From fa6dc97bbf7590b8db7d328273e3fea640be5fc6 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 1 Aug 2026 22:59:17 +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/Llama-3.2-3B-Calculus-v2-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++ Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q2_K.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q6_K.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.Q8_0.gguf | 3 ++ Llama-3.2-3B-Calculus-v2.f16.gguf | 3 ++ README.md | 78 ++++++++++++++++++++++++++++ 14 files changed, 161 insertions(+) create mode 100644 .gitattributes create mode 100644 Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q2_K.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q6_K.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.Q8_0.gguf create mode 100644 Llama-3.2-3B-Calculus-v2.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..090e609 --- /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 +Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Llama-3.2-3B-Calculus-v2.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf b/Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf new file mode 100644 index 0000000..4e777ec --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4584c6d069a5e2da2d3e45b7553ee27b47983308ae9b769f60b18c54bfb95fa +size 1840907360 diff --git a/Llama-3.2-3B-Calculus-v2.Q2_K.gguf b/Llama-3.2-3B-Calculus-v2.Q2_K.gguf new file mode 100644 index 0000000..f16a894 --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be72aca39151c78b307b8ed0ea621ccc103e301d3a2d5f96236094b0c1861f01 +size 1363936352 diff --git a/Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf b/Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf new file mode 100644 index 0000000..4e6011a --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13220fab34be93d203af6f91de036cd945a058bb9e42551a00615d5920e288fd +size 1815348320 diff --git a/Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf b/Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf new file mode 100644 index 0000000..b0747a3 --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:acaa4181ec73cff09019eaa7ecabe5237543ea12e0eee8c989638e5c505d3775 +size 1687159904 diff --git a/Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf b/Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf new file mode 100644 index 0000000..f3a8767 --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08d91085e86b4682e4ab782430eb753f7d5d2ccd0b8f229f54e7d90944c455f7 +size 1542849632 diff --git a/Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf b/Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf new file mode 100644 index 0000000..856315e --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abcbe5eb2a080abde7b9e42a0ba57fbf50658fd96e8a076136e9fb2144354883 +size 2019378272 diff --git a/Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf b/Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf new file mode 100644 index 0000000..c44912c --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44001714d16f2233432dfa03f7ed8f0a69a65bced0b3ee280ac3bb1b858b6aff +size 1928201312 diff --git a/Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf b/Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf new file mode 100644 index 0000000..022d1af --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd622ad0cf4293328b0bdabf1e69a0e5a553939dd632491489c5dcf460ba22f2 +size 2322154592 diff --git a/Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf b/Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf new file mode 100644 index 0000000..b3c8950 --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8389b84c76cebc8b75ad7255e522f787dc9842eb3d8b8ef7dcdf7756c10a8878 +size 2269512800 diff --git a/Llama-3.2-3B-Calculus-v2.Q6_K.gguf b/Llama-3.2-3B-Calculus-v2.Q6_K.gguf new file mode 100644 index 0000000..0717697 --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7cd909330117e18abde8b20960a84ec2298ad4132655f4090e14b4b8110cf853 +size 2643854432 diff --git a/Llama-3.2-3B-Calculus-v2.Q8_0.gguf b/Llama-3.2-3B-Calculus-v2.Q8_0.gguf new file mode 100644 index 0000000..e4e9aba --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df8c2be9e87f22bdf29439764d28f4f89797607c9eb0b4a84e03cf03e1882791 +size 3421899872 diff --git a/Llama-3.2-3B-Calculus-v2.f16.gguf b/Llama-3.2-3B-Calculus-v2.f16.gguf new file mode 100644 index 0000000..39b800b --- /dev/null +++ b/Llama-3.2-3B-Calculus-v2.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46b41fe36f49c67c704ba64c39e09995eebd86b1fef1fadbad8f7a0020462161 +size 6433688672 diff --git a/README.md b/README.md new file mode 100644 index 0000000..412f147 --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +base_model: Khurram123/Llama-3.2-3B-Calculus-v2 +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- calculus +- mathematics +- educational +- unsloth +- qlora +--- +## About + + + + + + + + + +static quants of https://huggingface.co/Khurram123/Llama-3.2-3B-Calculus-v2 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Llama-3.2-3B-Calculus-v2-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/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q2_K.gguf) | Q2_K | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q3_K_S.gguf) | Q3_K_S | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q3_K_M.gguf) | Q3_K_M | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q3_K_L.gguf) | Q3_K_L | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.IQ4_XS.gguf) | IQ4_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q4_K_S.gguf) | Q4_K_S | 2.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q4_K_M.gguf) | Q4_K_M | 2.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q5_K_S.gguf) | Q5_K_S | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q5_K_M.gguf) | Q5_K_M | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q6_K.gguf) | Q6_K | 2.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.Q8_0.gguf) | Q8_0 | 3.5 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Llama-3.2-3B-Calculus-v2-GGUF/resolve/main/Llama-3.2-3B-Calculus-v2.f16.gguf) | f16 | 6.5 | 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. + +