From e978bcbcb061d8a8680025a6ad26e4f7243e2082 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 27 May 2026 13:35:15 +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/smol_llama-4x220M-MoE-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++ README.md | 83 +++++++++++++++++++++++++++++++ smol_llama-4x220M-MoE.IQ4_XS.gguf | 3 ++ smol_llama-4x220M-MoE.Q2_K.gguf | 3 ++ smol_llama-4x220M-MoE.Q3_K_L.gguf | 3 ++ smol_llama-4x220M-MoE.Q3_K_M.gguf | 3 ++ smol_llama-4x220M-MoE.Q3_K_S.gguf | 3 ++ smol_llama-4x220M-MoE.Q4_K_M.gguf | 3 ++ smol_llama-4x220M-MoE.Q4_K_S.gguf | 3 ++ smol_llama-4x220M-MoE.Q5_K_M.gguf | 3 ++ smol_llama-4x220M-MoE.Q5_K_S.gguf | 3 ++ smol_llama-4x220M-MoE.Q6_K.gguf | 3 ++ 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+smol_llama-4x220M-MoE.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +smol_llama-4x220M-MoE.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +smol_llama-4x220M-MoE.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +smol_llama-4x220M-MoE.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +smol_llama-4x220M-MoE.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..6e50bd6 --- /dev/null +++ b/README.md @@ -0,0 +1,83 @@ +--- +base_model: Isotonic/smol_llama-4x220M-MoE +datasets: +- JeanKaddour/minipile +- pszemraj/simple_wikipedia_LM +- mattymchen/refinedweb-3m +- HuggingFaceH4/ultrachat_200k +- teknium/openhermes +- HuggingFaceH4/ultrafeedback_binarized +- EleutherAI/proof-pile-2 +- bigcode/the-stack-smol-xl +language: +- en +library_name: transformers +license: apache-2.0 +quantized_by: mradermacher +tags: +- moe +- merge +- mergekit +- lazymergekit +- BEE-spoke-data/smol_llama-220M-openhermes +- BEE-spoke-data/beecoder-220M-python +- BEE-spoke-data/zephyr-220m-sft-full +- BEE-spoke-data/zephyr-220m-dpo-full +- text-generation +--- +## About + + + + + + +static quants of https://huggingface.co/Isotonic/smol_llama-4x220M-MoE + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-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/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q2_K.gguf) | Q2_K | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q3_K_S.gguf) | Q3_K_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q3_K_M.gguf) | Q3_K_M | 0.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q3_K_L.gguf) | Q3_K_L | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.IQ4_XS.gguf) | IQ4_XS | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q4_K_S.gguf) | Q4_K_S | 0.4 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q4_K_M.gguf) | Q4_K_M | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q5_K_S.gguf) | Q5_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q5_K_M.gguf) | Q5_K_M | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q6_K.gguf) | Q6_K | 0.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.Q8_0.gguf) | Q8_0 | 0.7 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/smol_llama-4x220M-MoE-GGUF/resolve/main/smol_llama-4x220M-MoE.f16.gguf) | f16 | 1.3 | 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/smol_llama-4x220M-MoE.IQ4_XS.gguf b/smol_llama-4x220M-MoE.IQ4_XS.gguf new file mode 100644 index 0000000..6ec056d --- /dev/null +++ b/smol_llama-4x220M-MoE.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16bdff69c340f6ea9e09c31806920d6e0e94a0793b56110abef5bf6d343852e9 +size 329796064 diff --git a/smol_llama-4x220M-MoE.Q2_K.gguf b/smol_llama-4x220M-MoE.Q2_K.gguf new file mode 100644 index 0000000..b529e11 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:282abafdff37c16c37dcd640bd70ffdc0c061be3d0e948466955939c2bd58e77 +size 231240160 diff --git a/smol_llama-4x220M-MoE.Q3_K_L.gguf b/smol_llama-4x220M-MoE.Q3_K_L.gguf new file mode 100644 index 0000000..6fc3471 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84464da03bd7d9f136a5ced682cfd259b4b4eac5e1409a8933ce3d1eefc58e63 +size 316276192 diff --git a/smol_llama-4x220M-MoE.Q3_K_M.gguf b/smol_llama-4x220M-MoE.Q3_K_M.gguf new file mode 100644 index 0000000..0245dbb --- /dev/null +++ b/smol_llama-4x220M-MoE.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa968c1a4241b62c724db63bf8e15e25962813780b0f9e1186b0838b3934b713 +size 293731808 diff --git a/smol_llama-4x220M-MoE.Q3_K_S.gguf b/smol_llama-4x220M-MoE.Q3_K_S.gguf new file mode 100644 index 0000000..a673f4d --- /dev/null +++ b/smol_llama-4x220M-MoE.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d10b1e19c4902fa592e64b3b42c32a04a8e81504d5b9fdee49001f0201fe90a5 +size 269643232 diff --git a/smol_llama-4x220M-MoE.Q4_K_M.gguf b/smol_llama-4x220M-MoE.Q4_K_M.gguf new file mode 100644 index 0000000..2654276 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:477ccd2cf235242bec275ed7a1e1ceddff62a74edc2f10dcb3e7c1a1d3d991da +size 366305760 diff --git a/smol_llama-4x220M-MoE.Q4_K_S.gguf b/smol_llama-4x220M-MoE.Q4_K_S.gguf new file mode 100644 index 0000000..9d556e5 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:818c022954741046239799bd44b65f228ef8c72f73033e7595cabb7207916903 +size 346569184 diff --git a/smol_llama-4x220M-MoE.Q5_K_M.gguf b/smol_llama-4x220M-MoE.Q5_K_M.gguf new file mode 100644 index 0000000..e2a36c7 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5ba87c3bda8b87030653d470b0509bc6f7ee444b2d7342215303219f18ac54c +size 425959904 diff --git a/smol_llama-4x220M-MoE.Q5_K_S.gguf b/smol_llama-4x220M-MoE.Q5_K_S.gguf new file mode 100644 index 0000000..a597419 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4cdfe4db96c4fddd58c1c394af5965320b0c5e27eb9eae2d67ebf607bbde1899 +size 414644704 diff --git a/smol_llama-4x220M-MoE.Q6_K.gguf b/smol_llama-4x220M-MoE.Q6_K.gguf new file mode 100644 index 0000000..9e68c92 --- /dev/null +++ b/smol_llama-4x220M-MoE.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c082a41b1118c663f18ca80860e17e2e36f7a7ac39bae4692cad58d549d2b549 +size 489342432 diff --git a/smol_llama-4x220M-MoE.Q8_0.gguf b/smol_llama-4x220M-MoE.Q8_0.gguf new file mode 100644 index 0000000..115bcaa --- /dev/null +++ b/smol_llama-4x220M-MoE.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73b5eb9fd03393b6c5751934b998ec7488cb2df9e759aab036da9df19925511a +size 633523680 diff --git a/smol_llama-4x220M-MoE.f16.gguf b/smol_llama-4x220M-MoE.f16.gguf new file mode 100644 index 0000000..89ca076 --- /dev/null +++ b/smol_llama-4x220M-MoE.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:498f48c412b3c5ba7d9f8d0fd6717b3cd5b3ded79f152f2d5d8e8c048e549cf0 +size 1191644640