commit 86d83e20b284574441d320f95a4da28c74fe1c34 Author: ModelHub XC Date: Sat Jun 13 05:58:15 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/LFM2-350M-Math-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..db4fc21 --- /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 +LFM2-350M-Math.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-350M-Math.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LFM2-350M-Math.IQ4_XS.gguf b/LFM2-350M-Math.IQ4_XS.gguf new file mode 100644 index 0000000..5295585 --- /dev/null +++ b/LFM2-350M-Math.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd57f5710165b3eb3e776d8a2a835f7b08d5448e96102a750252fa0d0a4be2c6 +size 211804800 diff --git a/LFM2-350M-Math.Q2_K.gguf b/LFM2-350M-Math.Q2_K.gguf new file mode 100644 index 0000000..10b8fdc --- /dev/null +++ b/LFM2-350M-Math.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9872814f981ca0bc07eb78f032de6767f44da3e4753b376f2d9eda2ff86e75b8 +size 160596608 diff --git a/LFM2-350M-Math.Q3_K_L.gguf b/LFM2-350M-Math.Q3_K_L.gguf new file mode 100644 index 0000000..29cf1d6 --- /dev/null +++ b/LFM2-350M-Math.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:00017debca89f1033420a8cf8310a0a9aa01f37c2b28b70cc27a53df5014d641 +size 203047552 diff --git a/LFM2-350M-Math.Q3_K_M.gguf b/LFM2-350M-Math.Q3_K_M.gguf new file mode 100644 index 0000000..05515db --- /dev/null +++ b/LFM2-350M-Math.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dcbd2889a808088f26083e4212e22047af6122a09f4d341495828a8f7cb6a09f +size 193151616 diff --git a/LFM2-350M-Math.Q3_K_S.gguf b/LFM2-350M-Math.Q3_K_S.gguf new file mode 100644 index 0000000..d4a26c4 --- /dev/null +++ b/LFM2-350M-Math.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0d30b872a883afa5ad31bd4c70220c17a1124346c9be15e35258aad279a0857e +size 181150336 diff --git a/LFM2-350M-Math.Q4_K_M.gguf b/LFM2-350M-Math.Q4_K_M.gguf new file mode 100644 index 0000000..4f18b5e --- /dev/null +++ b/LFM2-350M-Math.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19a3290cd0f27a2efcc03a08aec1cabc7c0f232c1ff12b2913c82ed39340543a +size 229311104 diff --git a/LFM2-350M-Math.Q4_K_S.gguf b/LFM2-350M-Math.Q4_K_S.gguf new file mode 100644 index 0000000..4dcd862 --- /dev/null +++ b/LFM2-350M-Math.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b590bf8f75edb6f2925d7cc61ab3cb68a0efe55fcd119ccf5e43698b2fb4d2e +size 220750464 diff --git a/LFM2-350M-Math.Q5_K_M.gguf b/LFM2-350M-Math.Q5_K_M.gguf new file mode 100644 index 0000000..a1780fe --- /dev/null +++ b/LFM2-350M-Math.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:685ff153a47eda7566109c2dff68204bbaa5d5e3fcc782540613c9e25a990dd2 +size 260375168 diff --git a/LFM2-350M-Math.Q5_K_S.gguf b/LFM2-350M-Math.Q5_K_S.gguf new file mode 100644 index 0000000..cd08aeb --- /dev/null +++ b/LFM2-350M-Math.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad8515bf16a77d30eeadaa5f648e90d862ba98d1780a4957d4034f4061c376c1 +size 255222400 diff --git a/LFM2-350M-Math.Q6_K.gguf b/LFM2-350M-Math.Q6_K.gguf new file mode 100644 index 0000000..b1f97e8 --- /dev/null +++ b/LFM2-350M-Math.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:198901735cbc47c451d1bcb19f53c55ca8232a81795266a2487abe00d833db52 +size 293380736 diff --git a/LFM2-350M-Math.Q8_0.gguf b/LFM2-350M-Math.Q8_0.gguf new file mode 100644 index 0000000..7ab660d --- /dev/null +++ b/LFM2-350M-Math.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9f5f2edfd22f3cf6e4037d0eb81f4f0cbf88fb8d1c85eabaca12a677e72867f +size 379216512 diff --git a/LFM2-350M-Math.f16.gguf b/LFM2-350M-Math.f16.gguf new file mode 100644 index 0000000..d5af846 --- /dev/null +++ b/LFM2-350M-Math.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3f93c5bd3b74301e9272b7a7c995f7a7d9c17048e1fc4b8ff80908c2032e956 +size 711484032 diff --git a/README.md b/README.md new file mode 100644 index 0000000..c30c43b --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +base_model: LiquidAI/LFM2-350M-Math +language: +- en +library_name: transformers +license: other +license_link: LICENSE +license_name: lfm1.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- liquid +- lfm2 +- edge +--- +## About + + + + + + + + + +static quants of https://huggingface.co/LiquidAI/LFM2-350M-Math + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LFM2-350M-Math-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/LFM2-350M-Math-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/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q2_K.gguf) | Q2_K | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q3_K_S.gguf) | Q3_K_S | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q3_K_M.gguf) | Q3_K_M | 0.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q3_K_L.gguf) | Q3_K_L | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.IQ4_XS.gguf) | IQ4_XS | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q4_K_S.gguf) | Q4_K_S | 0.3 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q4_K_M.gguf) | Q4_K_M | 0.3 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q5_K_S.gguf) | Q5_K_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q5_K_M.gguf) | Q5_K_M | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q6_K.gguf) | Q6_K | 0.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.Q8_0.gguf) | Q8_0 | 0.5 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-350M-Math-GGUF/resolve/main/LFM2-350M-Math.f16.gguf) | f16 | 0.8 | 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. + +