From 9f63c4b6f1dc0d9c42147babfcc4746366d608de Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 3 Oct 2026 10:37:17 +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/Aryabhata-2.0-i1-GGUF Source: Original Platform --- .gitattributes | 60 +++++++++++++++++++++ Aryabhata-2.0.i1-IQ1_M.gguf | 3 ++ Aryabhata-2.0.i1-IQ1_S.gguf | 3 ++ Aryabhata-2.0.i1-IQ2_M.gguf | 3 ++ Aryabhata-2.0.i1-IQ2_S.gguf | 3 ++ Aryabhata-2.0.i1-IQ2_XS.gguf | 3 ++ Aryabhata-2.0.i1-IQ2_XXS.gguf | 3 ++ Aryabhata-2.0.i1-IQ3_M.gguf | 3 ++ Aryabhata-2.0.i1-IQ3_S.gguf | 3 ++ Aryabhata-2.0.i1-IQ3_XS.gguf | 3 ++ Aryabhata-2.0.i1-IQ3_XXS.gguf | 3 ++ Aryabhata-2.0.i1-IQ4_XS.gguf | 3 ++ Aryabhata-2.0.i1-MXFP4_MOE.gguf | 3 ++ Aryabhata-2.0.i1-Q2_K.gguf | 3 ++ Aryabhata-2.0.i1-Q2_K_S.gguf | 3 ++ Aryabhata-2.0.i1-Q3_K_L.gguf | 3 ++ Aryabhata-2.0.i1-Q3_K_M.gguf | 3 ++ Aryabhata-2.0.i1-Q3_K_S.gguf | 3 ++ Aryabhata-2.0.i1-Q4_0.gguf | 3 ++ Aryabhata-2.0.i1-Q4_1.gguf | 3 ++ Aryabhata-2.0.i1-Q4_K_M.gguf | 3 ++ Aryabhata-2.0.i1-Q4_K_S.gguf | 3 ++ Aryabhata-2.0.i1-Q5_K_M.gguf | 3 ++ Aryabhata-2.0.i1-Q5_K_S.gguf | 3 ++ Aryabhata-2.0.i1-Q6_K.gguf | 3 ++ Aryabhata-2.0.imatrix.gguf | 3 ++ README.md | 96 +++++++++++++++++++++++++++++++++ 27 files changed, 231 insertions(+) create mode 100644 .gitattributes create mode 100644 Aryabhata-2.0.i1-IQ1_M.gguf create mode 100644 Aryabhata-2.0.i1-IQ1_S.gguf create mode 100644 Aryabhata-2.0.i1-IQ2_M.gguf create mode 100644 Aryabhata-2.0.i1-IQ2_S.gguf create mode 100644 Aryabhata-2.0.i1-IQ2_XS.gguf create mode 100644 Aryabhata-2.0.i1-IQ2_XXS.gguf create mode 100644 Aryabhata-2.0.i1-IQ3_M.gguf create mode 100644 Aryabhata-2.0.i1-IQ3_S.gguf create mode 100644 Aryabhata-2.0.i1-IQ3_XS.gguf create mode 100644 Aryabhata-2.0.i1-IQ3_XXS.gguf create mode 100644 Aryabhata-2.0.i1-IQ4_XS.gguf create mode 100644 Aryabhata-2.0.i1-MXFP4_MOE.gguf create mode 100644 Aryabhata-2.0.i1-Q2_K.gguf create mode 100644 Aryabhata-2.0.i1-Q2_K_S.gguf create mode 100644 Aryabhata-2.0.i1-Q3_K_L.gguf create mode 100644 Aryabhata-2.0.i1-Q3_K_M.gguf create mode 100644 Aryabhata-2.0.i1-Q3_K_S.gguf create mode 100644 Aryabhata-2.0.i1-Q4_0.gguf create mode 100644 Aryabhata-2.0.i1-Q4_1.gguf create mode 100644 Aryabhata-2.0.i1-Q4_K_M.gguf create mode 100644 Aryabhata-2.0.i1-Q4_K_S.gguf create mode 100644 Aryabhata-2.0.i1-Q5_K_M.gguf create mode 100644 Aryabhata-2.0.i1-Q5_K_S.gguf create mode 100644 Aryabhata-2.0.i1-Q6_K.gguf create mode 100644 Aryabhata-2.0.imatrix.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..63e56b8 --- /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 +Aryabhata-2.0.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-MXFP4_MOE.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Aryabhata-2.0.