commit 045565dab951c43e5ea745db359021ea7791425a Author: ModelHub XC Date: Sat Jul 25 13:44:10 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/Kepler-Reasoning-7B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9515a6f --- /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 +Kepler-Reasoning-7B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Kepler-Reasoning-7B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Kepler-Reasoning-7B.i1-IQ1_M.gguf b/Kepler-Reasoning-7B.i1-IQ1_M.gguf new file mode 100644 index 0000000..ebd3de9 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2cc241790c9d0fc608718d0a37901a7863b57dcf2c25456155bdb23c59e88812 +size 2040735680 diff --git a/Kepler-Reasoning-7B.i1-IQ1_S.gguf b/Kepler-Reasoning-7B.i1-IQ1_S.gguf new file mode 100644 index 0000000..ee72374 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79ee0b0252d915479c459172e9d56b8a9296eedb8e195a11520c067d538faf3b +size 1902206912 diff --git a/Kepler-Reasoning-7B.i1-IQ2_M.gguf b/Kepler-Reasoning-7B.i1-IQ2_M.gguf new file mode 100644 index 0000000..cd1dafe --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d1105f31421ba69b19b3fc67792f01f896ac34537fb74b0a9e1ff28b757790f7 +size 2778736768 diff --git a/Kepler-Reasoning-7B.i1-IQ2_S.gguf b/Kepler-Reasoning-7B.i1-IQ2_S.gguf new file mode 100644 index 0000000..d393ed9 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc12f01e24b2e9e6d2020c00b45fc3cb8c82476c36a08eba522579748213e5ad +size 2594031744 diff --git a/Kepler-Reasoning-7B.i1-IQ2_XS.gguf b/Kepler-Reasoning-7B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..70c7fe3 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d504282bcfc7eddd56a01bd4b814663bf2705053cbf6e6c1165d1df91f81762e +size 2467561408 diff --git a/Kepler-Reasoning-7B.i1-IQ2_XXS.gguf b/Kepler-Reasoning-7B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..6e922ed --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fbb473b5e345b16da4a9e58847db97b9503866f9d849d16af6d12ae55183ee9a +size 2271616960 diff --git a/Kepler-Reasoning-7B.i1-IQ3_M.gguf b/Kepler-Reasoning-7B.i1-IQ3_M.gguf new file mode 100644 index 0000000..ed4c528 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d64efdf121729236fb578f66f73c9b3c91d9660e3c940ee3c301a6e3b9472de2 +size 3572216480 diff --git a/Kepler-Reasoning-7B.i1-IQ3_S.gguf b/Kepler-Reasoning-7B.i1-IQ3_S.gguf new file mode 100644 index 0000000..9d62618 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ffa30fd15caa5c0b114c7f490043f9ccf871bf9218e2a95ac9d7e45a017c448 +size 3497396896 diff --git a/Kepler-Reasoning-7B.i1-IQ3_XS.gguf b/Kepler-Reasoning-7B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..67c50ea --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:112f3f8301c9c93066525e00c92c7417c4cfc71a602e1a6bd3fb912671028e3a +size 3344460448 diff --git a/Kepler-Reasoning-7B.i1-IQ3_XXS.gguf b/Kepler-Reasoning-7B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..5915c32 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3295e3c90a837ac8ef44767703207437bb0c853d01faeb699b78768a7e4d93c +size 3112908928 diff --git a/Kepler-Reasoning-7B.i1-IQ4_NL.gguf b/Kepler-Reasoning-7B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..7296682 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:416ff89aa84d4fc37fb908f1f7a13b95c6c7005330de6c229f8e81057e56b6e3 +size 4435827872 diff --git a/Kepler-Reasoning-7B.i1-IQ4_XS.gguf b/Kepler-Reasoning-7B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..37d54f7 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:090fa2160b619d5720fb97adea0df343ee9d83359e46d53264a2b443b83b6802 +size 4216531776 diff --git a/Kepler-Reasoning-7B.i1-Q2_K.gguf b/Kepler-Reasoning-7B.i1-Q2_K.gguf new file mode 100644 index 0000000..f0c5fa9 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec4352600311454fe0ca1a913b3bce5d051249a2918b5e90acfd7109ac1ea5ac +size 3014289888 diff --git a/Kepler-Reasoning-7B.i1-Q2_K_S.gguf b/Kepler-Reasoning-7B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..a21d73f --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:efd9d8dcaccd9bb66f8922ff2ff9be54e4f1a5c3fa0ea3cd5dac5f40b58a89a1 +size 2832423392 diff --git