From f306a92a93103ab5f849df2b5a5182cbc650f5d5 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 9 Oct 2026 10:37:17 +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/SmolLM2-Math-IIO-1.7B-Instruct-GGUF Source: Original Platform --- .gitattributes | 48 +++++++++++++ README.md | 76 ++++++++++++++++++++ SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q2_K.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_S.gguf | 3 + SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf | 3 + 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filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..a6205e4 --- /dev/null +++ b/README.md @@ -0,0 +1,76 @@ +--- +base_model: prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct +datasets: +- prithivMLmods/Math-IIO-68K-Mini +language: +- en +library_name: transformers +license: creativeml-openrail-m +quantized_by: mradermacher +tags: +- safetensors +- pytorch +- llama +- trl +- ollama +- llama-cpp +- math +- instruct +--- +## About + + + + + + +static quants of https://huggingface.co/prithivMLmods/SmolLM2-Math-IIO-1.7B-Instruct + + +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/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q2_K.gguf) | Q2_K | 0.8 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf) | Q3_K_S | 0.9 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf) | Q3_K_M | 1.0 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf) | Q3_K_L | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf) | IQ4_XS | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf) | Q4_0_4_4 | 1.1 | fast on arm, low quality | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_S.gguf) | Q4_K_S | 1.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf) | Q4_K_M | 1.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_S.gguf) | Q5_K_S | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf) | Q5_K_M | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q6_K.gguf) | Q6_K | 1.5 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.Q8_0.gguf) | Q8_0 | 1.9 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/SmolLM2-Math-IIO-1.7B-Instruct-GGUF/resolve/main/SmolLM2-Math-IIO-1.7B-Instruct.f16.gguf) | f16 | 3.5 | 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. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to. + + diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf new file mode 100644 index 0000000..83a32fb --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88db230f891b37e2ca20a5d7c0fca821e718b729f3c0c10791dce4bc5a41b8fa +size 948262816 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q2_K.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q2_K.gguf new file mode 100644 index 0000000..33fdd02 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0124d7cbee40aaeb6fdf6aaa3f4ada4489921fa1335b4c7bd4892c47d49d252 +size 674584480 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf new file mode 100644 index 0000000..64941fe --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aa1f9cae7c274fccf4cd114d393fe6114598f82d2ff3579bb692d89e5c87225f +size 932534176 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf new file mode 100644 index 0000000..b8c9274 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cff0174ad670043ee4ca84175366d738286212a091c250259e2449ac544c2ff1 +size 860182432 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf new file mode 100644 index 0000000..d0951f7 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b83919291e055692680fae6a29b4cda741c7738c01cdedc087e46b866373b72 +size 776820640 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf new file mode 100644 index 0000000..2bb72d1 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_0_4_4.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba50ef24c189738c49f8080c9fa9fe524a17c6d82c6337604c4f507294057c5e +size 990730144 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf new file mode 100644 index 0000000..10cbd60 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b3df3e6fed65b3edca0dcdf829cfd33f0e9c8d664fd11d38ab81b76b1d1dcdb +size 1055610784 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_S.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_S.gguf new file mode 100644 index 0000000..3da0e69 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6844a6a8237b92b9c33a4eb87b82a6af8ba7d0be1689beba0df56078f732f38 +size 999118752 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf new file mode 100644 index 0000000..963b5fe --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:978c6d3cf334b4ffd71a311be043e68458c1cfe6064d0fa1ae5fa5d19839da6d +size 1225480096 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_S.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_S.gguf new file mode 100644 index 0000000..9817cff --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eb9aaf4e2436020017edadde39b3246388241941a8ce582003be5abd56eccb61 +size 1192056736 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q6_K.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q6_K.gguf new file mode 100644 index 0000000..e3680a5 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf04b1ed2a59d211e5fd5a3b604038001f8bfbe6ec984419e6ea8726d45f1d9e +size 1405966240 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.Q8_0.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.Q8_0.gguf new file mode 100644 index 0000000..b2ee923 --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3455bfa5efb42e71ae97d0ae835893076b95b20a84fcd85007fc23c0cf447cbd +size 1820415904 diff --git a/SmolLM2-Math-IIO-1.7B-Instruct.f16.gguf b/SmolLM2-Math-IIO-1.7B-Instruct.f16.gguf new file mode 100644 index 0000000..803f5fa --- /dev/null +++ b/SmolLM2-Math-IIO-1.7B-Instruct.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dbdd96c84bd591a3e044ecc9eb5e5b754adbaddb5afce62c687da603e4a3f73a +size 3424737184