commit 3021f1d20b215b6935790f4482d00e800425e725 Author: ModelHub XC Date: Thu May 28 06:46:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9bfbd66 --- /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-Jan-RA-20x-6B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Jan-RA-20x-6B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ1_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ1_M.gguf new file mode 100644 index 0000000..d8eaca1 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1215c602b1d27b2e3988429cda8263cf77858e8e9b45265dd06deab1110a324e +size 1704887840 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ1_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ1_S.gguf new file mode 100644 index 0000000..a617b52 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1008f168a802d5a384463a4e1ba532bf205689f0d5ddac1e5414b0f43e2dfe88 +size 1595186720 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ2_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ2_M.gguf new file mode 100644 index 0000000..068d0bb --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5bb5d552185c3d2af80bdec9f37a2f6fe49ac575fa7c8de087da5e64838dc6fa +size 2334061600 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ2_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ2_S.gguf new file mode 100644 index 0000000..bf68fb7 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:faffb699827dae717f7b7c1e3033531f1ea41874832e17c23d34be0cb34b81a3 +size 2187793440 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ2_XS.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..4289b71 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58b1e89f9b70123c269a9265cd4c6ad648647043cc93739402493bdf42d3c914 +size 2052013600 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ2_XXS.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..f625b5f --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3948e81cf2bc5a4638dc284e76a3afbb03eeb2f2f593eafd687afd00a5d10dd5 +size 1887723040 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ3_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ3_M.gguf new file mode 100644 index 0000000..a504637 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa54b1e0a6be903cad504ff64fbfdcd5d8a3de5217095be1623ebd50d5b2b81a +size 2994098720 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ3_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ3_S.gguf new file mode 100644 index 0000000..2166df6 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:757f9ef64c947e702f578cd4ce71368940f042fedc088da6434cdf3420e5990d +size 2897658400 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ3_XS.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..6ba25ec --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b47299323fd61618dea9d390bc8a6ca0fc6fa9fe019caa333f6b291bcb65e8e7 +size 2765808160 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ3_XXS.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..a7ecf32 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2976058d12f2ed1a9f731cce6aefdb7acdf8a25165a9d7f96f26dedb72a43e01 +size 2574537760 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ4_NL.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..61609ee --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:618183e2cdf7561d36e3a000fe08c53f5a1669902a596d8d26ad122242c37970 +size 3685419040 diff --git a/Qwen3-Jan-RA-20x-6B.i1-IQ4_XS.gguf b/Qwen3-Jan-RA-20x-6B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..59a64c5 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd1fa7aece03a108af0520d8be1ff6d0edc0df1b1160156e313f490ddcc9f2f8 +size 3504304160 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q2_K.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q2_K.gguf new file mode 100644 index 0000000..70bf5d4 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f3179e159117c94690c86a427be897caf8de46e94c921309413bb2261097c48 +size 2506718240 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q2_K_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..5523a85 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdaabed8f86cf446d248b6eb25897acf2c52f7d516cd1dc53b6fa49ffce7b3a7 +size 2344055840 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q3_K_L.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..41d403d --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19ccefeef0dd982e7512f20d732a2b0445f25aa29d9d1120a9f8cfdc02921077 +size 3417492000 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q3_K_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..fe33009 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:568b73fcf44b26fa99d3d5ef9fbd2440e0a60da3edcddb95ac7e7c5da8874d62 +size 3166161440 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q3_K_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..e7f3c51 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:310d4cf4d408322cbd3bbfa4095758a0563c143d47fde5e8647f53faca2396e4 +size 2878509600 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q4_0.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q4_0.gguf new file mode 100644 index 0000000..16d67c1 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d928af17f306ef2965ddbe68eda5316f374bf53a760196629aa390a4457b476a +size 3676735520 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q4_1.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q4_1.gguf new file mode 100644 index 0000000..384cb20 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b52e97c17ead32372f6337cacf20ed02512c8448ec5d4bf2b3dded39ef42946e +size 4038637600 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q4_K_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..0388291 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a66ddab37a8e8a0b2e6469eb23c192ea9d1ec91b7feb7d7dd2b039c3a399b037 +size 3858997280 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q4_K_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..6cacdf0 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4ec6865490db27a1eede4a62fd031b14b82f77fa1c6f43b96177dc6d7bb5276 +size 3687385120 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q5_K_M.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..33b8caf --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8280c0edd1762ef3919390a650643f19f6fb532c41ef02ae61fa54f37c6b2ace +size 4508581920 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q5_K_S.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..c012493 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dfed5a6eabab80cf03dea9b332e5ab50825721bd4692bdcf4c1624b5b9d9a2e1 +size 4409878560 diff --git a/Qwen3-Jan-RA-20x-6B.i1-Q6_K.gguf b/Qwen3-Jan-RA-20x-6B.i1-Q6_K.gguf new file mode 100644 index 0000000..d646501 --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c24b57c2566e40201e978d3d90ee4f28c177b541f1809ccb372f5774c9a94c5a +size 5198765600 diff --git a/Qwen3-Jan-RA-20x-6B.imatrix.gguf b/Qwen3-Jan-RA-20x-6B.imatrix.gguf new file mode 100644 index 0000000..383bfef --- /dev/null +++ b/Qwen3-Jan-RA-20x-6B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b65e76eb617a8af7ce722e66e3ce2d13a264375ccf8d2918fa2337d64d99a70 +size 5916480 diff --git a/README.md b/README.md new file mode 100644 index 0000000..4fd83ba --- /dev/null +++ b/README.md @@ -0,0 +1,106 @@ +--- +base_model: DavidAU/Qwen3-Jan-RA-20x-6B +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- programming +- code generation +- code +- coding +- coder +- chat +- code +- chat +- brainstorm +- qwen +- qwen3 +- qwencoder +- brainstorm 20x +- all uses cases +- Jan-V1 +- finetune +- thinking +- reasoning +- unsloth +- not-for-all-audiences +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Jan-RA-20x-6B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-Jan-RA-20x-6B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-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-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ1_S.gguf) | i1-IQ1_S | 1.7 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ1_M.gguf) | i1-IQ1_M | 1.8 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.2 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ2_M.gguf) | i1-IQ2_M | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.4 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q2_K.gguf) | i1-Q2_K | 2.6 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 2.7 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.3 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 3.5 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q4_0.gguf) | i1-Q4_0 | 3.8 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 3.8 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 3.8 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q4_1.gguf) | i1-Q4_1 | 4.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 4.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 4.6 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Jan-RA-20x-6B-i1-GGUF/resolve/main/Qwen3-Jan-RA-20x-6B.i1-Q6_K.gguf) | i1-Q6_K | 5.3 | 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. + +