a/Kepler-Reasoning-7B.i1-Q3_K_L.gguf b/Kepler-Reasoning-7B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..264816b --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad797a79559f6549c83c43d51efb15da7a052e637a63bd80613ca4a0f2f9089f +size 4086663840 diff --git a/Kepler-Reasoning-7B.i1-Q3_K_M.gguf b/Kepler-Reasoning-7B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..677be3c --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a266c4052f3caf74a385bf0a74d367a95963abcaf4e006af181eba5d5b432281 +size 3806595744 diff --git a/Kepler-Reasoning-7B.i1-Q3_K_S.gguf b/Kepler-Reasoning-7B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..ebfb5ef --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:94a663ead877a8f033846fe7032af64cac5a62d6a2fbaac5d0de434f2736269e +size 3490572960 diff --git a/Kepler-Reasoning-7B.i1-Q4_0.gguf b/Kepler-Reasoning-7B.i1-Q4_0.gguf new file mode 100644 index 0000000..462dbc6 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f51e0752a41940283809adc1a204a4631840e4049766f45ab521a751f9f676c6 +size 4442135712 diff --git a/Kepler-Reasoning-7B.i1-Q4_1.gguf b/Kepler-Reasoning-7B.i1-Q4_1.gguf new file mode 100644 index 0000000..b52b514 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f7fe943576cca14037fa62856b715017db5237e4ea2eaf8bca8d9c75241a63c +size 4871208832 diff --git a/Kepler-Reasoning-7B.i1-Q4_K_M.gguf b/Kepler-Reasoning-7B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..0cfc1a9 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4940b811856bdf79dfbc5295fb40e27a4d9bf7af43b51ca7410499efa4dcaa7b +size 4681088160 diff --git a/Kepler-Reasoning-7B.i1-Q4_K_S.gguf b/Kepler-Reasoning-7B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..c8fa8a6 --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1519fc71b3a546b87ec548c3ec1d48c2fc774e949157361641a7135a8577c1c6 +size 4455783584 diff --git a/Kepler-Reasoning-7B.i1-Q5_K_M.gguf b/Kepler-Reasoning-7B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..cf8532a --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:666619939352a5c7848dc1aa8604c2ebf89e3f14a3f052f19cf47f1ff27b4ba1 +size 5442667104 diff --git a/Kepler-Reasoning-7B.i1-Q5_K_S.gguf b/Kepler-Reasoning-7B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..229f1dd --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1ce4c5af2e3694cf11af23720506e39930e5a06e7116d83b12a3637e6b71e57 +size 5313012320 diff --git a/Kepler-Reasoning-7B.i1-Q6_K.gguf b/Kepler-Reasoning-7B.i1-Q6_K.gguf new file mode 100644 index 0000000..7c5e38a --- /dev/null +++ b/Kepler-Reasoning-7B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81b48605b1b6840be8c543d5274dd0cdad3833f5eba9b474d3a2d3419514e4b4 +size 6251844736 diff --git a/Kepler-Reasoning-7B.imatrix.gguf b/Kepler-Reasoning-7B.imatrix.gguf new file mode 100644 index 0000000..a156137 --- /dev/null +++ b/Kepler-Reasoning-7B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d825d28912720519891f58888131f7f03eb3642c881bc9e4e28aace639748b2 +size 4560352 diff --git a/README.md b/README.md new file mode 100644 index 0000000..cd5e74f --- /dev/null +++ b/README.md @@ -0,0 +1,93 @@ +--- +base_model: aryyanthakrr/Kepler-Reasoning-7B +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- qwen +- mergekit +- slerp +- math +- code +- reasoning +- local-ai +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/aryyanthakrr/Kepler-Reasoning-7B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Kepler-Reasoning-7B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Kepler-Reasoning-7B-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/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.1 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ2_M.gguf) | i1-IQ2_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.9 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q2_K.gguf) | i1-Q2_K | 3.1 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.9 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q4_0.gguf) | i1-Q4_0 | 4.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/Kepler-Reasoning-7B-i1-GGUF/resolve/main/Kepler-Reasoning-7B.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. + +