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.Q8_0.gguf) | Q8_0 | 8.2 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/IB-Math-Ontology-7B-GGUF/resolve/main/IB-Math-Ontology-7B.f16.gguf) | f16 | 15.3 | 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. + +