commit b2c0529164e00f14d8af3ea3a0b3efef311a6d9e Author: ModelHub XC Date: Sun May 10 04:03:20 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/BiPS-Chart-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..82aca76 --- /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 +BiPS-Chart.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +BiPS-Chart.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/BiPS-Chart.i1-IQ1_M.gguf b/BiPS-Chart.i1-IQ1_M.gguf new file mode 100644 index 0000000..8672c54 --- /dev/null +++ b/BiPS-Chart.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1410d6e86ab08d05d6ab7a146748c9bd3a4839d4b15470deb21041ecae2a2641 +size 2042195424 diff --git a/BiPS-Chart.i1-IQ1_S.gguf b/BiPS-Chart.i1-IQ1_S.gguf new file mode 100644 index 0000000..b275264 --- /dev/null +++ b/BiPS-Chart.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63f19ad2fdd9196498e72ae69732000807b6fd0b87372ebadba5fb9833b28c5 +size 1903666656 diff --git a/BiPS-Chart.i1-IQ2_M.gguf b/BiPS-Chart.i1-IQ2_M.gguf new file mode 100644 index 0000000..4077418 --- /dev/null +++ b/BiPS-Chart.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:00d73abf9f892a08b6bf56d20e5db5a46735b1ca226d09099d9914eff4662c3f +size 2780341728 diff --git a/BiPS-Chart.i1-IQ2_S.gguf b/BiPS-Chart.i1-IQ2_S.gguf new file mode 100644 index 0000000..6fc8a79 --- /dev/null +++ b/BiPS-Chart.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b16712b9ae695fb956c5477e773da661b57d358d98e758523b3ae249bd7d9e17 +size 2595636704 diff --git a/BiPS-Chart.i1-IQ2_XS.gguf b/BiPS-Chart.i1-IQ2_XS.gguf new file mode 100644 index 0000000..ed9e80b --- /dev/null +++ b/BiPS-Chart.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2621abfeb47715e22058a354324084f354fb594102b38fadf6fad5d3028094da +size 2469021152 diff --git a/BiPS-Chart.i1-IQ2_XXS.gguf b/BiPS-Chart.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..77c48e5 --- /dev/null +++ b/BiPS-Chart.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d652da8c1de77ee36b4d8b41ef9ac0d9adb0e88ffd06c25bfaccf0d1444b1855 +size 2273076704 diff --git a/BiPS-Chart.i1-IQ3_M.gguf b/BiPS-Chart.i1-IQ3_M.gguf new file mode 100644 index 0000000..a851781 --- /dev/null +++ b/BiPS-Chart.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7af18820b36f423847b3cf0d1b05668e4b399b17b1d1e3d228508a023e6aab72 +size 3574011360 diff --git a/BiPS-Chart.i1-IQ3_S.gguf b/BiPS-Chart.i1-IQ3_S.gguf new file mode 100644 index 0000000..fff0faf --- /dev/null +++ b/BiPS-Chart.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb184bd6e32a70f24bc798f3bc99b2ae9363129a03d3eb607c5ba0a717df7823 +size 3499191776 diff --git a/BiPS-Chart.i1-IQ3_XS.gguf b/BiPS-Chart.i1-IQ3_XS.gguf new file mode 100644 index 0000000..b6b83fc --- /dev/null +++ b/BiPS-Chart.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9cea2aded5464e434e50cf1b12c88d0b2c95aa9f3e0db0f43d3b7d78a463d1c3 +size 3346255328 diff --git a/BiPS-Chart.i1-IQ3_XXS.gguf b/BiPS-Chart.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..4b3e61b --- /dev/null +++ b/BiPS-Chart.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:630931691f54b8d3d818fc8e8ad7b5e0ef2f901d8245135382ebbeb97193f901 +size 3114513888 diff --git a/BiPS-Chart.i1-IQ4_NL.gguf b/BiPS-Chart.i1-IQ4_NL.gguf new file mode 100644 index 0000000..0c6f174 --- /dev/null +++ b/BiPS-Chart.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ebe5c97ea5fe21ca98851100a4bc23e93f78a0fda6358310e27220bfacb848fc +size 4437812704 diff --git a/BiPS-Chart.i1-IQ4_XS.gguf b/BiPS-Chart.i1-IQ4_XS.gguf new file mode 100644 index 0000000..63ce492 --- /dev/null +++ b/BiPS-Chart.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:216f06f9897f6ed105881d522987f40c3821c5214763ae460a2fd119262af0c5 +size 4218471904 diff --git a/BiPS-Chart.i1-Q2_K.gguf b/BiPS-Chart.i1-Q2_K.gguf new file mode 100644 index 0000000..4f8589f --- /dev/null +++ b/BiPS-Chart.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76a58f3212ea880ce350cae3ebda6eb6eaae438038b7c7cfc1740a8b964a6f31 +size 3015939552 diff --git a/BiPS-Chart.i1-Q2_K_S.gguf b/BiPS-Chart.i1-Q2_K_S.gguf new file mode 100644 index 0000000..969a323 --- /dev/null +++ b/BiPS-Chart.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72f65d73de290ce8a43a0fc7ed6e24e26a87a848b6de1ab0d0946ddfe7c7e23a +size 2834073056 diff --git a/BiPS-Chart.i1-Q3_K_L.gguf b/BiPS-Chart.i1-Q3_K_L.gguf new file mode 100644 index 0000000..954202c --- /dev/null +++ b/BiPS-Chart.