commit 30a207d8ff1fd748fabe4d30ade32f0242201cc0 Author: ModelHub XC Date: Sat Aug 1 06:33:16 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/ReasoningCore-3B-RE1-V2-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..35e4a72 --- /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 +ReasoningCore-3B-RE1-V2.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ReasoningCore-3B-RE1-V2.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..c67e68b --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +--- +base_model: EpistemeAI/ReasoningCore-3B-RE1-V2 +datasets: +- AI-MO/NuminaMath-1.5 +language: +- en +library_name: transformers +license: llama3.2 +quantized_by: mradermacher +tags: +- text-generation-inference +- transformers +- unsloth +- llama +- trl +--- +## About + + + + + + +static quants of https://huggingface.co/EpistemeAI/ReasoningCore-3B-RE1-V2 + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-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/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q2_K.gguf) | Q2_K | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q3_K_S.gguf) | Q3_K_S | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q3_K_M.gguf) | Q3_K_M | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q3_K_L.gguf) | Q3_K_L | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.IQ4_XS.gguf) | IQ4_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q4_K_S.gguf) | Q4_K_S | 2.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q4_K_M.gguf) | Q4_K_M | 2.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q5_K_S.gguf) | Q5_K_S | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q5_K_M.gguf) | Q5_K_M | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q6_K.gguf) | Q6_K | 2.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-V2.Q8_0.gguf) | Q8_0 | 3.5 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-3B-RE1-V2-GGUF/resolve/main/ReasoningCore-3B-RE1-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. + + diff --git a/ReasoningCore-3B-RE1-V2.IQ4_XS.gguf b/ReasoningCore-3B-RE1-V2.IQ4_XS.gguf new file mode 100644 index 0000000..f162d16 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0240ccfad6cf0b98817600dca717e874a9f058e9a7b7b3dc5ab45cdd178df7e6 +size 1840907680 diff --git a/ReasoningCore-3B-RE1-V2.Q2_K.gguf b/ReasoningCore-3B-RE1-V2.Q2_K.gguf new file mode 100644 index 0000000..7108637 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:24806d50126af339f26df0c8435814f2d1863c6d39b63f30a1c2ff8532e5e939 +size 1363936672 diff --git a/ReasoningCore-3B-RE1-V2.Q3_K_L.gguf b/ReasoningCore-3B-RE1-V2.Q3_K_L.gguf new file mode 100644 index 0000000..2286f83 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:406188fb8d3a3a806648c787b5e9c64a910ac7661e35ec6b985e2dcffe605709 +size 1815348640 diff --git a/ReasoningCore-3B-RE1-V2.Q3_K_M.gguf b/ReasoningCore-3B-RE1-V2.Q3_K_M.gguf new file mode 100644 index 0000000..26f5130 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:89e6f6de2a613c26efdb12622077d4f74eae78bb24cf931fc130e31ec31d1a1f +size 1687160224 diff --git a/ReasoningCore-3B-RE1-V2.Q3_K_S.gguf b/ReasoningCore-3B-RE1-V2.Q3_K_S.gguf new file mode 100644 index 0000000..9a1bcf1 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99933afb6cd0bc83482dcfb27785626f07fd175d51bb12efb70a0b99f2ec5013 +size 1542849952 diff --git a/ReasoningCore-3B-RE1-V2.Q4_K_M.gguf b/ReasoningCore-3B-RE1-V2.Q4_K_M.gguf new file mode 100644 index 0000000..f9ed8fc --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82413b1385a034015c8d05fa475247619b65a5faba2a12c63346f676a28bcfc3 +size 2019378592 diff --git a/ReasoningCore-3B-RE1-V2.Q4_K_S.gguf b/ReasoningCore-3B-RE1-V2.Q4_K_S.gguf new file mode 100644 index 0000000..5db0b0e --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6041456c8e4c6ce6313a2133b583c22ae7537ef5d6e978971d3c4e196f338964 +size 1928201632 diff --git a/ReasoningCore-3B-RE1-V2.Q5_K_M.gguf b/ReasoningCore-3B-RE1-V2.Q5_K_M.gguf new file mode 100644 index 0000000..9f2751e --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2a0ead8f0a1f33e57598ea71fd954ca897ee1e7e14271cb806d59dfe581be91 +size 2322154912 diff --git a/ReasoningCore-3B-RE1-V2.Q5_K_S.gguf b/ReasoningCore-3B-RE1-V2.Q5_K_S.gguf new file mode 100644 index 0000000..d4124ef --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8a58410b645c66081359c1285f9e10878a6b73e0bf3efcd7e97e8ca9e33121a +size 2269513120 diff --git a/ReasoningCore-3B-RE1-V2.Q6_K.gguf b/ReasoningCore-3B-RE1-V2.Q6_K.gguf new file mode 100644 index 0000000..ce1a7f6 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dbba9fcba57fbec4615ff01cca847d752c0f0f157181ee63acd5a938c7d5d639 +size 2643854752 diff --git a/ReasoningCore-3B-RE1-V2.Q8_0.gguf b/ReasoningCore-3B-RE1-V2.Q8_0.gguf new file mode 100644 index 0000000..1d1a202 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5cadc6e59ca97c17be8dd258473d9a34bf9d0e8a16e3a1d81d5c73621124aebf +size 3421900192 diff --git a/ReasoningCore-3B-RE1-V2.f16.gguf b/ReasoningCore-3B-RE1-V2.f16.gguf new file mode 100644 index 0000000..79a7ab0 --- /dev/null +++ b/ReasoningCore-3B-RE1-V2.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12f6d4c42a81195790315e72c77b756dad337788420a9a5f5904b2d42d7e95d9 +size 6433688992