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Aryabhata-2.0.i1-IQ1_M.gguf b/Aryabhata-2.0.i1-IQ1_M.gguf new file mode 100644 index 0000000..2a04995 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db0d25b60d6e0010973a93e84324386b966247233bfda76a5ef556a6a5c80722 +size 12016855424 diff --git a/Aryabhata-2.0.i1-IQ1_S.gguf b/Aryabhata-2.0.i1-IQ1_S.gguf new file mode 100644 index 0000000..f9b6af7 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e2392c199737895272313490ad0b77a3403b07e1b706c3edc7480ba9867d507 +size 12016855424 diff --git a/Aryabhata-2.0.i1-IQ2_M.gguf b/Aryabhata-2.0.i1-IQ2_M.gguf new file mode 100644 index 0000000..79e9849 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91693f6e405bf0a134f3225d753e5f8abe2969fe29edd986b5463cbc2fa4e879 +size 12065515904 diff --git a/Aryabhata-2.0.i1-IQ2_S.gguf b/Aryabhata-2.0.i1-IQ2_S.gguf new file mode 100644 index 0000000..81f16ba --- /dev/null +++ b/Aryabhata-2.0.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f39066da2d164d16f7bdc6dfbe6ca036ba73b33b2a85040881a84252bc44dc28 +size 12065515904 diff --git a/Aryabhata-2.0.i1-IQ2_XS.gguf b/Aryabhata-2.0.i1-IQ2_XS.gguf new file mode 100644 index 0000000..a3ebbcd --- /dev/null +++ b/Aryabhata-2.0.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:529a0a883260741aa0346c2aff5891d5f94ad28a720c0288dc4e88ec6a05b63a +size 12025702784 diff --git a/Aryabhata-2.0.i1-IQ2_XXS.gguf b/Aryabhata-2.0.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..58ba378 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05df89f492132c387c3c78e7827769cb5645d8407f8e97c6591827aa341ce5ba +size 12016855424 diff --git a/Aryabhata-2.0.i1-IQ3_M.gguf b/Aryabhata-2.0.i1-IQ3_M.gguf new file mode 100644 index 0000000..77aae68 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc32ca9006ac80560463d9e4e0680288d8a2ff62cf5921a7894e41af47205675 +size 12202649984 diff --git a/Aryabhata-2.0.i1-IQ3_S.gguf b/Aryabhata-2.0.i1-IQ3_S.gguf new file mode 100644 index 0000000..abad16c --- /dev/null +++ b/Aryabhata-2.0.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a9e029bab44b5fb55c87d97a7110eaca47b647ede80c3b215e20a084aca87f83 +size 12065515904 diff --git a/Aryabhata-2.0.i1-IQ3_XS.gguf b/Aryabhata-2.0.i1-IQ3_XS.gguf new file mode 100644 index 0000000..1307fea --- /dev/null +++ b/Aryabhata-2.0.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e08b90b06503a6e7753b6b453b01748dedeb79830623fd57318de98f540a15e3 +size 12065515904 diff --git a/Aryabhata-2.0.i1-IQ3_XXS.gguf b/Aryabhata-2.0.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..3de074e --- /dev/null +++ b/Aryabhata-2.0.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:166d58d879c0c39381dd70e041e90df4770c627187967a802fce615f0a412620 +size 12065515904 diff --git a/Aryabhata-2.0.i1-IQ4_XS.gguf b/Aryabhata-2.0.i1-IQ4_XS.gguf new file mode 100644 index 0000000..cb5e3e5 --- /dev/null +++ b/Aryabhata-2.0.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2df3c8445929f854a73bb91b8a7fde2c8a7d57c4077c02e10662d599271431d +size 12096481664 diff --git a/Aryabhata-2.0.i1-MXFP4_MOE.gguf b/Aryabhata-2.0.i1-MXFP4_MOE.gguf new file mode 100644 index 0000000..04cb6b8 --- /dev/null +++ b/Aryabhata-2.0.i1-MXFP4_MOE.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:085a9819eec437dbe51ebb0ac3dd1829d20983ff2af70831a0cd154d7fc32554 +size 12109568384 diff --git a/Aryabhata-2.0.i1-Q2_K.gguf b/Aryabhata-2.0.i1-Q2_K.gguf new file mode 100644 index 0000000..93e9bcc --- /dev/null +++ b/Aryabhata-2.0.