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71062610c7907a27929c173cf929011933c1a88f40569590976ef4b38b26b429 +size 4088458720 diff --git a/BiPS-Chart.i1-Q3_K_M.gguf b/BiPS-Chart.i1-Q3_K_M.gguf new file mode 100644 index 0000000..5d04226 --- /dev/null +++ b/BiPS-Chart.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a7844323d4da7617c25b4f9f64496cac30a503264f0bdcb06b50cab5b7c98f1 +size 3808390624 diff --git a/BiPS-Chart.i1-Q3_K_S.gguf b/BiPS-Chart.i1-Q3_K_S.gguf new file mode 100644 index 0000000..eada6cd --- /dev/null +++ b/BiPS-Chart.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3c322db7a13eb356cce64fdfe88ed04062150dbc7501de2878729992cbe38abc +size 3492367840 diff --git a/BiPS-Chart.i1-Q4_0.gguf b/BiPS-Chart.i1-Q4_0.gguf new file mode 100644 index 0000000..c886068 --- /dev/null +++ b/BiPS-Chart.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa2fab021e9335a9971d2e034195288709c5172eec40419d61810592163fef99 +size 4444120544 diff --git a/BiPS-Chart.i1-Q4_1.gguf b/BiPS-Chart.i1-Q4_1.gguf new file mode 100644 index 0000000..a58fa31 --- /dev/null +++ b/BiPS-Chart.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e645db512f7e2a21564b2ff4b628028ec93f5103694dab9cb5d4a3ef2e5a2bb +size 4873283040 diff --git a/BiPS-Chart.i1-Q4_K_M.gguf b/BiPS-Chart.i1-Q4_K_M.gguf new file mode 100644 index 0000000..16a776a --- /dev/null +++ b/BiPS-Chart.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7568920889be6bd9c05420c21fbca9eb663480452b7dafd5b333e933b3a95cf9 +size 4683072992 diff --git a/BiPS-Chart.i1-Q4_K_S.gguf b/BiPS-Chart.i1-Q4_K_S.gguf new file mode 100644 index 0000000..89eea18 --- /dev/null +++ b/BiPS-Chart.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09214c9ebcc20d0110ece64a6e830224c38a2aa73d9ce5b5788b78457c1a70da +size 4457768416 diff --git a/BiPS-Chart.i1-Q5_K_M.gguf b/BiPS-Chart.i1-Q5_K_M.gguf new file mode 100644 index 0000000..6752a95 --- /dev/null +++ b/BiPS-Chart.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2efe6fa52fc7dced0c784cfa8effee5227d56116396d25c57b76a15a7b4b6be +size 5444830688 diff --git a/BiPS-Chart.i1-Q5_K_S.gguf b/BiPS-Chart.i1-Q5_K_S.gguf new file mode 100644 index 0000000..596dcd9 --- /dev/null +++ b/BiPS-Chart.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31a97d0b99633cf6c60ad769a7f0a79f2a03322e6cba90ad5bf58e2f74c68dc3 +size 5315175904 diff --git a/BiPS-Chart.i1-Q6_K.gguf b/BiPS-Chart.i1-Q6_K.gguf new file mode 100644 index 0000000..917a6f9 --- /dev/null +++ b/BiPS-Chart.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:afff397129d6fd86a6b4cc09a4f7f1739f0347008c21f76f8bcf0611fad6b560 +size 6254198240 diff --git a/BiPS-Chart.imatrix.gguf b/BiPS-Chart.imatrix.gguf new file mode 100644 index 0000000..bb72fb9 --- /dev/null +++ b/BiPS-Chart.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:572e1a596f9c793414206f194eed720f4608b7d7fa16d65b37cc14f0152f22e5 +size 4560352 diff --git a/README.md b/README.md new file mode 100644 index 0000000..3ce535b --- /dev/null +++ b/README.md @@ -0,0 +1,90 @@ +--- +base_model: zss01/BiPS-Chart +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- vlm +- chart-understanding +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/zss01/BiPS-Chart + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#BiPS-Chart-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/BiPS-Chart-GGUF + +**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/BiPS-Chart-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/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ1_S.gguf) | i1-IQ1_S | 2.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ1_M.gguf) | i1-IQ1_M | 2.1 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ2_S.gguf) | i1-IQ2_S | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ2_M.gguf) | i1-IQ2_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.9 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q2_K.gguf) | i1-Q2_K | 3.1 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ3_M.gguf) | i1-IQ3_M | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.9 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q4_0.gguf) | i1-Q4_0 | 4.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/BiPS-Chart-i1-GGUF/resolve/main/BiPS-Chart.i1-Q6_K.gguf) | i1-Q6_K | 6.4 | 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. + +