commit 2c54952f09cbd26731d352dbadcb1d13692a6fca Author: ModelHub XC Date: Tue Sep 29 13:23:17 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f817215 --- /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-Instruct-6B-Brainstorm20x.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_M.gguf new file mode 100644 index 0000000..d8843a6 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d35047ac2e0772616c1119814a6935a4ff3d89fdbbc3c3e01f74aefe1030b44 +size 1577262304 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_S.gguf new file mode 100644 index 0000000..237a39e --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0d19ba81f72f6fecf5a2b0c7ebce37677db3fe9a1e3952b34e87e7bee61bbe48 +size 1467561184 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_M.gguf new file mode 100644 index 0000000..d0a4342 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4affe1954403d244b0a05bfaea33179f9b36097e3f7d04031a80d90e66d57bbe +size 2166932704 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_S.gguf new file mode 100644 index 0000000..257e5be --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d764a4e638a8d8efd908d03b92f26c9abf1d4f4465d64f10a434ab2677bc7c05 +size 2020664544 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XS.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XS.gguf new file mode 100644 index 0000000..06c3315 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aba850c85628abf19f5d1a1a6284ae942fe23a75d64514105801a913895311d +size 1924388064 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XXS.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..7ee8166 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:581b5d7c344ddac60fa68628c6302beb11c13c012162e9aae71a5b61759f4e2d +size 1760097504 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_M.gguf new file mode 100644 index 0000000..d5e4bd0 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8241f0636ba3142822808d8df2650765342af8609a70e26beea565fc1fd5ab39 +size 2826969824 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_S.gguf new file mode 100644 index 0000000..d6cabe7 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a4e193d438b6fa94b30299c9198d3864e1941596d800719fba43a5bb13e21bbb +size 2730529504 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XS.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XS.gguf new file mode 100644 index 0000000..2403b98 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce6082f1e1555c45f60939455b0d0c94d60d485ccba305249dc412b0347e318a +size 2598679264 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XXS.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..10818b0 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58e0e4f3fb258f2c782e303b61711555cad7f36151c33d2e846980989e7c4829 +size 2407408864 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_NL.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_NL.gguf new file mode 100644 index 0000000..3018472 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d531981fcee8a6459205f8ee03cee65ce020298a6e563683b0de2bdcae74766c +size 3466631904 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_XS.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_XS.gguf new file mode 100644 index 0000000..a1d3511 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5e74072c2633dd9866cae7132f0a8f722d3035aac5473fd10a1fb04bc59ae768 +size 3297671904 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K.gguf new file mode 100644 index 0000000..3da2375 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed1e9e897b51875c2315b4f2af5ab4288efad54f55dd40c594d9765d49714488 +size 2379092704 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K_S.gguf new file mode 100644 index 0000000..395a632 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8763ece3ac4814e0d1cb3ce04d805a4dd2771884e8f6d98d92f1778949b9d15f +size 2216430304 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_L.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_L.gguf new file mode 100644 index 0000000..2d3c19a --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb8a8a39d9748609b1b96c6246bc58c1e6fe0838150b15944db056c69d16902d +size 3250363104 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_M.gguf new file mode 100644 index 0000000..fe1a3eb --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b74fbcdf16b8dbf2a08ccb31f028734eb64669bc758774108af91407f6d0835 +size 2999032544 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_S.gguf new file mode 100644 index 0000000..37ba48a --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b69c27d6928237cc781cd73949f56534a677176cac2097928f11a453279f5309 +size 2711380704 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_0.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_0.gguf new file mode 100644 index 0000000..00f0c91 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2def527c4cb8630cb9b1094fea2415d26cc2e93e2e69a300857e7b1c2e9f21a0 +size 3457948384 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_1.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_1.gguf new file mode 100644 index 0000000..e07bf19 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:023d7e47108f730b7088c6b71656aca2fd76c2a686a00430e6a5d02edbbae740 +size 3795540704 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_M.gguf new file mode 100644 index 0000000..2b30ff4 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:153640b3090dabc3ec43b8dd13ce13342e4b1e5403469b1bbfbfb56efba285ed +size 3640210144 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_S.gguf new file mode 100644 index 0000000..a5fd533 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb244380716d0d90ab3633bb9696e7950074b4d17ae079ebb25832ebc6fda42d +size 3468597984 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_M.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_M.gguf new file mode 100644 index 0000000..87b6e14 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f2dbb494ecfc02b756238a257d04d43c980b912817ecd77d1ac39e3f4345e42 +size 4241175264 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_S.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_S.gguf new file mode 100644 index 0000000..28745e0 --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7346c29b630d41ea47ffd1cdb47ce057fa15436d31e62873c7e2f6c3fdb5c3f2 +size 4142471904 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.i1-Q6_K.gguf b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q6_K.gguf new file mode 100644 index 0000000..8abf92e --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd726bed916b4c291e4816be1558569babee06d97e80e8ab9c1237c55c7beeee +size 4879700704 diff --git a/Qwen3-Instruct-6B-Brainstorm20x.imatrix.gguf b/Qwen3-Instruct-6B-Brainstorm20x.imatrix.gguf new file mode 100644 index 0000000..fc0dcbc --- /dev/null +++ b/Qwen3-Instruct-6B-Brainstorm20x.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:088e39e4df9ba1b1f876c9e35e4ce6f8324ce77a57f660bce22d6cbd139cadf3 +size 5916480 diff --git a/README.md b/README.md new file mode 100644 index 0000000..d498c24 --- /dev/null +++ b/README.md @@ -0,0 +1,100 @@ +--- +base_model: DavidAU/Qwen3-Instruct-6B-Brainstorm20x +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- merge +- programming +- code generation +- code +- coding +- coder +- chat +- code +- chat +- brainstorm +- qwen +- qwen3 +- qwencoder +- brainstorm20x +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Instruct-6B-Brainstorm20x + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-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-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_S.gguf) | i1-IQ1_S | 1.6 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ1_M.gguf) | i1-IQ1_M | 1.7 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_S.gguf) | i1-IQ2_S | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ2_M.gguf) | i1-IQ2_M | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.3 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q2_K.gguf) | i1-Q2_K | 2.5 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 2.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.8 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_S.gguf) | i1-IQ3_S | 2.8 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ3_M.gguf) | i1-IQ3_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.1 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q3_K_L.gguf) | i1-Q3_K_L | 3.4 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_XS.gguf) | i1-IQ4_XS | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_0.gguf) | i1-Q4_0 | 3.6 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-IQ4_NL.gguf) | i1-IQ4_NL | 3.6 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_S.gguf) | i1-Q4_K_S | 3.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_K_M.gguf) | i1-Q4_K_M | 3.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q4_1.gguf) | i1-Q4_1 | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_S.gguf) | i1-Q5_K_S | 4.2 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q5_K_M.gguf) | i1-Q5_K_M | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-Instruct-6B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Instruct-6B-Brainstorm20x.i1-Q6_K.gguf) | i1-Q6_K | 5.0 | 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. + +