From bb07233161ecb0021d49d817c86c26d5d3059bb8 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 29 Sep 2026 17:05:17 +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/AesCoder-4B-i1-GGUF Source: Original Platform --- .gitattributes | 60 ++++++++++++++++++++++++++ AesCoder-4B.i1-IQ1_M.gguf | 3 ++ AesCoder-4B.i1-IQ1_S.gguf | 3 ++ AesCoder-4B.i1-IQ2_M.gguf | 3 ++ AesCoder-4B.i1-IQ2_S.gguf | 3 ++ AesCoder-4B.i1-IQ2_XS.gguf | 3 ++ AesCoder-4B.i1-IQ2_XXS.gguf | 3 ++ AesCoder-4B.i1-IQ3_M.gguf | 3 ++ AesCoder-4B.i1-IQ3_S.gguf | 3 ++ AesCoder-4B.i1-IQ3_XS.gguf | 3 ++ AesCoder-4B.i1-IQ3_XXS.gguf | 3 ++ AesCoder-4B.i1-IQ4_NL.gguf | 3 ++ AesCoder-4B.i1-IQ4_XS.gguf | 3 ++ AesCoder-4B.i1-Q2_K.gguf | 3 ++ AesCoder-4B.i1-Q2_K_S.gguf | 3 ++ AesCoder-4B.i1-Q3_K_L.gguf | 3 ++ AesCoder-4B.i1-Q3_K_M.gguf | 3 ++ AesCoder-4B.i1-Q3_K_S.gguf | 3 ++ AesCoder-4B.i1-Q4_0.gguf | 3 ++ AesCoder-4B.i1-Q4_1.gguf | 3 ++ AesCoder-4B.i1-Q4_K_M.gguf | 3 ++ AesCoder-4B.i1-Q4_K_S.gguf | 3 ++ AesCoder-4B.i1-Q5_K_M.gguf | 3 ++ AesCoder-4B.i1-Q5_K_S.gguf | 3 ++ AesCoder-4B.i1-Q6_K.gguf | 3 ++ AesCoder-4B.imatrix.gguf | 3 ++ README.md | 85 +++++++++++++++++++++++++++++++++++++ 27 files changed, 220 insertions(+) create mode 100644 .gitattributes create mode 100644 AesCoder-4B.i1-IQ1_M.gguf create mode 100644 AesCoder-4B.i1-IQ1_S.gguf create mode 100644 AesCoder-4B.i1-IQ2_M.gguf create mode 100644 AesCoder-4B.i1-IQ2_S.gguf create mode 100644 AesCoder-4B.i1-IQ2_XS.gguf create mode 100644 AesCoder-4B.i1-IQ2_XXS.gguf create mode 100644 AesCoder-4B.i1-IQ3_M.gguf create mode 100644 AesCoder-4B.i1-IQ3_S.gguf create mode 100644 AesCoder-4B.i1-IQ3_XS.gguf create mode 100644 AesCoder-4B.i1-IQ3_XXS.gguf create mode 100644 AesCoder-4B.i1-IQ4_NL.gguf create mode 100644 AesCoder-4B.i1-IQ4_XS.gguf create mode 100644 AesCoder-4B.i1-Q2_K.gguf create mode 100644 AesCoder-4B.i1-Q2_K_S.gguf create mode 100644 AesCoder-4B.i1-Q3_K_L.gguf create mode 100644 AesCoder-4B.i1-Q3_K_M.gguf create mode 100644 AesCoder-4B.i1-Q3_K_S.gguf create mode 100644 AesCoder-4B.i1-Q4_0.gguf create mode 100644 AesCoder-4B.i1-Q4_1.gguf create mode 100644 AesCoder-4B.i1-Q4_K_M.gguf create mode 100644 AesCoder-4B.i1-Q4_K_S.gguf create mode 100644 AesCoder-4B.i1-Q5_K_M.gguf create mode 100644 AesCoder-4B.i1-Q5_K_S.gguf create mode 100644 AesCoder-4B.i1-Q6_K.gguf create mode 100644 AesCoder-4B.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..32e10a4 --- /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 +AesCoder-4B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AesCoder-4B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/AesCoder-4B.i1-IQ1_M.gguf b/AesCoder-4B.i1-IQ1_M.gguf new file mode 100644 index 0000000..b91e544 --- /dev/null +++ b/AesCoder-4B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ea9173115777ee54f0de3060275dbf7396c7b80be6debf449334a4e3d1380f8 +size 1254644448 diff --git a/AesCoder-4B.i1-IQ1_S.gguf b/AesCoder-4B.i1-IQ1_S.gguf new file mode 100644 index 0000000..23bac4c --- /dev/null +++ b/AesCoder-4B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5efc90947c75663b674bc075dac0cc0021af4a0587eaa1695d13fcc043dc5b92 +size 1182882528 diff --git a/AesCoder-4B.i1-IQ2_M.gguf b/AesCoder-4B.i1-IQ2_M.gguf new file mode 100644 index 0000000..0b799e2 --- /dev/null +++ b/AesCoder-4B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0efb5e6faed746ecaaf2ca1afc870b00ec671f86195528b1866668a0b804e5f +size 1680113888 diff --git a/AesCoder-4B.i1-IQ2_S.gguf b/AesCoder-4B.i1-IQ2_S.gguf new file mode 100644 index 0000000..128d54a --- /dev/null +++ b/AesCoder-4B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:927f8b2583826aa0e0c7fa4aad57b22905de55dc50555711eb8021714678cdba +size 1584431328 diff --git a/AesCoder-4B.i1-IQ2_XS.gguf