commit 5a4a7da47aa59790d93590e0c3389e64577d3ec4 Author: ModelHub XC Date: Wed May 27 09:00:18 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..5c6d425 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.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 +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_M.gguf new file mode 100644 index 0000000..36d786f --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2817ddd849ca5426b7d1b9b0d75ba4998c25205568df74b1689e15f01958261c +size 1126542400 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_S.gguf new file mode 100644 index 0000000..cd97ff8 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d5acf365f98ff1e836874523dbd65d2acdbb291dec28d06a578dd93065b1354 +size 1054780480 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_M.gguf new file mode 100644 index 0000000..290a376 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c86f943af04fc60253b6af923b91d1ca691c7e63adb02a7d8ba195e7724c371c +size 1512508480 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_S.gguf new file mode 100644 index 0000000..1fa811f --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c754c9ac9a48938987489ca7e47b5e0b2400d49653ddf4af2acdb3cb7846410b +size 1416825920 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XS.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XS.gguf new file mode 100644 index 0000000..7825610 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cbe2b9d980953f12672ba51de7c730d61972636a2f54a2af7dd602a1ed9b3642 +size 1353624640 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XXS.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..a20b060 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0969cb6e2a42e89f052f23334201de471d9b1212e878660c065ce54befd5259 +size 1246145600 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_M.gguf new file mode 100644 index 0000000..69b9b4a --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26d092031de827441eb44e3cb899d400f37d70d4746d2bc5150ec51a93e1160d +size 1962330048 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_S.gguf new file mode 100644 index 0000000..f1952a8 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c844d048bf2ba74e7cd7a7fb377502f19ca4b3ab5ce652bddcc9ffc079447c0 +size 1898964928 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XS.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XS.gguf new file mode 100644 index 0000000..8f9b46b --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47ad2db3d19837c970f4cd230e1ffdf0c0d4f90bab8e6aafbe7da5f11efcda44 +size 1813809088 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XXS.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..ebb1544 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7adb65215556c60a37583acf71ca4165f5296f2035c23bf944f7ec3c2c9cc0c3 +size 1669712960 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_NL.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_NL.gguf new file mode 100644 index 0000000..18c71fc --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f46a4a90ddc4254e0c6776311eec5396895d51bd13bf7873891085f411400dbf +size 2380777408 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_XS.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_XS.gguf new file mode 100644 index 0000000..0e57c87 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5c57b19febb468b0ec48932986fbdd34fe375382f16c8737ed7a2636fb74c798 +size 2270185408 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K.gguf new file mode 100644 index 0000000..7c0de20 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec7db023eca1029089aab936eedb90b2ea8308b9cc2414bd572756110070b07c +size 1668933568 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K_S.gguf new file mode 100644 index 0000000..5740bd4 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3484413e2125730441e40044d545de4e86705543d9debc7805f54c76b81b25a0 +size 1562888128 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_L.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_L.gguf new file mode 100644 index 0000000..10d4745 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:660c9f5eb748275ec8b21a2faf34f4d9a978ed86f3312ee8ed86134bda375860 +size 2239219648 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_M.gguf new file mode 100644 index 0000000..2e0c765 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:467b24121546d0df1932031a12f1eaed2f1713ee9276537b8b32925b37843d82 +size 2075051968 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_S.gguf new file mode 100644 index 0000000..f2be5d4 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8c209c24aa1e956d1af578082b8ee93e2fdaebd8f2f31c878e9ee97dc1fef0a +size 1886431168 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_0.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_0.gguf new file mode 100644 index 0000000..8caebe1 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c44fbfd2312286fde2d064db98698d39331847e86f40584bc601c556a162ecc6 +size 2375206848 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_1.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_1.gguf new file mode 100644 index 0000000..f527aa1 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a009f6af823959ab58a22fa7b0344bbb77adf2ef6d884a8b88a4cb66f09de13f +size 2596063168 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_M.gguf new file mode 100644 index 0000000..c90d7ad --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10dfdc389a936861f78495fa3d2a0b78b8a7cddc5f927d8ad7cfcac3e0756d4b +size 2496714688 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_S.gguf new file mode 100644 index 0000000..6f0314c --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:849e39b4a2ea2403b6baddb5e8e2595786cdc606f02bca341ee133e24f5a61a2 +size 2382743488 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_M.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_M.gguf new file mode 100644 index 0000000..e6b55e6 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5e05b359463a21276cd6a337b4ffd523e76850a1b170d3d41aefc50245a27325 +size 2888947648 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_S.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_S.gguf new file mode 100644 index 0000000..abb6d5a --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ffa308e871ceaf5b5a87d72c71da9be584c747273e52fcfe7d354f4be0a28aa +size 2823145408 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q6_K.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q6_K.gguf new file mode 100644 index 0000000..ce02c8e --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe3c3f2c1435f8464181d97a1f0942819acdbac1890e7df2109985e2c9367100 +size 3305695168 diff --git a/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.imatrix.gguf b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.imatrix.gguf new file mode 100644 index 0000000..9540078 --- /dev/null +++ b/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b09b9439a5bfae106145b1dadf11c0a7e21f96bf59670281c7d95cebb8ef5e1f +size 3872640 diff --git a/README.md b/README.md new file mode 100644 index 0000000..7fc5775 --- /dev/null +++ b/README.md @@ -0,0 +1,88 @@ +--- +base_model: Lambent/Qwen3-4B-Base-Continued-GRPO-Style-Karcher +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- mergekit +- merge +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/Lambent/Qwen3-4B-Base-Continued-GRPO-Style-Karcher + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-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/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Base-Continued-GRPO-Style-Karcher-i1-GGUF/resolve/main/Qwen3-4B-Base-Continued-GRPO-Style-Karcher.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | practically like static Q6_K | + +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. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to. + +