From de71d00f3d6d7c9756af5beab95e9d81f4c8658b Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 21 Apr 2026 20:53:34 +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/LFM2-2.6B-i1-GGUF Source: Original Platform --- .gitattributes | 60 ++++++++++++++++++++++++ LFM2-2.6B.i1-IQ1_M.gguf | 3 ++ LFM2-2.6B.i1-IQ1_S.gguf | 3 ++ LFM2-2.6B.i1-IQ2_M.gguf | 3 ++ LFM2-2.6B.i1-IQ2_S.gguf | 3 ++ LFM2-2.6B.i1-IQ2_XS.gguf | 3 ++ LFM2-2.6B.i1-IQ2_XXS.gguf | 3 ++ LFM2-2.6B.i1-IQ3_M.gguf | 3 ++ LFM2-2.6B.i1-IQ3_S.gguf | 3 ++ LFM2-2.6B.i1-IQ3_XS.gguf | 3 ++ LFM2-2.6B.i1-IQ3_XXS.gguf | 3 ++ LFM2-2.6B.i1-IQ4_NL.gguf | 3 ++ LFM2-2.6B.i1-IQ4_XS.gguf | 3 ++ LFM2-2.6B.i1-Q2_K.gguf | 3 ++ LFM2-2.6B.i1-Q2_K_S.gguf | 3 ++ LFM2-2.6B.i1-Q3_K_L.gguf | 3 ++ LFM2-2.6B.i1-Q3_K_M.gguf | 3 ++ LFM2-2.6B.i1-Q3_K_S.gguf | 3 ++ LFM2-2.6B.i1-Q4_0.gguf | 3 ++ LFM2-2.6B.i1-Q4_1.gguf | 3 ++ LFM2-2.6B.i1-Q4_K_M.gguf | 3 ++ LFM2-2.6B.i1-Q4_K_S.gguf | 3 ++ LFM2-2.6B.i1-Q5_K_M.gguf | 3 ++ LFM2-2.6B.i1-Q5_K_S.gguf | 3 ++ LFM2-2.6B.i1-Q6_K.gguf | 3 ++ LFM2-2.6B.imatrix.gguf | 3 ++ README.md | 98 +++++++++++++++++++++++++++++++++++++++ 27 files changed, 233 insertions(+) create mode 100644 .gitattributes create mode 100644 LFM2-2.6B.i1-IQ1_M.gguf create mode 100644 LFM2-2.6B.i1-IQ1_S.gguf create mode 100644 LFM2-2.6B.i1-IQ2_M.gguf create mode 100644 LFM2-2.6B.i1-IQ2_S.gguf create mode 100644 LFM2-2.6B.i1-IQ2_XS.gguf create mode 100644 LFM2-2.6B.i1-IQ2_XXS.gguf create mode 100644 LFM2-2.6B.i1-IQ3_M.gguf create mode 100644 LFM2-2.6B.i1-IQ3_S.gguf create mode 100644 LFM2-2.6B.i1-IQ3_XS.gguf create mode 100644 LFM2-2.6B.i1-IQ3_XXS.gguf create mode 100644 LFM2-2.6B.i1-IQ4_NL.gguf create mode 100644 LFM2-2.6B.i1-IQ4_XS.gguf create mode 100644 LFM2-2.6B.i1-Q2_K.gguf create mode 100644 LFM2-2.6B.i1-Q2_K_S.gguf create mode 100644 LFM2-2.6B.i1-Q3_K_L.gguf create mode 100644 LFM2-2.6B.i1-Q3_K_M.gguf create mode 100644 LFM2-2.6B.i1-Q3_K_S.gguf create mode 100644 LFM2-2.6B.i1-Q4_0.gguf create mode 100644 LFM2-2.6B.i1-Q4_1.gguf create mode 100644 LFM2-2.6B.i1-Q4_K_M.gguf create mode 100644 LFM2-2.6B.i1-Q4_K_S.gguf create mode 100644 LFM2-2.6B.i1-Q5_K_M.gguf create mode 100644 LFM2-2.6B.i1-Q5_K_S.gguf create mode 100644 LFM2-2.6B.i1-Q6_K.gguf create mode 100644 LFM2-2.6B.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..8edab31 --- /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 +LFM2-2.6B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2-2.6B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LFM2-2.6B.i1-IQ1_M.gguf b/LFM2-2.6B.i1-IQ1_M.gguf new file mode 100644 index 0000000..dfd85ef --- /dev/null +++ b/LFM2-2.6B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b13fa4d2a8e32c908f8053edaa5957ad5a1967266d4d4543bbe9c0c93d14b04 +size 637776768 diff --git a/LFM2-2.6B.i1-IQ1_S.gguf b/LFM2-2.6B.i1-IQ1_S.gguf new file mode 100644 index 0000000..3e0f650 --- /dev/null +++ b/LFM2-2.6B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85e79d90d8845188945622fbc27742ce1e26a202003d4e3ef722516f903d15bf +size 583242624 diff --git a/LFM2-2.6B.i1-IQ2_M.gguf b/LFM2-2.6B.i1-IQ2_M.gguf new file mode 100644 index 0000000..bcadb19 --- /dev/null +++ b/LFM2-2.6B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e349774f894a14153f6588db02b278f2f05923d191fc4abcdd8d32157285a63 +size 887419776 diff --git a/LFM2-2.6B.i1-IQ2_S.gguf b/LFM2-2.6B.i1-IQ2_S.gguf new file mode 100644 index 0000000..012886f --- /dev/null +++ b/LFM2-2.6B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d7d2d589acb340cdba88b31f6ac1f49ec3929846546cf210fdf9aa4a42e5df3 +size 814707584 diff --git a/LFM2-2.6B.i1-IQ2_XS.gguf b/LFM2-2.6B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..052b8cd --- /dev/null +++ b/LFM2-2.6B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76e96481fd4ce49164f6484dfe1ace31c687868a02b74d9bbe6a5d99eb7edc62 +size 802427776 diff --git a/LFM2-2.6B.i1-IQ2_XXS.gguf b/LFM2-2.6B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..b13d33e --- /dev/null +++ b/LFM2-2.6B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1306b063ddc44c9b1e0481ef4c9d47230f4d538f5849d3acf041639355c1c949 +size 728667008 diff --git a/LFM2-2.6B.i1-IQ3_M.gguf b/LFM2-2.6B.i1-IQ3_M.gguf new file mode 100644 index 0000000..5bb3ce0 --- /dev/null +++ b/LFM2-2.6B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d7e291b4b43ae084f1a7a064da550652b0974858f13578609d22563fc1c3a2b +size 1174082432 diff --git a/LFM2-2.6B.i1-IQ3_S.gguf b/LFM2-2.6B.i1-IQ3_S.gguf new file mode 100644 index 0000000..6e4fe90 --- /dev/null +++ b/LFM2-2.6B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4bfdaaac42db0db9cbcd1745288e49ed851ef5d3550f57460344ecb6b766b1c6 +size 1159738240 diff --git a/LFM2-2.6B.i1-IQ3_XS.gguf b/LFM2-2.6B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..4025be9 --- /dev/null +++ b/LFM2-2.6B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f0f34576c806a9984dbe4984e3ec8236faadbe29a383956fb75f35f71ad60ce +size 1110291328 diff --git a/LFM2-2.6B.i1-IQ3_XXS.gguf b/LFM2-2.6B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..d305e04 --- /dev/null +++ b/LFM2-2.6B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3535227089347e5aa331fcd26ac58d517bad5d524b4dad34f4bd859a1d06171 +size 1026732928 diff --git a/LFM2-2.6B.i1-IQ4_NL.gguf b/LFM2-2.6B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..46b38e8 --- /dev/null +++ b/LFM2-2.6B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bfac3a68a162cea17d4e6752b56add272d772924f9155b3273e3a409a078123d +size 1483109248 diff --git a/LFM2-2.6B.i1-IQ4_XS.gguf b/LFM2-2.6B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..47693fc --- /dev/null +++ b/LFM2-2.6B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:40c38d07b03d0607faed4c8078d36d85c3db19a5172fa84c35a83d51bc202710 +size 1407021952 diff --git a/LFM2-2.6B.i1-Q2_K.gguf b/LFM2-2.6B.i1-Q2_K.gguf new file mode 100644 index 0000000..9f3ac24 --- /dev/null +++ b/LFM2-2.6B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67cda884457361b4be27b25be454b6ed3957de9f7755e55a023040d99c0ef59f +size 983806848 diff --git a/LFM2-2.6B.i1-Q2_K_S.gguf b/LFM2-2.6B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..4eb063f --- /dev/null +++ b/LFM2-2.6B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ece3187baab92fa10c6f773dc6e12331cc9c61d75e5015598c4cef7084e9c8a +size 927937408 diff --git a/LFM2-2.6B.i1-Q3_K_L.gguf b/LFM2-2.6B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..a2acdc5 --- /dev/null +++ b/LFM2-2.6B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52b63bf1aa660e6c6529163ff78efff01c0e31abd9ff1d1dfddcc7a77a6e9c86 +size 1340863360 diff --git a/LFM2-2.6B.i1-Q3_K_M.gguf b/LFM2-2.6B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..ae6fd9d --- /dev/null +++ b/LFM2-2.6B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5b4dba826bc2f6f5775c7a70218cab3a43de67f9ed115fe9fb617bf5b5eea4c +size 1256059776 diff --git a/LFM2-2.6B.i1-Q3_K_S.gguf b/LFM2-2.6B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..4da7af1 --- /dev/null +++ b/LFM2-2.6B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:609c13e61f239d7a6e4015730d7737182244b41b9f52afdb2fd46597c2ff52d1 +size 1159738240 diff --git a/LFM2-2.6B.i1-Q4_0.gguf b/LFM2-2.6B.i1-Q4_0.gguf new file mode 100644 index 0000000..7b63e0d --- /dev/null +++ b/LFM2-2.6B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e48232aa25046787134967e289d6dde233c6f701a3ec239d06bf67a90decda1f +size 1487238016 diff --git a/LFM2-2.6B.i1-Q4_1.gguf b/LFM2-2.6B.i1-Q4_1.gguf new file mode 100644 