From f53cd85c60ebd8eb02982314975015407fac7b57 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 13 Jul 2026 18:56:10 +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/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++ README.md | 73 +++++++++++++++++++ ...Llama-3.2-3B-Math-Instruct-RE1.IQ4_XS.gguf | 3 + ...g-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf | 3 + ...Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf | 3 + 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+Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Reasoning-Llama-3.2-3B-Math-Instruct-RE1.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..ca412d9 --- /dev/null +++ b/README.md @@ -0,0 +1,73 @@ +--- +base_model: EpistemeAI/Reasoning-Llama-3.2-3B-Math-Instruct-RE1 +datasets: +- bespokelabs/Bespoke-Stratos-17k +- AI-MO/NuminaMath-TIR +language: +- en +library_name: transformers +license: apache-2.0 +quantized_by: mradermacher +tags: +- text-generation-inference +- transformers +- unsloth +- llama +- trl +--- +## About + + + + + + +static quants of https://huggingface.co/EpistemeAI/Reasoning-Llama-3.2-3B-Math-Instruct-RE1 + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-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/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf) | Q2_K | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf) | Q3_K_S | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf) | Q3_K_M | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf) | Q3_K_L | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.IQ4_XS.gguf) | IQ4_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf) | Q4_K_S | 2.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf) | Q4_K_M | 2.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_S.gguf) | Q5_K_S | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf) | Q5_K_M | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q6_K.gguf) | Q6_K | 2.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q8_0.gguf) | Q8_0 | 3.5 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Reasoning-Llama-3.2-3B-Math-Instruct-RE1-GGUF/resolve/main/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.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. 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/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.IQ4_XS.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.IQ4_XS.gguf new file mode 100644 index 0000000..f59aaf7 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fbaae66993793094714949da39950f3ffb34a3fc88f9091676cfe5167a50d57b +size 1840908608 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf new file mode 100644 index 0000000..f6a64ee --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef5059ae39c8b6d5c488ca8ac865dc6053dfb0c3cd8e8618520406a7ed5cca36 +size 1363937600 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf new file mode 100644 index 0000000..6833fc7 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a36147757b81459d3e625add5a8486ea5d60dc53f463ff52b84175be4ab47add +size 1815349568 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf new file mode 100644 index 0000000..b283994 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b41b417d177ec6426c4f9b51321d7fc1d0f3963e7019f09cb04163cd505796b2 +size 1687161152 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf new file mode 100644 index 0000000..5178dc6 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7025b823864449c6c5cd067ae8275106b7813fc2fb7c63ff1869b182d1f51eeb +size 1542850880 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf new file mode 100644 index 0000000..4f81888 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82725b9444aef909d046eb425c1b710e5c0c6549ce07ad3700e4834ede275736 +size 2019379520 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf new file mode 100644 index 0000000..5cdf7aa --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72bef2c9fec0a75e14b33fde699a2d67a59f4813f5214a907e68f5ec45674f02 +size 1928202560 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf new file mode 100644 index 0000000..fc1d4af --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:800d5297e9960d12c04ad3c92f18ce10a7c315495d58964c8616f142b92cf51c +size 2322155840 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_S.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_S.gguf new file mode 100644 index 0000000..f985e41 --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12e923f8ce7e5d138d16d41a7b38518e93675794e089290e9eb734783cb94866 +size 2269514048 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q6_K.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q6_K.gguf new file mode 100644 index 0000000..6a7a9cf --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c11ad72a785f73b4280c54c230a839030f0583ab55d8823f3bee5c7bb337ab7 +size 2643855680 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q8_0.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q8_0.gguf new file mode 100644 index 0000000..1a8c0aa --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e50c812f411000d03f3cf9c719b7999e83da35b0340c6b1c5a7fc88103ed7ef6 +size 3421901120 diff --git a/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.f16.gguf b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.f16.gguf new file mode 100644 index 0000000..149b99c --- /dev/null +++ b/Reasoning-Llama-3.2-3B-Math-Instruct-RE1.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:318f6180736d1fa0618702082e77e2fc37557229f8843d0fe90b1120bdbd398c +size 6433689920