From cbcdc92ca8c91d8e8f51dbfdcb3e5f208c9cc442 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 20 May 2026 13:40:38 +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/CE-RM-4B-i1-GGUF Source: Original Platform --- .gitattributes | 60 ++++++++++++++++++++++++++++ CE-RM-4B.i1-IQ1_M.gguf | 3 ++ CE-RM-4B.i1-IQ1_S.gguf | 3 ++ CE-RM-4B.i1-IQ2_M.gguf | 3 ++ CE-RM-4B.i1-IQ2_S.gguf | 3 ++ CE-RM-4B.i1-IQ2_XS.gguf | 3 ++ CE-RM-4B.i1-IQ2_XXS.gguf | 3 ++ CE-RM-4B.i1-IQ3_M.gguf | 3 ++ CE-RM-4B.i1-IQ3_S.gguf | 3 ++ CE-RM-4B.i1-IQ3_XS.gguf | 3 ++ CE-RM-4B.i1-IQ3_XXS.gguf | 3 ++ CE-RM-4B.i1-IQ4_NL.gguf | 3 ++ CE-RM-4B.i1-IQ4_XS.gguf | 3 ++ CE-RM-4B.i1-Q2_K.gguf | 3 ++ CE-RM-4B.i1-Q2_K_S.gguf | 3 ++ CE-RM-4B.i1-Q3_K_L.gguf | 3 ++ CE-RM-4B.i1-Q3_K_M.gguf | 3 ++ CE-RM-4B.i1-Q3_K_S.gguf | 3 ++ CE-RM-4B.i1-Q4_0.gguf | 3 ++ CE-RM-4B.i1-Q4_1.gguf | 3 ++ CE-RM-4B.i1-Q4_K_M.gguf | 3 ++ CE-RM-4B.i1-Q4_K_S.gguf | 3 ++ CE-RM-4B.i1-Q5_K_M.gguf | 3 ++ CE-RM-4B.i1-Q5_K_S.gguf | 3 ++ CE-RM-4B.i1-Q6_K.gguf | 3 ++ CE-RM-4B.imatrix.gguf | 3 ++ README.md | 85 ++++++++++++++++++++++++++++++++++++++++ 27 files changed, 220 insertions(+) create mode 100644 .gitattributes create mode 100644 CE-RM-4B.i1-IQ1_M.gguf create mode 100644 CE-RM-4B.i1-IQ1_S.gguf create mode 100644 CE-RM-4B.i1-IQ2_M.gguf create mode 100644 CE-RM-4B.i1-IQ2_S.gguf create mode 100644 CE-RM-4B.i1-IQ2_XS.gguf create mode 100644 CE-RM-4B.i1-IQ2_XXS.gguf create mode 100644 CE-RM-4B.i1-IQ3_M.gguf create mode 100644 CE-RM-4B.i1-IQ3_S.gguf create mode 100644 CE-RM-4B.i1-IQ3_XS.gguf create mode 100644 CE-RM-4B.i1-IQ3_XXS.gguf create mode 100644 CE-RM-4B.i1-IQ4_NL.gguf create mode 100644 CE-RM-4B.i1-IQ4_XS.gguf create mode 100644 CE-RM-4B.i1-Q2_K.gguf create mode 100644 CE-RM-4B.i1-Q2_K_S.gguf create mode 100644 CE-RM-4B.i1-Q3_K_L.gguf create mode 100644 CE-RM-4B.i1-Q3_K_M.gguf create mode 100644 CE-RM-4B.i1-Q3_K_S.gguf create mode 100644 CE-RM-4B.i1-Q4_0.gguf create mode 100644 CE-RM-4B.i1-Q4_1.gguf create mode 100644 CE-RM-4B.i1-Q4_K_M.gguf create mode 100644 CE-RM-4B.i1-Q4_K_S.gguf create mode 100644 CE-RM-4B.i1-Q5_K_M.gguf create mode 100644 CE-RM-4B.i1-Q5_K_S.gguf create mode 100644 CE-RM-4B.i1-Q6_K.gguf create mode 100644 CE-RM-4B.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f9ec8eb --- /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 +CE-RM-4B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CE-RM-4B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/CE-RM-4B.i1-IQ1_M.gguf b/CE-RM-4B.i1-IQ1_M.gguf new file mode 100644 index 0000000..2263050 --- /dev/null +++ b/CE-RM-4B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d0daa29b7345dbacc5658e5aab9a74e406635b7659936e2d16036ce9f479518 +size 1127018112 diff --git a/CE-RM-4B.i1-IQ1_S.gguf b/CE-RM-4B.i1-IQ1_S.gguf new file mode 100644 index 0000000..5c60657 --- /dev/null +++ b/CE-RM-4B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f954d8d1c7ffbfde79a986bc00c4bf4e0d1050c5293858acfb00c4d39f59887f +size 1055256192 diff --git a/CE-RM-4B.i1-IQ2_M.gguf b/CE-RM-4B.i1-IQ2_M.gguf new file mode 100644 index 0000000..a6a4f01 --- /dev/null +++ b/CE-RM-4B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a89f67bce5cd561e112d2cde03a15a8ceefdea84c906c2b6f10c18a10858cfc6 +size 1512984192 diff --git a/CE-RM-4B.i1-IQ2_S.gguf