commit 9d8fd210f20c32b742ce89578361a2ef9dfde0d5 Author: ModelHub XC Date: Wed May 13 20:47:29 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..86a9022 --- /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 +GrayLine-Qwen3-0.6B-BETA.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +GrayLine-Qwen3-0.6B-BETA.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/GrayLine-Qwen3-0.6B-BETA.IQ4_XS.gguf b/GrayLine-Qwen3-0.6B-BETA.IQ4_XS.gguf new file mode 100644 index 0000000..cc8bea4 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be55333f3b118eb8f3932d9be30824826c1175b764cba059de4713f115580000 +size 369279584 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q2_K.gguf b/GrayLine-Qwen3-0.6B-BETA.Q2_K.gguf new file mode 100644 index 0000000..ccf3cfb --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb6affead8ec569e2f8f3854036dd916bc7e32b02ea68d1156333dcf18efef4e +size 296239712 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q3_K_L.gguf b/GrayLine-Qwen3-0.6B-BETA.Q3_K_L.gguf new file mode 100644 index 0000000..7f335cf --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a95eb2708a4fa608f4fbce659e04838767d99b8d5e70af7f2f1c0a786ffb94d9 +size 368493152 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q3_K_M.gguf b/GrayLine-Qwen3-0.6B-BETA.Q3_K_M.gguf new file mode 100644 index 0000000..5961004 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dba87100c04f0668ab495a9e486fd9146c0c469877925d59261dd5d03867d863 +size 347128416 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q3_K_S.gguf b/GrayLine-Qwen3-0.6B-BETA.Q3_K_S.gguf new file mode 100644 index 0000000..f01ea63 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77b0923f1570d6c33cce803ad302bc045aeca903a8ff446c09d4d2958aa7b6d5 +size 323076704 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q4_K_M.gguf b/GrayLine-Qwen3-0.6B-BETA.Q4_K_M.gguf new file mode 100644 index 0000000..3cadfc4 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ad116b361371cc5669b992bc888f2d1e37c3fee47d9f309db78d03f0b9c1331 +size 396706400 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q4_K_S.gguf b/GrayLine-Qwen3-0.6B-BETA.Q4_K_S.gguf new file mode 100644 index 0000000..8b6642e --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c502b455260b0ec9345c297117532132ba92ea7e37cae28e6e74e27196881dba +size 383271520 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q5_K_M.gguf b/GrayLine-Qwen3-0.6B-BETA.Q5_K_M.gguf new file mode 100644 index 0000000..972afee --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b93c023a60f5d6e331ab09430c505e7a9c5b02a221b9e07e3d5957b573b6acf4 +size 444416608 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q5_K_S.gguf b/GrayLine-Qwen3-0.6B-BETA.Q5_K_S.gguf new file mode 100644 index 0000000..db26805 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a6dbbc6496866f0c4654a75f252e3ba979436bbe897aefc208c859e3311f24e +size 436617824 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q6_K.gguf b/GrayLine-Qwen3-0.6B-BETA.Q6_K.gguf new file mode 100644 index 0000000..7055e7c --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3228a95e33ef54cb8d2464e9b00f453c1d84a1c1a3ee89dea8871bdd8f220235 +size 495108704 diff --git a/GrayLine-Qwen3-0.6B-BETA.Q8_0.gguf b/GrayLine-Qwen3-0.6B-BETA.Q8_0.gguf new file mode 100644 index 0000000..45dea49 --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76edf623881dcba98f98a8148879ad5f6c5b3e6ba85e27db6639bdab1c4c9387 +size 639448672 diff --git a/GrayLine-Qwen3-0.6B-BETA.f16.gguf b/GrayLine-Qwen3-0.6B-BETA.f16.gguf new file mode 100644 index 0000000..8669fce --- /dev/null +++ b/GrayLine-Qwen3-0.6B-BETA.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:49124a0dc43ff1a831f6b00410f260a9873c05ef42d9b6a225ece8be6aedfd22 +size 1198184032 diff --git a/README.md b/README.md new file mode 100644 index 0000000..5e4cedd --- /dev/null +++ b/README.md @@ -0,0 +1,75 @@ +--- +base_model: soob3123/GrayLine-Qwen3-0.6B-BETA +datasets: +- soob3123/GrayLine-QA +- soob3123/GrayLine-QA-Reasoning +language: +- en +library_name: transformers +license: apache-2.0 +quantized_by: mradermacher +tags: +- text-generation +- uncensored +- direct-answer +- information-retrieval +- general-knowledge +- unfiltered +- amoral-ai +--- +## About + + + + + + +static quants of https://huggingface.co/soob3123/GrayLine-Qwen3-0.6B-BETA + + +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/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q2_K.gguf) | Q2_K | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q3_K_S.gguf) | Q3_K_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q3_K_M.gguf) | Q3_K_M | 0.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q3_K_L.gguf) | Q3_K_L | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.IQ4_XS.gguf) | IQ4_XS | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q4_K_S.gguf) | Q4_K_S | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q4_K_M.gguf) | Q4_K_M | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q5_K_S.gguf) | Q5_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q5_K_M.gguf) | Q5_K_M | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q6_K.gguf) | Q6_K | 0.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.Q8_0.gguf) | Q8_0 | 0.7 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/GrayLine-Qwen3-0.6B-BETA-GGUF/resolve/main/GrayLine-Qwen3-0.6B-BETA.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. + +