From d081fc18c62b6dc918302e42f5e45b58d047f14a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 20 Apr 2026 02:21:30 +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/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++ ...ath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf | 3 + OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf | 3 + ...ath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf | 3 + OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf | 3 + OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf | 3 + OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf | 3 + README.md | 76 +++++++++++++++++++ 14 files changed, 159 insertions(+) create mode 100644 .gitattributes create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf create mode 100644 OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4f0ec96 --- /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 +OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf new file mode 100644 index 0000000..a568342 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e8bfb2772f073bc76832a5796dabf8ab8cf74ff0d0686cf7a4fbc16195a00be +size 901840224 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf new file mode 100644 index 0000000..dee0a7a --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7c6da6f77f7bbc89c7eb46155fafe1e9673aaf5f08ec574f27ca41335fac548 +size 675962208 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf new file mode 100644 index 0000000..eada59f --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b93bf5f317ed82897dce904494bba07f0c854fb9919f386f4f41004ab5dd3382 +size 879820128 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf new file mode 100644 index 0000000..e37ab58 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:259a2530138f8dd0f331dbf239011ab19f77eebaa94c4818a167d2c2ce36d54b +size 823836000 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf new file mode 100644 index 0000000..4aff70d --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:036656bc4a5a3e65d581791ef69cdbe868dc34fa5f41bb240c608679ec743764 +size 760601952 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf new file mode 100644 index 0000000..8970f63 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a696ac954f40cc7a1c8c03f5d4b24da3c8851560f1b67f59170d33bb43c4bf9 +size 985705824 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf new file mode 100644 index 0000000..34b0dff --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39d37508a99dc34315532415c29de14a160a09ba4ca3f3b1413054a2999b7620 +size 939969888 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf new file mode 100644 index 0000000..2239eef --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13e6e2af4eaec94c09e64fcde437e4796b478d64da7b7e00a46de090ff182528 +size 1124707680 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf new file mode 100644 index 0000000..c140007 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ac2eebbe428ca7674380a9c15918382ab156e35835874fc77bb108e20a3a6182 +size 1098386784 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf new file mode 100644 index 0000000..23be8b2 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0297dc4c0133314dfb45114a8cc7582b6917d98dd315cfb8e7c02055d770689 +size 1272397152 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf new file mode 100644 index 0000000..f236580 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a5db7421ccbd17f9026ebe2015aadef9d6e927a5ec43a85681526e36772d7d1 +size 1646131392 diff --git a/OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf b/OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf new file mode 100644 index 0000000..f570ba2 --- /dev/null +++ b/OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:74dbf1731c1826d0ec40906bf1d2aa55980d22819589da548950ce05849ab74a +size 3092844672 diff --git a/README.md b/README.md new file mode 100644 index 0000000..afec2b7 --- /dev/null +++ b/README.md @@ -0,0 +1,76 @@ +--- +base_model: anujjamwal/OpenMath-Nemotron-1.5B-PruneAware-2 +language: +- en +library_name: transformers +model_name: OpenMath-Nemotron-1.5B-PruneAware-2 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- generated_from_trainer +- sft +- trl +--- +## About + + + + + + + + + +static quants of https://huggingface.co/anujjamwal/OpenMath-Nemotron-1.5B-PruneAware-2 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#OpenMath-Nemotron-1.5B-PruneAware-2-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-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/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q2_K.gguf) | Q2_K | 0.8 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_S.gguf) | Q3_K_S | 0.9 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_M.gguf) | Q3_K_M | 0.9 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q3_K_L.gguf) | Q3_K_L | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.IQ4_XS.gguf) | IQ4_XS | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_S.gguf) | Q4_K_S | 1.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q4_K_M.gguf) | Q4_K_M | 1.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_S.gguf) | Q5_K_S | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q5_K_M.gguf) | Q5_K_M | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q6_K.gguf) | Q6_K | 1.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.Q8_0.gguf) | Q8_0 | 1.7 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/OpenMath-Nemotron-1.5B-PruneAware-2-GGUF/resolve/main/OpenMath-Nemotron-1.5B-PruneAware-2.f16.gguf) | f16 | 3.2 | 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. + +