b/CE-RM-4B.i1-IQ2_S.gguf new file mode 100644 index 0000000..46d5573 --- /dev/null +++ b/CE-RM-4B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e79c240e5eafee38cee9807692a649e9550ac676f33e871d9ff139de66297fe +size 1417301632 diff --git a/CE-RM-4B.i1-IQ2_XS.gguf b/CE-RM-4B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..51afc5c --- /dev/null +++ b/CE-RM-4B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1714e78c84fdd8617532de4f008dd005644392ea47ac60fd4913fe1b99d8d613 +size 1354100352 diff --git a/CE-RM-4B.i1-IQ2_XXS.gguf b/CE-RM-4B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..08c15ea --- /dev/null +++ b/CE-RM-4B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdc2e0bfc39f68534b9378994044bad21051b05383527356e71435521221a3bd +size 1246621312 diff --git a/CE-RM-4B.i1-IQ3_M.gguf b/CE-RM-4B.i1-IQ3_M.gguf new file mode 100644 index 0000000..3e2d802 --- /dev/null +++ b/CE-RM-4B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c35221c519ea5268d79b671f34c343fbb2c3ee91cc1190780c69e6e11222ff37 +size 1962896512 diff --git a/CE-RM-4B.i1-IQ3_S.gguf b/CE-RM-4B.i1-IQ3_S.gguf new file mode 100644 index 0000000..cf0956c --- /dev/null +++ b/CE-RM-4B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2e3c858de87252daadd38246990a3bfbbe89e82637090c53cca196a7163bce8 +size 1899531392 diff --git a/CE-RM-4B.i1-IQ3_XS.gguf b/CE-RM-4B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..711d0d3 --- /dev/null +++ b/CE-RM-4B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6554062cf2a53820e5f09267caea2a282c336ad21854d810ac693e9794703add +size 1814375552 diff --git a/CE-RM-4B.i1-IQ3_XXS.gguf b/CE-RM-4B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..7d238d2 --- /dev/null +++ b/CE-RM-4B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3727d0c75eea92a5abc2c8e054d23c2772777c9cda0b7ea66a727fb8bc7a0113 +size 1670188672 diff --git a/CE-RM-4B.i1-IQ4_NL.gguf b/CE-RM-4B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..9fcc1cf --- /dev/null +++ b/CE-RM-4B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:54412af6e8b164a23ed0016dd67a26dada55f27b9f19d06e126bfa2f327fdd21 +size 2381343872 diff --git a/CE-RM-4B.i1-IQ4_XS.gguf b/CE-RM-4B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..acf2773 --- /dev/null +++ b/CE-RM-4B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:838b66f44936f7e5152ede6e384ce365a1ed447c232d7b910251a0fdff80d130 +size 2270751872 diff --git a/CE-RM-4B.i1-Q2_K.gguf b/CE-RM-4B.i1-Q2_K.gguf new file mode 100644 index 0000000..9a6ddc0 --- /dev/null +++ b/CE-RM-4B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22559f40a7cd8cb8937b7f483634ea5cf760f994d4108cf6a6fd8dd7659f6872 +size 1669500032 diff --git a/CE-RM-4B.i1-Q2_K_S.gguf b/CE-RM-4B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..50bf315 --- /dev/null +++ b/CE-RM-4B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:188bf6b18f2da965fcd1cf24b8dc9e806db3d674af342fafd6a2f34ccc64a3d5 +size 1563454592 diff --git a/CE-RM-4B.i1-Q3_K_L.gguf b/CE-RM-4B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..e6a2ee6 --- /dev/null +++ b/CE-RM-4B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8a69572499ac2a095ee503ff2e7d7166fd5e30dd91204415621b2f96742e70b +size 2239786112 diff --git a/CE-RM-4B.i1-Q3_K_M.gguf