commit 4922d9e946748a934e7a538d0237581e5614970a Author: ModelHub XC Date: Sun Jul 12 03:47:09 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/DANTE-Mosaic-3.5B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f062762 --- /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 +DANTE-Mosaic-3.5B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +DANTE-Mosaic-3.5B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/DANTE-Mosaic-3.5B.i1-IQ1_M.gguf b/DANTE-Mosaic-3.5B.i1-IQ1_M.gguf new file mode 100644 index 0000000..1bee052 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a806ff5ee67b6938333bc9d9be935bf84273b77eb89aae16e88505ef96c4de05 +size 832951488 diff --git a/DANTE-Mosaic-3.5B.i1-IQ1_S.gguf b/DANTE-Mosaic-3.5B.i1-IQ1_S.gguf new file mode 100644 index 0000000..3657f8c --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a0ca7d617ccb5bb532794840fde0dfbff986ebace2fce9737f0e3a14b00878a +size 773575872 diff --git a/DANTE-Mosaic-3.5B.i1-IQ2_M.gguf b/DANTE-Mosaic-3.5B.i1-IQ2_M.gguf new file mode 100644 index 0000000..f6ddf7b --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e7edf4c483bc3aed7596096a4b08fc54223ec124b0a4715912ce2f2a3bd19e05 +size 1125356736 diff --git a/DANTE-Mosaic-3.5B.i1-IQ2_S.gguf b/DANTE-Mosaic-3.5B.i1-IQ2_S.gguf new file mode 100644 index 0000000..c738b3e --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4a4e457b286cf0f405b0df0b7dbdec72f67731b35dcc8b64a2f7d5c333a981e +size 1046189248 diff --git a/DANTE-Mosaic-3.5B.i1-IQ2_XS.gguf b/DANTE-Mosaic-3.5B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..4ca0c32 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c94db0c99ae65c5a8a2878c6b492db1c7d4bf73aa032a6950ef844b5bbafb410 +size 1015796928 diff --git a/DANTE-Mosaic-3.5B.i1-IQ2_XXS.gguf b/DANTE-Mosaic-3.5B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..1204562 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f54a89496675e6a246b3e1269df50af409d2c62bb79b191a4e2684efed0fefaa +size 931910848 diff --git a/DANTE-Mosaic-3.5B.i1-IQ3_M.gguf b/DANTE-Mosaic-3.5B.i1-IQ3_M.gguf new file mode 100644 index 0000000..1b0b9ed --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1838fc1fb29d2075a0f733230666b40990cea62f6ba6922de31e1b46d821aec +size 1469359296 diff --git a/DANTE-Mosaic-3.5B.i1-IQ3_S.gguf b/DANTE-Mosaic-3.5B.i1-IQ3_S.gguf new file mode 100644 index 0000000..0af5a09 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f3d9b237aac07b44a928a862ae23fd736ef53c8d544f5ec28865b17b8f21fa7 +size 1437328576 diff --git a/DANTE-Mosaic-3.5B.i1-IQ3_XS.gguf b/DANTE-Mosaic-3.5B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..d0e4e96 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:250144d5cde6d025ebee69aa0c2e2f8c0ef343571a9b55a0acabf3aabe285dd3 +size 1371415744 diff --git a/DANTE-Mosaic-3.5B.i1-IQ3_XXS.gguf b/DANTE-Mosaic-3.5B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..c678a0c --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3958d006df5aa43299247b452f94ec67aa6a5eb90dcd36ecf7080cf5bc08be4 +size 1267668160 diff --git a/DANTE-Mosaic-3.5B.i1-IQ4_NL.gguf b/DANTE-Mosaic-3.5B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..8e4ecd7 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5192f0af1bd1bcba4fddad8ee0806bf659c018dc08fe3bf96a6e97ba60db6614 +size 1810539712 diff --git a/DANTE-Mosaic-3.5B.i1-IQ4_XS.gguf b/DANTE-Mosaic-3.5B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..d66239f --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b46b8d9202af88d296db07668a553c3222c773d5ee24afd66792806e84b1ee02 +size 1723835584 diff --git a/DANTE-Mosaic-3.5B.i1-Q2_K.gguf b/DANTE-Mosaic-3.5B.i1-Q2_K.gguf new file mode 100644 index 0000000..3ffe55a --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7888bf25c75b933025c36a0fa006db815023e4a6e6fea7a6df0e1b74022f4a70 +size 1253303488 diff --git a/DANTE-Mosaic-3.5B.i1-Q2_K_S.gguf b/DANTE-Mosaic-3.5B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..1233e4b --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f6add2962eef9998dae45f4885d8bf1003aa8eaacfbd4e3f01c9f33036ad047a +size 1176675520 diff --git a/DANTE-Mosaic-3.5B.i1-Q3_K_L.gguf b/DANTE-Mosaic-3.5B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..79bee14 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a573a54203bf2d02b08cadaf2e3e5e01cb05d7e0629cdaba5a2e622804814b1 +size 1690215616 diff --git a/DANTE-Mosaic-3.5B.i1-Q3_K_M.gguf b/DANTE-Mosaic-3.5B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..ed84753 