From 8166e986846112930083658f79a3b15b9e4cbca9 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 18 Jun 2026 05:42:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mradermacher/Ling-mini-base-2.0-20T-i1-GGUF Source: Original Platform --- .gitattributes | 53 +++++++++++++++++ Ling-mini-base-2.0-20T.i1-IQ3_M.gguf | 3 + Ling-mini-base-2.0-20T.i1-IQ3_S.gguf | 3 + Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf | 3 + Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf | 3 + Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf | 3 + Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q2_K.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q4_0.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q4_1.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf | 3 + Ling-mini-base-2.0-20T.i1-Q6_K.gguf | 3 + Ling-mini-base-2.0-20T.imatrix.gguf | 3 + README.md | 78 ++++++++++++++++++++++++++ 20 files changed, 185 insertions(+) create mode 100644 .gitattributes create mode 100644 Ling-mini-base-2.0-20T.i1-IQ3_M.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-IQ3_S.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q2_K.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q4_0.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q4_1.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf create mode 100644 Ling-mini-base-2.0-20T.i1-Q6_K.gguf create mode 100644 Ling-mini-base-2.0-20T.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..93e3d7a --- /dev/null +++ b/.gitattributes @@ -0,0 +1,53 @@ +*.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 +Ling-mini-base-2.0-20T.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Ling-mini-base-2.0-20T.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Ling-mini-base-2.0-20T.i1-IQ3_M.gguf b/Ling-mini-base-2.0-20T.i1-IQ3_M.gguf new file mode 100644 index 0000000..2a3d149 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:793dea5b7adc5df603cc3a29049f1c0d5a1660cdbf82b3cf2846d053ffead7f5 +size 7577052000 diff --git a/Ling-mini-base-2.0-20T.i1-IQ3_S.gguf b/Ling-mini-base-2.0-20T.i1-IQ3_S.gguf new file mode 100644 index 0000000..b1835f6 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c9c4d77f06902ff58fca88f23060f458e7fb0e6354768e37eac9d14242b96d8e +size 7510623072 diff --git a/Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf b/Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf new file mode 100644 index 0000000..04283f6 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:137d695e6f4a834a880adce0e8a5cebf51932e429128b907c811a22a5979b85b +size 7106397024 diff --git a/Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf b/Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..1f311b9 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:766f8d88d8885c596cca8c2486dcac819bb38cb367366d3ae4fba6e9f9506f61 +size 6701884256 diff --git a/Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf b/Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf new file mode 100644 index 0000000..cda47a6 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ea0f621b60a516b28051e5dc84b1a5b4059b65b60bcce51f803eedb9738ae12 +size 9735365472 diff --git a/Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf b/Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf new file mode 100644 index 0000000..9d56d2b --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44ab285fbaebe9e30850fa9dfdfb9d7d4c14ed74398ab8226f7b1a03ff2abb84 +size 9211896672 diff --git a/Ling-mini-base-2.0-20T.i1-Q2_K.gguf b/Ling-mini-base-2.0-20T.i1-Q2_K.gguf new file mode 100644 index 0000000..3727aa4 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e1db2b5cbe923472b8206b6cb4b85e2bf203a90fc5907b50d7d7f58075940e3 +size 6366749536 diff --git a/Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf b/Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf new file mode 100644 index 0000000..ca2cf4e --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b857d9f957b77b56f0baf023b29357c433d15a3284b4f1956a2b155de1cefe0f +size 8943108960 diff --git a/Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf b/Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf new file mode 100644 index 0000000..06e91e4 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5bb01d45df16afc7fe0828e05478c4a0df6ac2db508b4c76eddae5f1a134bcc4 +size 8258388832 diff --git a/Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf b/Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf new file mode 100644 index 0000000..8a9ac06 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e3b356c926c8e6b94d59cee7620ed71e52620e52dddd10b1d1c39e9c1cb90db +size 7510623072 diff --git a/Ling-mini-base-2.0-20T.i1-Q4_0.gguf b/Ling-mini-base-2.0-20T.i1-Q4_0.gguf new file mode 100644 index 0000000..4e3a8df --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a40c80d9b73350fa645ff69812fc359753c755981298b481faa946772e59f2ed +size 9752863584 diff --git a/Ling-mini-base-2.0-20T.i1-Q4_1.gguf b/Ling-mini-base-2.0-20T.i1-Q4_1.gguf new file mode 100644 index 0000000..ca8ec67 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f64683cf8a90052f44b2d44c6870c627e0b15be1870f9bfdc9bc2c8ccac91a80 +size 10782303072 diff --git a/Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf b/Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf new file mode 100644 index 0000000..c79355c --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31c38c643f7cdcfc52d7a04b4a38e8358c89f54486fa55c1381a743323017e8e +size 10379871072 diff --git a/Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf b/Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf new file mode 100644 index 0000000..a55e496 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aaf21644bd5e6365403d5fd8d58f5ddc41323573ca6217ccd998db3a943dc440 +size 9770361696 diff --git a/Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf b/Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf new file mode 100644 index 0000000..a55d5cb --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:918002338703f2bc469b950aba4f5a381d9b5ac1b968c8d7470d2ae3d7a766bf +size 12170298208 diff --git a/Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf b/Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf new file mode 100644 index 0000000..06668b8 --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:21d632f1705e70b26db074d68e0fdf0ee25651811ceaed4e91d6bacd6b4bbec5 +size 11829240672 diff --git a/Ling-mini-base-2.0-20T.i1-Q6_K.gguf b/Ling-mini-base-2.0-20T.i1-Q6_K.gguf new file mode 100644 index 0000000..ddc966a --- /dev/null +++ b/Ling-mini-base-2.0-20T.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca39e417baa237099ca7a5648f37eb64d74b7b9ccf88790c22914ffa557e92e2 +size 14053983072 diff --git a/Ling-mini-base-2.0-20T.imatrix.gguf b/Ling-mini-base-2.0-20T.imatrix.gguf new file mode 100644 index 0000000..2efb24f --- /dev/null +++ b/Ling-mini-base-2.0-20T.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7952b94f1d003b1f8e543fc053f5c655796feee136e0897ee2627386c0c0829 +size 90609792 diff --git a/README.md b/README.md new file mode 100644 index 0000000..0e9cfe4 --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +base_model: inclusionAI/Ling-mini-base-2.0-20T +language: +- en +library_name: transformers +license: mit +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/inclusionAI/Ling-mini-base-2.0-20T + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Ling-mini-base-2.0-20T-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-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/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.imatrix.gguf) | imatrix | 0.2 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q2_K.gguf) | i1-Q2_K | 6.5 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 6.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ3_XS.gguf) | i1-IQ3_XS | 7.2 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ3_S.gguf) | i1-IQ3_S | 7.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q3_K_S.gguf) | i1-Q3_K_S | 7.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ3_M.gguf) | i1-IQ3_M | 7.7 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q3_K_M.gguf) | i1-Q3_K_M | 8.4 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q3_K_L.gguf) | i1-Q3_K_L | 9.0 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ4_XS.gguf) | i1-IQ4_XS | 9.3 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-IQ4_NL.gguf) | i1-IQ4_NL | 9.8 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q4_0.gguf) | i1-Q4_0 | 9.9 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q4_K_S.gguf) | i1-Q4_K_S | 9.9 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q4_K_M.gguf) | i1-Q4_K_M | 10.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q4_1.gguf) | i1-Q4_1 | 10.9 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q5_K_S.gguf) | i1-Q5_K_S | 11.9 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q5_K_M.gguf) | i1-Q5_K_M | 12.3 | | +| [GGUF](https://huggingface.co/mradermacher/Ling-mini-base-2.0-20T-i1-GGUF/resolve/main/Ling-mini-base-2.0-20T.i1-Q6_K.gguf) | i1-Q6_K | 14.2 | 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. + +