commit 06c869282db3acbb52d74c4acc9495b0d8639a01 Author: ModelHub XC Date: Sun Oct 11 06:35:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/OpLearn-Qwen3-0.6B-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a5c2129 --- /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 +OpLearn-Qwen3-0.6B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +OpLearn-Qwen3-0.6B.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/OpLearn-Qwen3-0.6B.IQ4_XS.gguf b/OpLearn-Qwen3-0.6B.IQ4_XS.gguf new file mode 100644 index 0000000..36940af --- /dev/null +++ b/OpLearn-Qwen3-0.6B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16865c2631ff41ff758e6bf28ead60c8c40808e46d930978b6c5ac578531c021 +size 451931360 diff --git a/OpLearn-Qwen3-0.6B.Q2_K.gguf b/OpLearn-Qwen3-0.6B.Q2_K.gguf new file mode 100644 index 0000000..2fc1c2b --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d7eda1858a9a5e377981dbfb8e4af08acad980977fe26a661f61763f3ae2972 +size 347288800 diff --git a/OpLearn-Qwen3-0.6B.Q3_K_L.gguf b/OpLearn-Qwen3-0.6B.Q3_K_L.gguf new file mode 100644 index 0000000..d2c721e --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:53bbb65b38dc13962dbd62957ad7a33bfb739e5eafb5fbb3d2f2def6484309f7 +size 435343584 diff --git a/OpLearn-Qwen3-0.6B.Q3_K_M.gguf b/OpLearn-Qwen3-0.6B.Q3_K_M.gguf new file mode 100644 index 0000000..eff7eb1 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b84d61c97eeb13493a2b5554320c4abf934ed42ebe03938003c2f4e4ccd32ad6 +size 413978848 diff --git a/OpLearn-Qwen3-0.6B.Q3_K_S.gguf b/OpLearn-Qwen3-0.6B.Q3_K_S.gguf new file mode 100644 index 0000000..97cccf1 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3170a2669c7cef1bf83c9e096f581046eb896277090a515dbec70ed0014fe112 +size 389927136 diff --git a/OpLearn-Qwen3-0.6B.Q4_K_M.gguf b/OpLearn-Qwen3-0.6B.Q4_K_M.gguf new file mode 100644 index 0000000..bc6d770 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b610ce234c8676ef26dc630e75bca45699c0bc05751448554abd15f4aa278c7 +size 484220128 diff --git a/OpLearn-Qwen3-0.6B.Q4_K_S.gguf b/OpLearn-Qwen3-0.6B.Q4_K_S.gguf new file mode 100644 index 0000000..14ecc8c --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e29c1ee12fcab1092597bd916c354d052a825741e0a8c2e4b2cd8d10f814e48 +size 470785248 diff --git a/OpLearn-Qwen3-0.6B.Q5_K_M.gguf b/OpLearn-Qwen3-0.6B.Q5_K_M.gguf new file mode 100644 index 0000000..2089559 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:127de2c9d85d86c8fb6e54a734906f8e3fcb59d40109b0d468a22356892a3913 +size 551378144 diff --git a/OpLearn-Qwen3-0.6B.Q5_K_S.gguf b/OpLearn-Qwen3-0.6B.Q5_K_S.gguf new file mode 100644 index 0000000..15a38e1 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3d82a4010d0620b5235f6db324b33a8a3d0a32077bf5fffd09225215de60ccfa +size 543579360 diff --git a/OpLearn-Qwen3-0.6B.Q6_K.gguf b/OpLearn-Qwen3-0.6B.Q6_K.gguf new file mode 100644 index 0000000..5e9db89 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d5321dbf13c82bb691ede0b233ba68e35f9b25644377c2800f4bd4db3c85600 +size 622733536 diff --git a/OpLearn-Qwen3-0.6B.Q8_0.gguf b/OpLearn-Qwen3-0.6B.Q8_0.gguf new file mode 100644 index 0000000..5e4e95f --- /dev/null +++ b/OpLearn-Qwen3-0.6B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a1c9e4bfc06a6798ff699a51deceda80b0810cc263b502709d17513bfe0bcc0 +size 804753632 diff --git a/OpLearn-Qwen3-0.6B.f16.gguf b/OpLearn-Qwen3-0.6B.f16.gguf new file mode 100644 index 0000000..2613f94 --- /dev/null +++ b/OpLearn-Qwen3-0.6B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e7fd5c8ecbfba1317bbd2a5abc6327fcf626d41a00f970cc5a57fc78efbb256a +size 1509347552 diff --git a/README.md b/README.md new file mode 100644 index 0000000..30437b7 --- /dev/null +++ b/README.md @@ -0,0 +1,71 @@ +--- +base_model: fmh1art/OpLearn-Qwen3-0.6B +language: +- en +library_name: transformers +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +static quants of https://huggingface.co/fmh1art/OpLearn-Qwen3-0.6B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#OpLearn-Qwen3-0.6B-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/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q2_K.gguf) | Q2_K | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q3_K_S.gguf) | Q3_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q3_K_M.gguf) | Q3_K_M | 0.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q3_K_L.gguf) | Q3_K_L | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.IQ4_XS.gguf) | IQ4_XS | 0.6 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q4_K_S.gguf) | Q4_K_S | 0.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q4_K_M.gguf) | Q4_K_M | 0.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q5_K_S.gguf) | Q5_K_S | 0.6 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q5_K_M.gguf) | Q5_K_M | 0.7 | | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q6_K.gguf) | Q6_K | 0.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.Q8_0.gguf) | Q8_0 | 0.9 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/OpLearn-Qwen3-0.6B-GGUF/resolve/main/OpLearn-Qwen3-0.6B.f16.gguf) | f16 | 1.6 | 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. + +