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9b77545d53a807a749e32284e2b1659cc2ce26109da4a46d10a8005e88f4812 +size 1571071168 diff --git a/DANTE-Mosaic-3.5B.i1-Q3_K_S.gguf b/DANTE-Mosaic-3.5B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..62424e6 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8a9fbb3341480332d354a591f7171598e92347c7224f892094555f38c2c7c33 +size 1432315072 diff --git a/DANTE-Mosaic-3.5B.i1-Q4_0.gguf b/DANTE-Mosaic-3.5B.i1-Q4_0.gguf new file mode 100644 index 0000000..8dea0c7 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fce67799d898e87ea94c764c19f06fdd3bdcd26ea32b73bd0a4166d183852fe0 +size 1811457216 diff --git a/DANTE-Mosaic-3.5B.i1-Q4_1.gguf b/DANTE-Mosaic-3.5B.i1-Q4_1.gguf new file mode 100644 index 0000000..41de3ce --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5a1bbf9276734baa853c4e097a5526d15a34a26a551a29d60650692ac207f13 +size 1981588672 diff --git a/DANTE-Mosaic-3.5B.i1-Q4_K_M.gguf b/DANTE-Mosaic-3.5B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..fb17bd7 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb499d1f49e4e299ab33efd912191ef106de0b5c0da310ab335e491f313ea872 +size 1915307200 diff --git a/DANTE-Mosaic-3.5B.i1-Q4_K_S.gguf b/DANTE-Mosaic-3.5B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..cc56733 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42b550355bddd0d1b8c17899d9ba1261cd6d94095c480b0e390afc4ec55ca392 +size 1817617600 diff --git a/DANTE-Mosaic-3.5B.i1-Q5_K_M.gguf b/DANTE-Mosaic-3.5B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..2f58a41 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b21655c2f027ca65abb9c133d2efc3d1eb31b07a988d2d34f83b88c293580944 +size 2213758144 diff --git a/DANTE-Mosaic-3.5B.i1-Q5_K_S.gguf b/DANTE-Mosaic-3.5B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..757291d --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:018eaacaded55b76d0f2350bd608a8c74f36f0c0b0ec46cff741b9ba8e31c91e +size 2157356224 diff --git a/DANTE-Mosaic-3.5B.i1-Q6_K.gguf b/DANTE-Mosaic-3.5B.i1-Q6_K.gguf new file mode 100644 index 0000000..540a878 --- /dev/null +++ b/DANTE-Mosaic-3.5B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0cc09ca109f0f0dab441ddf092c2972db2e5d2f68a2d447d091410ea3b9dfd2a +size 2530862272 diff --git a/DANTE-Mosaic-3.5B.imatrix.gguf b/DANTE-Mosaic-3.5B.imatrix.gguf new file mode 100644 index 0000000..2b29392 --- /dev/null +++ b/DANTE-Mosaic-3.5B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e6c5e9c5607939ce64a5f1e0c2ac9bbf5152d97f206a3e7dee773d6ed796a692 +size 3393408 diff --git a/README.md b/README.md new file mode 100644 index 0000000..7d3bbe1 --- /dev/null +++ b/README.md @@ -0,0 +1,103 @@ +--- +base_model: OdaxAI/DANTE-Mosaic-3.5B +datasets: +- uonlp/CulturaX +- bigcode/the-stack-v2 +language: +- en +- it +- fr +- de +- es +- pt +- nl +- ru +- zh +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- distillation +- knowledge-distillation +- moe +- dense +- causal-lm +- research +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/OdaxAI/DANTE-Mosaic-3.5B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#DANTE-Mosaic-3.5B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-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/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.9 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.9 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.1 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ2_S.gguf) | i1-IQ2_S | 1.1 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.3 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q2_K.gguf) | i1-Q2_K | 1.4 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.5 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ3_S.gguf) | i1-IQ3_S | 1.5 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ3_M.gguf) | i1-IQ3_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.7 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.8 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.9 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q4_0.gguf) | i1-Q4_0 | 1.9 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.9 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q4_1.gguf) | i1-Q4_1 | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/DANTE-Mosaic-3.5B-i1-GGUF/resolve/main/DANTE-Mosaic-3.5B.i1-Q6_K.gguf) | i1-Q6_K | 2.6 | 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. + +