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb56489cf475fcaa313d9d717a9a6a352d5d736f9e1983fdf861ab209de69455 +size 12065515904 diff --git a/Aryabhata-2.0.i1-Q2_K_S.gguf b/Aryabhata-2.0.i1-Q2_K_S.gguf new file mode 100644 index 0000000..8ab6511 --- /dev/null +++ b/Aryabhata-2.0.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d22381a3bb2b2422d4717c9955a29c5edae65a415e7e66358bdf10f416d9a00b +size 12136294784 diff --git a/Aryabhata-2.0.i1-Q3_K_L.gguf b/Aryabhata-2.0.i1-Q3_K_L.gguf new file mode 100644 index 0000000..358aef1 --- /dev/null +++ b/Aryabhata-2.0.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46475ff98d87635d67ccf2eceba60b941767bf61a04f09c501dc7b9d05892272 +size 13335112064 diff --git a/Aryabhata-2.0.i1-Q3_K_M.gguf b/Aryabhata-2.0.i1-Q3_K_M.gguf new file mode 100644 index 0000000..7fd5f0e --- /dev/null +++ b/Aryabhata-2.0.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8ff13bab74206965f1cfc213991308d3aee93224acb3745d486c32b88a150741 +size 12916152704 diff --git a/Aryabhata-2.0.i1-Q3_K_S.gguf b/Aryabhata-2.0.i1-Q3_K_S.gguf new file mode 100644 index 0000000..fd47bf2 --- /dev/null +++ b/Aryabhata-2.0.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80ecd555af52acddf7696a6fc22e1fa27a58edd3b3d1622c69e461cc6beb5206 +size 12061092224 diff --git a/Aryabhata-2.0.i1-Q4_0.gguf b/Aryabhata-2.0.i1-Q4_0.gguf new file mode 100644 index 0000000..1353e26 --- /dev/null +++ b/Aryabhata-2.0.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d26517a4ef7048d49bf6a9e8cdda41befc08809a24b89c60d68ad53a529f3d0 +size 12148459904 diff --git a/Aryabhata-2.0.i1-Q4_1.gguf b/Aryabhata-2.0.i1-Q4_1.gguf new file mode 100644 index 0000000..46cf980 --- /dev/null +++ b/Aryabhata-2.0.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:063336a3f7054a3104280cd751ce1874934367e6096687472870b1d55b950c27 +size 13369096064 diff --git a/Aryabhata-2.0.i1-Q4_K_M.gguf b/Aryabhata-2.0.i1-Q4_K_M.gguf new file mode 100644 index 0000000..0fbc7ad --- /dev/null +++ b/Aryabhata-2.0.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0764e1ac0ed9cf14f4c795b5c31c12a2ee99be82bd50bc092b60dd3de842f2c +size 15805138304 diff --git a/Aryabhata-2.0.i1-Q4_K_S.gguf b/Aryabhata-2.0.i1-Q4_K_S.gguf new file mode 100644 index 0000000..f664b8b --- /dev/null +++ b/Aryabhata-2.0.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85f2907ac414e0a58458ca9661682b4c5136eb7b9824be84ac14cfdfd4dff47b +size 14654244224 diff --git a/Aryabhata-2.0.i1-Q5_K_M.gguf b/Aryabhata-2.0.i1-Q5_K_M.gguf new file mode 100644 index 0000000..fce3032 --- /dev/null +++ b/Aryabhata-2.0.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f2c337dfbaec0a22df048a987ed7d66c2894bc9828476a9f8b167e37ca9e6fd1 +size 16893064064 diff --git a/Aryabhata-2.0.i1-Q5_K_S.gguf b/Aryabhata-2.0.i1-Q5_K_S.gguf new file mode 100644 index 0000000..b65a70b --- /dev/null +++ b/Aryabhata-2.0.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c66cdc7c1cbbc2deb7ee7ec31a6ecdc8ed8a3d81822b6663d3207f015502e8b +size 15892206464 diff --git a/Aryabhata-2.0.i1-Q6_K.gguf b/Aryabhata-2.0.i1-Q6_K.gguf new file mode 100644 index 0000000..812269c --- /dev/null +++ b/Aryabhata-2.0.