From d5920f8cd284db7f1bc44f3ed1e61d64c2ee7ee4 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 18 May 2026 12:09:57 +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/Koto-Small-7b-rc1-i1-GGUF Source: Original Platform --- .gitattributes | 60 +++++++++++++++++++++ Koto-Small-7b-rc1.i1-IQ1_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ1_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ2_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ2_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ2_XS.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ2_XXS.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ3_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ3_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ3_XS.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ3_XXS.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ4_NL.gguf | 3 ++ Koto-Small-7b-rc1.i1-IQ4_XS.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q2_K.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q2_K_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q3_K_L.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q3_K_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q3_K_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q4_0.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q4_1.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q4_K_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q4_K_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q5_K_M.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q5_K_S.gguf | 3 ++ Koto-Small-7b-rc1.i1-Q6_K.gguf | 3 ++ Koto-Small-7b-rc1.imatrix.gguf | 3 ++ README.md | 88 +++++++++++++++++++++++++++++++ 27 files changed, 223 insertions(+) create mode 100644 .gitattributes create mode 100644 Koto-Small-7b-rc1.i1-IQ1_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ1_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ2_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ2_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ2_XS.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ2_XXS.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ3_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ3_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ3_XS.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ3_XXS.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ4_NL.gguf create mode 100644 Koto-Small-7b-rc1.i1-IQ4_XS.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q2_K.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q2_K_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q3_K_L.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q3_K_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q3_K_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q4_0.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q4_1.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q4_K_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q4_K_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q5_K_M.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q5_K_S.gguf create mode 100644 Koto-Small-7b-rc1.i1-Q6_K.gguf create mode 100644 Koto-Small-7b-rc1.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d11c8ab --- /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 +Koto-Small-7b-rc1.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Koto-Small-7b-rc1.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Koto-Small-7b-rc1.i1-IQ1_M.gguf b/Koto-Small-7b-rc1.i1-IQ1_M.gguf new file mode 100644 index 0000000..afd72d5 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:86da490a1c5b5115e3717781bec3942759c62954483a2e1333e171788f47e819 +size 2129768160 diff --git a/Koto-Small-7b-rc1.i1-IQ1_S.gguf b/Koto-Small-7b-rc1.i1-IQ1_S.gguf new file mode 100644 index 0000000..a1fbc4d --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4d86b4edc9f6a6d19ada278c65d281d0e65be67255001f3204bb2f9cdda0bea +size 2002169568 diff --git a/Koto-Small-7b-rc1.i1-IQ2_M.gguf b/Koto-Small-7b-rc1.i1-IQ2_M.gguf new file mode 100644 index 0000000..5a7a078 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77de9ea5e64baa20a489a35df3e8bfcb4752e780f72e4d29fd6ddd54facc3f4a +size 2867920608 diff --git a/Koto-Small-7b-rc1.i1-IQ2_S.gguf b/Koto-Small-7b-rc1.i1-IQ2_S.gguf new file mode 100644 index 0000000..33cfbb7 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a76d7b94e49459d2177e0ccf11a8def14a5174cfb8372d5405c46b32a4ca4c42 +size 2697789152 diff --git a/Koto-Small-7b-rc1.i1-IQ2_XS.gguf b/Koto-Small-7b-rc1.i1-IQ2_XS.gguf new file mode 100644 index 0000000..c663072 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2300a49853ea4ad3a74c0f871d37b067744031241a3626be84d47ad12c757176 +size 2531438304 diff --git a/Koto-Small-7b-rc1.i1-IQ2_XXS.gguf b/Koto-Small-7b-rc1.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..b4eb75a --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14ba85cdc2acac5baad75b662a9b4b9877acc4ed45894a42e1eb965446fa997f +size 2342432480 diff --git a/Koto-Small-7b-rc1.i1-IQ3_M.gguf b/Koto-Small-7b-rc1.i1-IQ3_M.gguf new file mode 100644 index 0000000..c1ec9b9 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1189c696323e9268c528feb3f70cba44532f990b96de0db7d1a074fea6c55729 +size 3650064096 diff --git a/Koto-Small-7b-rc1.i1-IQ3_S.gguf b/Koto-Small-7b-rc1.i1-IQ3_S.gguf new file mode 100644 index 0000000..f031174 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecae6e74a48acef383d3daf13186875561ec64a610a1e01d288311809c96ab7f +size 3545894624 diff --git a/Koto-Small-7b-rc1.i1-IQ3_XS.gguf b/Koto-Small-7b-rc1.i1-IQ3_XS.gguf new file mode 100644 index 0000000..2995666 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1156f1f402596d4fd3bb191d2d65dd78e049fc37ecb9970a6cabe0167625d27a +size 3396374240 diff --git a/Koto-Small-7b-rc1.i1-IQ3_XXS.gguf b/Koto-Small-7b-rc1.