commit fa596dbea348bae137d664f6e0edceb36578a403 Author: ModelHub XC Date: Thu Oct 1 20:21:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..91bf8b1 --- /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 +ToolSpace-RL-Qwen3-4B-Thinking-2507.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ToolSpace-RL-Qwen3-4B-Thinking-2507.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..ca77f3b --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +--- +base_model: hahayhe/ToolSpace-RL-Qwen3-4B-Thinking-2507 +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +static quants of https://huggingface.co/hahayhe/ToolSpace-RL-Qwen3-4B-Thinking-2507 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#ToolSpace-RL-Qwen3-4B-Thinking-2507-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/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q2_K.gguf) | Q2_K | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_S.gguf) | Q3_K_S | 2.2 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_M.gguf) | Q3_K_M | 2.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_L.gguf) | Q3_K_L | 2.5 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.IQ4_XS.gguf) | IQ4_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_S.gguf) | Q4_K_S | 2.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_M.gguf) | Q4_K_M | 2.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_S.gguf) | Q5_K_S | 3.2 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_M.gguf) | Q5_K_M | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q6_K.gguf) | Q6_K | 3.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q8_0.gguf) | Q8_0 | 4.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/ToolSpace-RL-Qwen3-4B-Thinking-2507-GGUF/resolve/main/ToolSpace-RL-Qwen3-4B-Thinking-2507.f16.gguf) | f16 | 8.9 | 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/ToolSpace-RL-Qwen3-4B-Thinking-2507.IQ4_XS.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.IQ4_XS.gguf new file mode 100644 index 0000000..5cf6d4c --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd2dc33ecbd375566310f3b369be53c90365b3b17b7d6e65b761f85abc808d35 +size 2492949344 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q2_K.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q2_K.gguf new file mode 100644 index 0000000..58ca982 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:94cd3475b4d8ed24edbf9facbe060f3868bc1f3fb9b2177542fe7a3faffe3020 +size 1797125984 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_L.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_L.gguf new file mode 100644 index 0000000..049a6d2 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a22f48f376b3f9df9c56a25bfeab54e7cfa046f620130136cda3d28dbab477fb +size 2406915424 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_M.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_M.gguf new file mode 100644 index 0000000..884b7b0 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2a7b3194bbaf4fdeb9c73b9b24f5fa7d2f6222113cbe372575d1bcebd238704 +size 2242747744 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_S.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_S.gguf new file mode 100644 index 0000000..6b7106d --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:25312f76f693c2e8bfe3e26767d38a060e74de7d4dd0f9310c063d61ae63678f +size 2054126944 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_M.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_M.gguf new file mode 100644 index 0000000..e374bed --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:462d12b178257f535740591b430bdcdcfd76594a8ab89cb4f59c088a3bebd7a4 +size 2716068704 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_S.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_S.gguf new file mode 100644 index 0000000..9c47efe --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e766b40c5089c3a18138a6eb276a4671c73146e490857fe974968cf3a3b421d +size 2602097504 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_M.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_M.gguf new file mode 100644 index 0000000..c34d4b5 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a30c86b7568d46c55c7403bb108f982a94fcaf2a61ff9aaa5afed9227ae32487 +size 3156921184 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_S.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_S.gguf new file mode 100644 index 0000000..e6c9d09 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de51cc62d97bcc5c333754f0c64cca95feed3537fd9c67569960f4b3c61c8c39 +size 3091118944 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q6_K.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q6_K.gguf new file mode 100644 index 0000000..1988f42 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9dbf9e18dd4e818fa842167ba5e7cf067360b4f8a55332985b4c99eacb10d576 +size 3625326944 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q8_0.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q8_0.gguf new file mode 100644 index 0000000..a13fa72 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:121a41b8e4c2b950bb189748904acfc5c77eb9475a32bd7baeef89aa072626d2 +size 4693671264 diff --git a/ToolSpace-RL-Qwen3-4B-Thinking-2507.f16.gguf b/ToolSpace-RL-Qwen3-4B-Thinking-2507.f16.gguf new file mode 100644 index 0000000..24626c1 --- /dev/null +++ b/ToolSpace-RL-Qwen3-4B-Thinking-2507.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16c142b736001394a5563e081584c48ca6ee95e71af24ce5903d18965b73757d +size 8829197664