commit 71196ed9cd730a7140e4032f0dbb97d78899f612 Author: ModelHub XC Date: Fri Jun 26 11:55:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/LightningMathModel-8B-v0.1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9abcf10 --- /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 +LightningMathModel-8B-v0.1.f16.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LightningMathModel-8B-v0.1.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LightningMathModel-8B-v0.1.IQ4_XS.gguf b/LightningMathModel-8B-v0.1.IQ4_XS.gguf new file mode 100644 index 0000000..8f7a47f --- /dev/null +++ b/LightningMathModel-8B-v0.1.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0a64ab308ea15e48ec85a841a41bb3c3d67082de1ec12844b173b8181e090222 +size 4593297664 diff --git a/LightningMathModel-8B-v0.1.Q2_K.gguf b/LightningMathModel-8B-v0.1.Q2_K.gguf new file mode 100644 index 0000000..8390d48 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:874b61d45c953a7949f24e143db945ecc0c194ff4dcc70bb85f291b8210e34be +size 3281733888 diff --git a/LightningMathModel-8B-v0.1.Q3_K_L.gguf b/LightningMathModel-8B-v0.1.Q3_K_L.gguf new file mode 100644 index 0000000..5b23dd1 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abdd4fc4c8f69fb6147334a76e407a09671455feea2028352bb0078e563b8e58 +size 4431395072 diff --git a/LightningMathModel-8B-v0.1.Q3_K_M.gguf b/LightningMathModel-8B-v0.1.Q3_K_M.gguf new file mode 100644 index 0000000..3f727cb --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85b26676ac5a664621af617934ec78f0b2a5ff6d1ee20611c232900f8d0db65a +size 4124162304 diff --git a/LightningMathModel-8B-v0.1.Q3_K_S.gguf b/LightningMathModel-8B-v0.1.Q3_K_S.gguf new file mode 100644 index 0000000..d3d8699 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64651678a2df6cd4f2b64b327081b070f19b76d3553c28b4698e06ddd95d6f8f +size 3769612544 diff --git a/LightningMathModel-8B-v0.1.Q4_K_M.gguf b/LightningMathModel-8B-v0.1.Q4_K_M.gguf new file mode 100644 index 0000000..d23d70f --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27840d36ca19024f5d0ba212595faccfe5851bd768909ed31fe07a9a71f93879 +size 5027784960 diff --git a/LightningMathModel-8B-v0.1.Q4_K_S.gguf b/LightningMathModel-8B-v0.1.Q4_K_S.gguf new file mode 100644 index 0000000..1a6e680 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f3cb606e6933501d45b64617aa72a47cbf1fa06c4b136f5567f318289e6eee2 +size 4802013440 diff --git a/LightningMathModel-8B-v0.1.Q5_K_M.gguf b/LightningMathModel-8B-v0.1.Q5_K_M.gguf new file mode 100644 index 0000000..1c797d3 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26dce68a9dd1a71e4ef531ccb721fc426cdb9603de358e314195a98572ad6296 +size 5851113728 diff --git a/LightningMathModel-8B-v0.1.Q5_K_S.gguf b/LightningMathModel-8B-v0.1.Q5_K_S.gguf new file mode 100644 index 0000000..17ea15f --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f33d5209de3cfd4e27072796116b92f66fb2d2068d6f8798c91faf1327ab613a +size 5720762624 diff --git a/LightningMathModel-8B-v0.1.Q6_K.gguf b/LightningMathModel-8B-v0.1.Q6_K.gguf new file mode 100644 index 0000000..297cffa --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:779ce4e4a4605db719574a09fc2aa18a0d9b67af74d206a241a7e0cfb49310e4 +size 6725900544 diff --git a/LightningMathModel-8B-v0.1.Q8_0.gguf b/LightningMathModel-8B-v0.1.Q8_0.gguf new file mode 100644 index 0000000..807b580 --- /dev/null +++ b/LightningMathModel-8B-v0.1.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a7cb7c16115a38885b2cdfe9e6ca8ad571f2ebbbab6133ed071638df1ff91b72 +size 8709519616 diff --git a/LightningMathModel-8B-v0.1.f16.gguf b/LightningMathModel-8B-v0.1.f16.gguf new file mode 100644 index 0000000..8aea2ae --- /dev/null +++ b/LightningMathModel-8B-v0.1.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:308c79db946b4863689b8ab21e14858e3d609405d777e61c0b0443ddd01c83b4 +size 16388045056 diff --git a/README.md b/README.md new file mode 100644 index 0000000..308efa0 --- /dev/null +++ b/README.md @@ -0,0 +1,75 @@ +--- +base_model: IDEA-FinAI/LightningMathModel-8B-v0.1 +language: +- en +- zh +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- mathmodeling +--- +## About + + + + + + + + + +static quants of https://huggingface.co/IDEA-FinAI/LightningMathModel-8B-v0.1 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LightningMathModel-8B-v0.1-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/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q2_K.gguf) | Q2_K | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q3_K_S.gguf) | Q3_K_S | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q3_K_M.gguf) | Q3_K_M | 4.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q3_K_L.gguf) | Q3_K_L | 4.5 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.IQ4_XS.gguf) | IQ4_XS | 4.7 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q4_K_S.gguf) | Q4_K_S | 4.9 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q4_K_M.gguf) | Q4_K_M | 5.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q5_K_S.gguf) | Q5_K_S | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q5_K_M.gguf) | Q5_K_M | 6.0 | | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q6_K.gguf) | Q6_K | 6.8 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.Q8_0.gguf) | Q8_0 | 8.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/LightningMathModel-8B-v0.1-GGUF/resolve/main/LightningMathModel-8B-v0.1.f16.gguf) | f16 | 16.5 | 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. + +