commit 224db02c8aa27cb7a881729e946b88baa219d822 Author: ModelHub XC Date: Thu May 21 19:24:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..5fa7ebf --- /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 +MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf new file mode 100644 index 0000000..5fbc8d7 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a4fea2b4c703d1aede6ca0b3c676280b3d1cc49c0f4a2101350f0f4126f6cec6 +size 3164730240 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf new file mode 100644 index 0000000..d5bd163 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f6393ea10f46af1f97de536e0caff98e9812b5fe9dc97071ac4b4efecc00b79 +size 2947416960 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf new file mode 100644 index 0000000..52700e1 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f78a6cbe5edfd48c4b5a41747d145b92badfa7323d999a50ec321f3305255e79 +size 4310463360 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf new file mode 100644 index 0000000..48ad555 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5201687dd6a8dc4571c9d7f70cf1eed6972e3a1a92a78a49fc95a17f8be95b8 +size 4020712320 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf new file mode 100644 index 0000000..08d8dbd --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44d7dea0eab07ab336bdef8615a045991edaff5bb1fba86cc47429bdf9bd3a83 +size 3840263040 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..0a47358 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:960a14bae27b8329789a9ad337c76e4d405190c9f9d3833aef7a0c46d150f954 +size 3526919040 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf new file mode 100644 index 0000000..5d8b7e4 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98de24ab890f58580880e5d4815d61c257d4d740f9f84259a88a76a78fdf132a +size 5655724800 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf new file mode 100644 index 0000000..c2acc7f --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8849aebd4d70227d5f8b7e18d6c26960d04c653a402f224f53575086a8803936 +size 5458318080 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf new file mode 100644 index 0000000..08f56d9 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88f54dbc46857edd06d3d3b57ce7f38f723631d5808e859ffe06d03fe389dff4 +size 5206168320 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..3487f8b --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae816ae6d676c9e4fbdc22e4dfb03f57f47db9c9adbc9dcc79afe750cac26dc4 +size 4784903040 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf new file mode 100644 index 0000000..0c8f375 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97b22543444a877a0ee6082aa0eb71faba47a70a4b27ce922d685e40ef7ceaa0 +size 6887166720 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf new file mode 100644 index 0000000..580568c --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de3172d27344da11e33319c98c7682666f5a099547ced3a3237c8df56a69575c +size 6550967040 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf new file mode 100644 index 0000000..ae2c6a0 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09e62b1510938ccdc9a70a574ddabdec8c9c7ac3c61c5d938047b410b247311f +size 4768224000 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf new file mode 100644 index 0000000..d22b779 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f74a51f4c89c39bf299e68d054b8898d8067943db9ed34b159f7c367d1ebd26 +size 4448613120 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf new file mode 100644 index 0000000..4971d5b --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f503e6d2b0c4a3a25a1a041012a98ca409166866d6a872b6ea25f3e2460271a +size 6480188160 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf new file mode 100644 index 0000000..6f3cd92 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:873517767818610b9f1a41b64d3526807318034c330c1f07f0700badefa74f64 +size 6008820480 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf new file mode 100644 index 0000000..8482413 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37a110f321c5cedf8f8a3e77b418cf6745556f95b7d91f6dec425e1bd7cf5246 +size 5458318080 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf new file mode 100644 index 0000000..fe74980 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3842881114b53070d55c21575b5baac1714f5e39b05feb3136b780b288dc948b +size 6909285120 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf new file mode 100644 index 0000000..2f5673d --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5efedb9c79f1b09aebda7dcd2a6cb8d3a4ab1f85b026a459315669ab4e6bafc +size 7559566080 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf new file mode 100644 index 0000000..b481df4 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e5c1314a0de4826d6be412b467ecf4c0d4cf2455222d422376a4b1818f2e462 +size 7300780800 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf new file mode 100644 index 0000000..b106a53 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f8acbbbfa59c2cfe0d3402545ef03cd8bdef81dc941843f4f24c99e106311e5 +size 6935335680 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf new file mode 100644 index 0000000..ebfbf74 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96f1dc08ccd13e04392a8255fa4811554fc69d9b0ad297589d394fa2d4a6e730 +size 8445039360 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf new file mode 100644 index 0000000..9ac7244 --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:320e0e91af83ca7725c0f250d249e58926bfa91e35349b8665b93d02050aeeab +size 8231965440 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q6_K.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q6_K.gguf new file mode 100644 index 0000000..7bc1bfe --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:40456b2a23696bbd43b8e463ae4d7b3d732bc922f7e8db1fa4e6d9b181bef4e7 +size 9660814080 diff --git a/MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf b/MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf new file mode 100644 index 0000000..b12eb8a --- /dev/null +++ b/MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:496ca2bea57e96a9d1ef38bb44a8e366565d6be381063152ba86488c21939394 +size 7473632 diff --git a/README.md b/README.md new file mode 100644 index 0000000..a5bf852 --- /dev/null +++ b/README.md @@ -0,0 +1,100 @@ +--- +base_model: INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0 +datasets: +- Goader/kobza +- HuggingFaceFW/fineweb-2 +- HPLT/HPLT2.0_cleaned +- wikimedia/wikipedia +- HuggingFaceTB/smoltalk2 +- open-r1/Mixture-of-Thoughts +language: +- uk +- en +library_name: transformers +license: gemma +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- gemma3 +- instruct +- mamaylm +- insait +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-GGUF + +**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-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/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf) | i1-IQ1_S | 3.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf) | i1-IQ1_M | 3.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf) | i1-IQ2_S | 4.1 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf) | i1-IQ2_M | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.5 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf) | i1-Q2_K | 4.9 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.9 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.3 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf) | i1-IQ3_S | 5.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf) | i1-IQ3_M | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.1 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.6 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.7 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.0 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf) | i1-Q4_0 | 7.0 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.0 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.4 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf) | i1-Q4_1 | 7.7 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.3 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.5 | | +| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q6_K.gguf) | i1-Q6_K | 9.8 | 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. + +