b/CE-RM-4B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..bdfaa69 --- /dev/null +++ b/CE-RM-4B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b74e971faee84dd23277e68d24cb1fe8e17b1c2b46adb6de268ef604365bdd64 +size 2075618432 diff --git a/CE-RM-4B.i1-Q3_K_S.gguf b/CE-RM-4B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..476a3b2 --- /dev/null +++ b/CE-RM-4B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f343fe6035f218f70c247fb9a56c61f7370a4b1af22ad9f292006886cad6d29e +size 1886997632 diff --git a/CE-RM-4B.i1-Q4_0.gguf b/CE-RM-4B.i1-Q4_0.gguf new file mode 100644 index 0000000..96ead16 --- /dev/null +++ b/CE-RM-4B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df2a2a9d58ba03e0e11da9ccb6ec4424f8805d4e5d01eaf47ca9d194c6e89301 +size 2375773312 diff --git a/CE-RM-4B.i1-Q4_1.gguf b/CE-RM-4B.i1-Q4_1.gguf new file mode 100644 index 0000000..13f171f --- /dev/null +++ b/CE-RM-4B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:998ead857187ca8e5faa04d4830c061593f17663e0865313e4dba3cc7741a9d0 +size 2596629632 diff --git a/CE-RM-4B.i1-Q4_K_M.gguf b/CE-RM-4B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..59cbf4f --- /dev/null +++ b/CE-RM-4B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fc9f4faf10262aba0101dca533e2e083209ae7dfd152ca926687f718f8e75de +size 2497281152 diff --git a/CE-RM-4B.i1-Q4_K_S.gguf b/CE-RM-4B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..1c2cd75 --- /dev/null +++ b/CE-RM-4B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc82d3c139fbb9945af0a361e1d825058ab54d04cc038ea347b17703b05129c4 +size 2383309952 diff --git a/CE-RM-4B.i1-Q5_K_M.gguf b/CE-RM-4B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..bd6e4ce --- /dev/null +++ b/CE-RM-4B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a4cce57f62319fb7823fa9620e43cc6464861e1d20586c540259a36675344b6a +size 2889514112 diff --git a/CE-RM-4B.i1-Q5_K_S.gguf b/CE-RM-4B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..c9a7092 --- /dev/null +++ b/CE-RM-4B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64032c848579695aceb696bc54270d1b5382eb9b77d65b21046bee137f3b6e91 +size 2823711872 diff --git a/CE-RM-4B.i1-Q6_K.gguf b/CE-RM-4B.i1-Q6_K.gguf new file mode 100644 index 0000000..6ffd70f --- /dev/null +++ b/CE-RM-4B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1367ee1194ff4d4af9f731e48e7d4756af513436e1950643daa85d7549de87bc +size 3306261632 diff --git a/CE-RM-4B.imatrix.gguf b/CE-RM-4B.imatrix.gguf new file mode 100644 index 0000000..af68c2e --- /dev/null +++ b/CE-RM-4B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c04fdefe784ce6281d356f379c8395b3e8258c57ff4d4b367674ae838321673c +size 3872640 diff --git a/README.md b/README.md new file mode 100644 index 0000000..81d1c13 --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +base_model: PKU-ONELab/CE-RM-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/PKU-ONELab/CE-RM-4B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#CE-RM-4B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/CE-RM-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/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/CE-RM-4B-i1-GGUF/resolve/main/CE-RM-4B.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | 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. + +