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..961711b --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:892648ab9b40b90e9e35a0c5c592d7faff79cf666f2967d4b23ff3daa124b2db +size 3152543456 diff --git a/Koto-Small-7b-rc1.i1-IQ4_NL.gguf b/Koto-Small-7b-rc1.i1-IQ4_NL.gguf new file mode 100644 index 0000000..928e3e4 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e791055224cbb372960b9e4a6a6d09d5087848a5d17fea1c964170e0880432f +size 4474511072 diff --git a/Koto-Small-7b-rc1.i1-IQ4_XS.gguf b/Koto-Small-7b-rc1.i1-IQ4_XS.gguf new file mode 100644 index 0000000..291f12f --- /dev/null +++ b/Koto-Small-7b-rc1.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16dd085838269282d0b6fd821a4ba0119bbc7f914f42e2c9707014f967978a9a +size 4260454112 diff --git a/Koto-Small-7b-rc1.i1-Q2_K.gguf b/Koto-Small-7b-rc1.i1-Q2_K.gguf new file mode 100644 index 0000000..8127b9b --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bfe109c6f643c78aace6e71115ee440e9e7a913a2f4e08588195bfb02dd7785f +size 3076407008 diff --git a/Koto-Small-7b-rc1.i1-Q2_K_S.gguf b/Koto-Small-7b-rc1.i1-Q2_K_S.gguf new file mode 100644 index 0000000..50ee8ba --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2c70df2a5a9e89a3ec1d7268f859fceefbf35a2769426e7045e4bc40949ab67c +size 2892480224 diff --git a/Koto-Small-7b-rc1.i1-Q3_K_L.gguf b/Koto-Small-7b-rc1.i1-Q3_K_L.gguf new file mode 100644 index 0000000..5ae37e8 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f32bd22038d9da955ca446743de1f15099f4907688b6e55b8c75bdbe84c718f4 +size 4138962656 diff --git a/Koto-Small-7b-rc1.i1-Q3_K_M.gguf b/Koto-Small-7b-rc1.i1-Q3_K_M.gguf new file mode 100644 index 0000000..54810bf --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d870be117a5ca987a4fcd4d7ad5ac89e822621671c95c5a23b1fc92c99988d4a +size 3854012128 diff --git a/Koto-Small-7b-rc1.i1-Q3_K_S.gguf b/Koto-Small-7b-rc1.i1-Q3_K_S.gguf new file mode 100644 index 0000000..4a4289c --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06b3e933507347a6e594cd2ec2ee0407f4a519bf186c3564b7180ad15dd4c78f +size 3525840608 diff --git a/Koto-Small-7b-rc1.i1-Q4_0.gguf b/Koto-Small-7b-rc1.i1-Q4_0.gguf new file mode 100644 index 0000000..ab9cd3c --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58087c5ee0128ba6523112be81f17df38002e7b3b3764e9a3501d4c6eeb5ab89 +size 4466908896 diff --git a/Koto-Small-7b-rc1.i1-Q4_1.gguf b/Koto-Small-7b-rc1.i1-Q4_1.gguf new file mode 100644 index 0000000..ee3eede --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b0b02b8121544cda5690b6629389f2a4609b995ec1fa4a7d5e3ea64f8f3df228 +size 4893187808 diff --git a/Koto-Small-7b-rc1.i1-Q4_K_M.gguf b/Koto-Small-7b-rc1.i1-Q4_K_M.gguf new file mode 100644 index 0000000..b3a0ff3 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41142de19fd0ec9e3ac851ebc639eaddad0941b41a4b8c44624d35a3b3536523 +size 4684340960 diff --git a/Koto-Small-7b-rc1.i1-Q4_K_S.gguf b/Koto-Small-7b-rc1.i1-Q4_K_S.gguf new file mode 100644 index 0000000..53a5fba --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5473f510ee40a22f8ca981d2a2df0c4cca0babb4e96a076459bbedd68fa7c732 +size 4480278240 diff --git a/Koto-Small-7b-rc1.i1-Q5_K_M.gguf b/Koto-Small-7b-rc1.i1-Q5_K_M.gguf new file mode 100644 index 0000000..26cea44 --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84ee9379b3897e3ffa4a4b80f9c0e755253e12c16b3b72adb69f0c6052c3a086 +size 5448556256 diff --git a/Koto-Small-7b-rc1.i1-Q5_K_S.gguf b/Koto-Small-7b-rc1.i1-Q5_K_S.gguf new file mode 100644 index 0000000..02992fe --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d77130109c426f513f1816b5509c391e437970601be8ed7769c48261d3e35473 +size 5330738912 diff --git a/Koto-Small-7b-rc1.i1-Q6_K.gguf b/Koto-Small-7b-rc1.i1-Q6_K.gguf new file mode 100644 index 0000000..f6eeefe --- /dev/null +++ b/Koto-Small-7b-rc1.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b54aff890f0c7ceb907b7250a36e3a76992b987b354d2512a0ebeef51e1760a8 +size 6260535008 diff --git a/Koto-Small-7b-rc1.imatrix.gguf b/Koto-Small-7b-rc1.imatrix.gguf new file mode 100644 index 0000000..529f5f8 --- /dev/null +++ b/Koto-Small-7b-rc1.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ddde58bb4e7d85c76295a0ca26597bd03612ecab52e24053469c36cb3324114c +size 5162880 diff --git a/README.md b/README.md new file mode 100644 index 0000000..e59d324 --- /dev/null +++ b/README.md @@ -0,0 +1,88 @@ +--- +base_model: allura-org/Koto-Small-7B-PT +language: +- en +library_name: transformers +license: mit +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- writing +- creative-writing +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/allura-org/Koto-Small-7B-PT + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Koto-Small-7b-rc1-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Koto-Small-7b-rc1-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/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ1_S.gguf) | i1-IQ1_S | 2.1 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ1_M.gguf) | i1-IQ1_M | 2.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ2_S.gguf) | i1-IQ2_S | 2.8 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ2_M.gguf) | i1-IQ2_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q2_K_S.gguf) | i1-Q2_K_S | 3.0 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q2_K.gguf) | i1-Q2_K | 3.2 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.5 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ3_M.gguf) | i1-IQ3_M | 3.8 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q3_K_M.gguf) | i1-Q3_K_M | 4.0 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q4_0.gguf) | i1-Q4_0 | 4.6 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.6 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/Koto-Small-7b-rc1-i1-GGUF/resolve/main/Koto-Small-7b-rc1.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. + +