index 0000000..d89c26d --- /dev/null +++ b/LFM2-2.6B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3854d494f38ae5c7ae10879ab85bed7033f827897bc049ff108c29d6dc7e8ba9 +size 1635283840 diff --git a/LFM2-2.6B.i1-Q4_K_M.gguf b/LFM2-2.6B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..e1c8148 --- /dev/null +++ b/LFM2-2.6B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf6a7269e11780203d8ba81a406b0082c506002d75fecae5b137522b14a59dce +size 1563669376 diff --git a/LFM2-2.6B.i1-Q4_K_S.gguf b/LFM2-2.6B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..b0301f3 --- /dev/null +++ b/LFM2-2.6B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:efdda488a038fbe2ede1632747ddb1be63708725fecadc21bfcf71bbcb8d6fff +size 1491891072 diff --git a/LFM2-2.6B.i1-Q5_K_M.gguf b/LFM2-2.6B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..f373de7 --- /dev/null +++ b/LFM2-2.6B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:387f3dd48b5736f53366355bf08acb2aae8c76496b22db295b53db77e548a82d +size 1828959104 diff --git a/LFM2-2.6B.i1-Q5_K_S.gguf b/LFM2-2.6B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..2473abe --- /dev/null +++ b/LFM2-2.6B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:60868db310924cb16b32b9c730f249610c2080a3414cb152324e66949819ad03 +size 1787458432 diff --git a/LFM2-2.6B.i1-Q6_K.gguf b/LFM2-2.6B.i1-Q6_K.gguf new file mode 100644 index 0000000..980b371 --- /dev/null +++ b/LFM2-2.6B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c0718cb325c1efa61f0f9f142cced71b0c9538e69c75d1d5187838d29db42c1 +size 2110829440 diff --git a/LFM2-2.6B.imatrix.gguf b/LFM2-2.6B.imatrix.gguf new file mode 100644 index 0000000..91aa11c --- /dev/null +++ b/LFM2-2.6B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75b8d9bf891f1de9b1070744af6f3639ad861a2d88267675d2804338bf6d2475 +size 2430848 diff --git a/README.md b/README.md new file mode 100644 index 0000000..c42ead3 --- /dev/null +++ b/README.md @@ -0,0 +1,98 @@ +--- +base_model: LiquidAI/LFM2-2.6B +language: +- en +- ar +- zh +- fr +- de +- ja +- ko +- es +library_name: transformers +license: other +license_link: LICENSE +license_name: lfm1.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- liquid +- lfm2 +- edge +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/LiquidAI/LFM2-2.6B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LFM2-2.6B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/LFM2-2.6B-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/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.7 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.7 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.8 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.9 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ2_S.gguf) | i1-IQ2_S | 0.9 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.0 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q2_K.gguf) | i1-Q2_K | 1.1 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.1 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ3_S.gguf) | i1-IQ3_S | 1.3 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.3 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ3_M.gguf) | i1-IQ3_M | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.4 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.4 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.6 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q4_0.gguf) | i1-Q4_0 | 1.6 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 1.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q4_1.gguf) | i1-Q4_1 | 1.7 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2-2.6B-i1-GGUF/resolve/main/LFM2-2.6B.i1-Q6_K.gguf) | i1-Q6_K | 2.2 | 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. + +