commit 570e4c36086d503dd41a1bfc12c90683aa57baa6 Author: ModelHub XC Date: Wed Aug 26 19:36:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Spec-O3-3B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..3dbab15 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.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 +Spec-O3-3B.mmproj-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.mmproj-f16.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Spec-O3-3B.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..850d23c --- /dev/null +++ b/README.md @@ -0,0 +1,77 @@ +--- +arxiv: 2601.06498 +base_model: Maxwell-Jia/spec-o3-3b +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- agent +--- +## About + + + + + + + + + +static quants of https://huggingface.co/Maxwell-Jia/spec-o3-3b + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Spec-O3-3B-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/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.mmproj-Q8_0.gguf) | mmproj-Q8_0 | 0.9 | multi-modal supplement | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.mmproj-f16.gguf) | mmproj-f16 | 1.4 | multi-modal supplement | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q2_K.gguf) | Q2_K | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q3_K_S.gguf) | Q3_K_S | 1.7 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q3_K_M.gguf) | Q3_K_M | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q3_K_L.gguf) | Q3_K_L | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.IQ4_XS.gguf) | IQ4_XS | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q4_K_S.gguf) | Q4_K_S | 2.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q4_K_M.gguf) | Q4_K_M | 2.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q5_K_S.gguf) | Q5_K_S | 2.5 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q5_K_M.gguf) | Q5_K_M | 2.5 | | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q6_K.gguf) | Q6_K | 2.9 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.Q8_0.gguf) | Q8_0 | 3.7 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Spec-O3-3B-GGUF/resolve/main/Spec-O3-3B.f16.gguf) | f16 | 6.9 | 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. + + diff --git a/Spec-O3-3B.IQ4_XS.gguf b/Spec-O3-3B.IQ4_XS.gguf new file mode 100644 index 0000000..3705a25 --- /dev/null +++ b/Spec-O3-3B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16a9040b76201911f9d55220bdda123fbf4c472577d8e3b01aecf4036c9a8461 +size 1918492224 diff --git a/Spec-O3-3B.Q2_K.gguf b/Spec-O3-3B.Q2_K.gguf new file mode 100644 index 0000000..bc1f84e --- /dev/null +++ b/Spec-O3-3B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dcf5963fa6c68a477a306b44bb0881063ead499d5e64d12cd5011e737b7c4b30 +size 1376857664 diff --git a/Spec-O3-3B.Q3_K_L.gguf b/Spec-O3-3B.Q3_K_L.gguf new file mode 100644 index 0000000..3da42fa --- /dev/null +++ b/Spec-O3-3B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ca96edb674320c0084b2d6a0efe886ffa18efdfb5a5df003344bc90f43888da +size 1841096256 diff --git a/Spec-O3-3B.Q3_K_M.gguf b/Spec-O3-3B.Q3_K_M.gguf new file mode 100644 index 0000000..de84891 --- /dev/null +++ b/Spec-O3-3B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f328fab1c83a8196c58dd3dc9d1430eb76b9fb2f4cddb9c87aeea3bd3466887e +size 1724180032 diff --git a/Spec-O3-3B.Q3_K_S.gguf b/Spec-O3-3B.Q3_K_S.gguf new file mode 100644 index 0000000..79edee0 --- /dev/null +++ b/Spec-O3-3B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a874a55bb476125b06d12d4421f10cc005360f4e5603fad41c1af95e0dd313fc +size 1588061760 diff --git a/Spec-O3-3B.Q4_K_M.gguf b/Spec-O3-3B.Q4_K_M.gguf new file mode 100644 index 0000000..2edc58b --- /dev/null +++ b/Spec-O3-3B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:49a52303840fe1d177e5b50a515ab6a3b5089dd498da4bc1eaa64ad88940f203 +size 2104933952 diff --git a/Spec-O3-3B.Q4_K_S.gguf b/Spec-O3-3B.Q4_K_S.gguf new file mode 100644 index 0000000..a93832c --- /dev/null +++ b/Spec-O3-3B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a01096103b1eaea82363703e80f42fa4422e23130e290a039b10c791edb65969 +size 2009415232 diff --git a/Spec-O3-3B.Q5_K_M.gguf b/Spec-O3-3B.Q5_K_M.gguf new file mode 100644 index 0000000..48f2637 --- /dev/null +++ b/Spec-O3-3B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:54885407e6f4fa7470f6809f2b0d0a84ee90931ecc70d42049504dd09f5494fa +size 2438741568 diff --git a/Spec-O3-3B.Q5_K_S.gguf b/Spec-O3-3B.Q5_K_S.gguf new file mode 100644 index 0000000..10a3c22 --- /dev/null +++ b/Spec-O3-3B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c26ec7cce3752c72729fefce4851f59ef7fc99d545a3b666e6dfe075955505f +size 2383593024 diff --git a/Spec-O3-3B.Q6_K.gguf b/Spec-O3-3B.Q6_K.gguf new file mode 100644 index 0000000..b466ebf --- /dev/null +++ b/Spec-O3-3B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7dadc60deb089d844592afd068d039853c84219fb81673124d375cbefa5c326d +size 2793412160 diff --git a/Spec-O3-3B.Q8_0.gguf b/Spec-O3-3B.Q8_0.gguf new file mode 100644 index 0000000..2b1e320 --- /dev/null +++ b/Spec-O3-3B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bbec3493f9fba2557d8e83e22f2d16742e688bf2097097e9af08e9e32e15bd33 +size 3616089664 diff --git a/Spec-O3-3B.f16.gguf b/Spec-O3-3B.f16.gguf new file mode 100644 index 0000000..d04d474 --- /dev/null +++ b/Spec-O3-3B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c814893eb67c55dd2fc98870857c30178db4d242cd7c5d5e734a308d71fbc5a1 +size 6800647744 diff --git a/Spec-O3-3B.mmproj-Q8_0.gguf b/Spec-O3-3B.mmproj-Q8_0.gguf new file mode 100644 index 0000000..01bacc3 --- /dev/null +++ b/Spec-O3-3B.mmproj-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e398fb801d775f652cf51f206bad5324b4abd22199f79fd23befa5ba424369c +size 847768288 diff --git a/Spec-O3-3B.mmproj-f16.gguf b/Spec-O3-3B.mmproj-f16.gguf new file mode 100644 index 0000000..e703411 --- /dev/null +++ b/Spec-O3-3B.mmproj-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47cb1273619810f927261254540b4128164a9db3d01501058d99a67edbc66f52 +size 1338428128