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e11debafc4265f846c45c41fbd69e6c78033de0af82fb8119e3be98cd9976fd +size 22193346944 diff --git a/Aryabhata-2.0.imatrix.gguf b/Aryabhata-2.0.imatrix.gguf new file mode 100644 index 0000000..0efd0bf --- /dev/null +++ b/Aryabhata-2.0.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b83a49d3927e22a50917ceebc3f13868dfa1f65849215369677241d37f9fcbc3 +size 28079776 diff --git a/README.md b/README.md new file mode 100644 index 0000000..3dce575 --- /dev/null +++ b/README.md @@ -0,0 +1,96 @@ +--- +base_model: PhysicsWallahAI/Aryabhata-2.0 +language: +- en +library_name: transformers +license: apache-2.0 +model_type: mixture-of-experts +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- reasoning +- stem +- mathematics +- physics +- chemistry +- reinforcement-learning +- jee +- neet +- education +- lora +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/PhysicsWallahAI/Aryabhata-2.0 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Aryabhata-2.0-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Aryabhata-2.0-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/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ1_M.gguf) | i1-IQ1_M | 12.1 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ1_S.gguf) | i1-IQ1_S | 12.1 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 12.1 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ2_XS.gguf) | i1-IQ2_XS | 12.1 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q3_K_S.gguf) | i1-Q3_K_S | 12.2 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ2_M.gguf) | i1-IQ2_M | 12.2 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ2_S.gguf) | i1-IQ2_S | 12.2 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ3_S.gguf) | i1-IQ3_S | 12.2 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ3_XS.gguf) | i1-IQ3_XS | 12.2 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 12.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q2_K.gguf) | i1-Q2_K | 12.2 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ4_XS.gguf) | i1-IQ4_XS | 12.2 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q2_K_S.gguf) | i1-Q2_K_S | 12.2 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q4_0.gguf) | i1-Q4_0 | 12.2 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-IQ3_M.gguf) | i1-IQ3_M | 12.3 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q3_K_M.gguf) | i1-Q3_K_M | 13.0 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q3_K_L.gguf) | i1-Q3_K_L | 13.4 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q4_1.gguf) | i1-Q4_1 | 13.5 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q4_K_S.gguf) | i1-Q4_K_S | 14.8 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q4_K_M.gguf) | i1-Q4_K_M | 15.9 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q5_K_S.gguf) | i1-Q5_K_S | 16.0 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q5_K_M.gguf) | i1-Q5_K_M | 17.0 | | +| [GGUF](https://huggingface.co/mradermacher/Aryabhata-2.0-i1-GGUF/resolve/main/Aryabhata-2.0.i1-Q6_K.gguf) | i1-Q6_K | 22.3 | 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. + +