b/AesCoder-4B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..ed49ea5 --- /dev/null +++ b/AesCoder-4B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:968b97c05bb5c37863bbcc739585c3728d9fd711b0b0b65207e69a85be6567dc +size 1481726688 diff --git a/AesCoder-4B.i1-IQ2_XXS.gguf b/AesCoder-4B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..2dc809a --- /dev/null +++ b/AesCoder-4B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2bc8029c4559545d6afba788d846a679cd33eae9304de782aa8e421fe729304b +size 1374247648 diff --git a/AesCoder-4B.i1-IQ3_M.gguf b/AesCoder-4B.i1-IQ3_M.gguf new file mode 100644 index 0000000..368445e --- /dev/null +++ b/AesCoder-4B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d3e9fef39fb0395260a021cc6774a6fd4572dccb633ebc8ccc8aeb6921b1b18 +size 2130026208 diff --git a/AesCoder-4B.i1-IQ3_S.gguf b/AesCoder-4B.i1-IQ3_S.gguf new file mode 100644 index 0000000..6f71c9c --- /dev/null +++ b/AesCoder-4B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e548b65d1ca353b96ffc3f2e174ee86c560e7226146ae4d8980e89731b23102b +size 2066661088 diff --git a/AesCoder-4B.i1-IQ3_XS.gguf b/AesCoder-4B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..6f1acad --- /dev/null +++ b/AesCoder-4B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c2fea162ff6516fdb81535f8d300edde02cfe6505b6689f82894e18d72de9d2 +size 1981505248 diff --git a/AesCoder-4B.i1-IQ3_XXS.gguf b/AesCoder-4B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..611361e --- /dev/null +++ b/AesCoder-4B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f21ed52e98d797e405fec19edc8cbd65655be62652a20f978d8d1cc41cb4fd2 +size 1837318368 diff --git a/AesCoder-4B.i1-IQ4_NL.gguf b/AesCoder-4B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..839e67e --- /dev/null +++ b/AesCoder-4B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:545f098223e67b3873bff54769b1524388e0f8a63eb9baced656bf949f254755 +size 2600131808 diff --git a/AesCoder-4B.i1-IQ4_XS.gguf b/AesCoder-4B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..f0edb76 --- /dev/null +++ b/AesCoder-4B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3739af18883ade0e9064d8b32dfea80113c8b4ddc617e04e4d5d131af6bed58 +size 2477384928 diff --git a/AesCoder-4B.i1-Q2_K.gguf b/AesCoder-4B.i1-Q2_K.gguf new file mode 100644 index 0000000..2735a8b --- /dev/null +++ b/AesCoder-4B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a499697cd7cb6eaa8e6a1255b596dcf81ba4e94fadf5a4962ba2988a2f6ebd4 +size 1797126368 diff --git a/AesCoder-4B.i1-Q2_K_S.gguf b/AesCoder-4B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..5bb2033 --- /dev/null +++ b/AesCoder-4B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:738d5bd2095151fb1803cf9956906d90929e3bdb8dd0dc1194d0f68071fd6ccd +size 1691080928 diff --git a/AesCoder-4B.i1-Q3_K_L.gguf b/AesCoder-4B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..2be93d1 --- /dev/null +++ b/AesCoder-4B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c8c46b76b19891116023a0a1c9d1b226bafe5d315f9dee2a1ab9509afb14590 +size 2406915808 diff --git a/AesCoder-4B.i1-Q3_K_M.gguf b/AesCoder-4B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..9130b1c --- /dev/null +++ b/AesCoder-4B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:998d8e700385647961749d8b971e8b2d433180ab01add97d510d2fb6f63baeb6 +size 2242748128 diff --git a/AesCoder-4B.i1-Q3_K_S.gguf b/AesCoder-4B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..b22d503 --- /dev/null +++ b/AesCoder-4B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8368876fd039810a946b4c0e815727c9c088e6665d196db582455cacd7a6788b +size 2054127328 diff --git a/AesCoder-4B.i1-Q4_0.gguf b/AesCoder-4B.i1-Q4_0.gguf new file mode 100644 index 0000000..7a854b3 --- /dev/null +++ b/AesCoder-4B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab8065bd24a38560ea69499b5dc6ccb6d0f039f14d59cc93684655df3b852f90 +size 2594561248 diff --git a/AesCoder-4B.i1-Q4_1.gguf b/AesCoder-4B.i1-Q4_1.gguf new file mode 100644 index 0000000..b3bcd94 --- /dev/null +++ b/AesCoder-4B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:372ad36d3a7ef64b6f566c37029a4052b5172f6148bb543eae29712ee09950dd +size 2839727328 diff --git a/AesCoder-4B.i1-Q4_K_M.gguf b/AesCoder-4B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..d18d2dd --- /dev/null +++ b/AesCoder-4B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e324c72be87c9d2713552e15031f5ab8b9e5fbf5b77072f60433f948130ebc11 +size 2716069088 diff --git a/AesCoder-4B.i1-Q4_K_S.gguf b/AesCoder-4B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..e49b72f --- /dev/null +++ b/AesCoder-4B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af716cbfc18377686263978505f4001e33ebd494223764099d14ee8ea765dca5 +size 2602097888 diff --git a/AesCoder-4B.i1-Q5_K_M.gguf b/AesCoder-4B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..b2e59d3 --- /dev/null +++ b/AesCoder-4B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2c9a56b461a99cccf1c232fb786555e5bc995ec978add4879a55a767294142cf +size 3156921568 diff --git a/AesCoder-4B.i1-Q5_K_S.gguf b/AesCoder-4B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..022ff70 --- /dev/null +++ b/AesCoder-4B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f961398e9351ef704fef496d5f4e0cd1e19f69be7e797e4039f45013460388a1 +size 3091119328 diff --git a/AesCoder-4B.i1-Q6_K.gguf b/AesCoder-4B.i1-Q6_K.gguf new file mode 100644 index 0000000..c43e2d2 --- /dev/null +++ b/AesCoder-4B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d46977eca90bfa11d12f7329d73389a7a382b268b19a358862692d991334204b +size 3625327328 diff --git a/AesCoder-4B.imatrix.gguf b/AesCoder-4B.imatrix.gguf new file mode 100644 index 0000000..1391b27 --- /dev/null +++ b/AesCoder-4B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3e5f3fa6d02d4fab1cb90a156f2fbd94267d1bc12e3b196298dc098d5ea92b6 +size 3872640 diff --git a/README.md b/README.md new file mode 100644 index 0000000..046a045 --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +base_model: SamuelBang/AesCoder-4B +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/SamuelBang/AesCoder-4B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#AesCoder-4B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/AesCoder-4B-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/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ1_S.gguf) | i1-IQ1_S | 1.3 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ1_M.gguf) | i1-IQ1_M | 1.4 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ2_S.gguf) | i1-IQ2_S | 1.7 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.8 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q2_K.gguf) | i1-Q2_K | 1.9 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.9 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.2 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ3_S.gguf) | i1-IQ3_S | 2.2 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ3_M.gguf) | i1-IQ3_M | 2.2 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.3 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.5 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q4_0.gguf) | i1-Q4_0 | 2.7 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.7 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.7 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q4_1.gguf) | i1-Q4_1 | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 3.2 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/AesCoder-4B-i1-GGUF/resolve/main/AesCoder-4B.i1-Q6_K.gguf) | i1-Q6_K | 3.7 | 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. + +