commit 69d5532dd1b303364fdf4e46af424ed32c9ae456 Author: ModelHub XC Date: Thu Jun 18 05:29:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/CoReward-Qwen2.5-7B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9971e74 --- /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 +CoReward-Qwen2.5-7B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +CoReward-Qwen2.5-7B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/CoReward-Qwen2.5-7B.i1-IQ1_M.gguf b/CoReward-Qwen2.5-7B.i1-IQ1_M.gguf new file mode 100644 index 0000000..c8b3f07 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:781f8577c3ba873ca18a1c177c06eabd54f6d0586f3cfd8f1eca7ce0c3a949c7 +size 2042196480 diff --git a/CoReward-Qwen2.5-7B.i1-IQ1_S.gguf b/CoReward-Qwen2.5-7B.i1-IQ1_S.gguf new file mode 100644 index 0000000..386fb7c --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a4bec7b1f5204f2ad44eeb75bc4606abc92727f3bb1af073ce8d45a87a8598c7 +size 1903667712 diff --git a/CoReward-Qwen2.5-7B.i1-IQ2_M.gguf b/CoReward-Qwen2.5-7B.i1-IQ2_M.gguf new file mode 100644 index 0000000..4b4ab0d --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba9d58b5ec140478c748313049006511c4683692db1d5ab0ada5789aeb9910e9 +size 2780342784 diff --git a/CoReward-Qwen2.5-7B.i1-IQ2_S.gguf b/CoReward-Qwen2.5-7B.i1-IQ2_S.gguf new file mode 100644 index 0000000..1f04395 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d3ca1eac8968230f63ab830373c5bb3f97cde6642fb7459bb4fc6ecbcaeb5543 +size 2595637760 diff --git a/CoReward-Qwen2.5-7B.i1-IQ2_XS.gguf b/CoReward-Qwen2.5-7B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..451892d --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:87a12d7693f380c88c7cd4dbca85f1d66bfe82537eccb39c67d745e16f28d05d +size 2469022208 diff --git a/CoReward-Qwen2.5-7B.i1-IQ2_XXS.gguf b/CoReward-Qwen2.5-7B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..f04d958 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a4bfce1a1f9a467a385480e34141499c498803ed7c45e1f6d0a79d654eb4a857 +size 2273077760 diff --git a/CoReward-Qwen2.5-7B.i1-IQ3_M.gguf b/CoReward-Qwen2.5-7B.i1-IQ3_M.gguf new file mode 100644 index 0000000..7f328ef --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b3dd10228ca315277e7797cefd22329ef4f5ac662073f4330e955d5df06b6d1 +size 3574012416 diff --git a/CoReward-Qwen2.5-7B.i1-IQ3_S.gguf b/CoReward-Qwen2.5-7B.i1-IQ3_S.gguf new file mode 100644 index 0000000..2eca56c --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b06373e1dd243aae50203ad74094fb86cbefb97ce910bbcaad02123122bf9673 +size 3499192832 diff --git a/CoReward-Qwen2.5-7B.i1-IQ3_XS.gguf b/CoReward-Qwen2.5-7B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..5e37de4 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62bc9bba26cc177713da3e48bbae05a2b9c1ea9bf0578ab4b8937fa7521a37e9 +size 3346256384 diff --git a/CoReward-Qwen2.5-7B.i1-IQ3_XXS.gguf b/CoReward-Qwen2.5-7B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..435b2e1 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5be53a867da1e170b62601411cd4f8826a8b3f0ad8f3e0f8d390ee74b688d43 +size 3114514944 diff --git a/CoReward-Qwen2.5-7B.i1-IQ4_NL.gguf b/CoReward-Qwen2.5-7B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..c87fa25 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a275f3d64dbe870bf6d119fd7465c91afd3c891d0232da59c6cbeb840eb4b6a +size 4437813760 diff --git a/CoReward-Qwen2.5-7B.i1-IQ4_XS.gguf b/CoReward-Qwen2.5-7B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..2f81369 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bab47e7be96f9142a09baa00b03d5a916e2b8a012b3e98520d3b10a96a952ea1 +size 4218472960 diff --git a/CoReward-Qwen2.5-7B.i1-Q2_K.gguf b/CoReward-Qwen2.5-7B.i1-Q2_K.gguf new file mode 100644 index 0000000..557b9e6 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db1d77d0cee080d114d446d8e152e0249f1bee9053b442779a4968bb8a360d0f +size 3015940608 diff --git a/CoReward-Qwen2.5-7B.i1-Q2_K_S.gguf b/CoReward-Qwen2.5-7B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..670cf81 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b122ac02e685af19fca80244f74aea0594d23c96b6faab66cd15ac0aca308de +size 2834074112 diff --git a/CoReward-Qwen2.5-7B.i1-Q3_K_L.gguf b/CoReward-Qwen2.5-7B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..3c767f8 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a4110a5729a6bf37264e07e06cf1c278ab8e607431f875afedd85ad85c438eb +size 4088459776 diff --git a/CoReward-Qwen2.5-7B.i1-Q3_K_M.gguf b/CoReward-Qwen2.5-7B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..5961ef4 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35a1789f046eef4be7dc26e9b74f00499e16068e3c900655838da45144b6b08a +size 3808391680 diff --git a/CoReward-Qwen2.5-7B.i1-Q3_K_S.gguf b/CoReward-Qwen2.5-7B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..8984351 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61bdfe5262ad66f99812d6e5b26ba00d94dfcf0a83ac5f9bfca946300cde0a53 +size 3492368896 diff --git a/CoReward-Qwen2.5-7B.i1-Q4_0.gguf b/CoReward-Qwen2.5-7B.i1-Q4_0.gguf new file mode 100644 index 0000000..72a78d8 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c991e58280afa3381f8a164cb905e51f178c5e5b2d9eff6ffbaf2c7b61382357 +size 4444121600 diff --git a/CoReward-Qwen2.5-7B.i1-Q4_1.gguf b/CoReward-Qwen2.5-7B.i1-Q4_1.gguf new file mode 100644 index 0000000..e55bc49 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6483bec300aebc39c26fb24e665c7db5e9841d02824bed4b73e86a0a8846ff9 +size 4873284096 diff --git a/CoReward-Qwen2.5-7B.i1-Q4_K_M.gguf b/CoReward-Qwen2.5-7B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..8ab806f --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3067de9c3061ac8d8adfca9d96e2050e0cb76e6ad4100ff21350c24c4d8e0e99 +size 4683074048 diff --git a/CoReward-Qwen2.5-7B.i1-Q4_K_S.gguf b/CoReward-Qwen2.5-7B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..6967cb6 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a77c8cef1b4fc16c98966044e3e4c407b5b5932c2356300bca46a84881919b9 +size 4457769472 diff --git a/CoReward-Qwen2.5-7B.i1-Q5_K_M.gguf b/CoReward-Qwen2.5-7B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..984b829 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8006e6f9578f7391aa8fe6c0ff6a2fc2e1e8a8349b0db46f4ddf83c1684f099 +size 5444831744 diff --git a/CoReward-Qwen2.5-7B.i1-Q5_K_S.gguf b/CoReward-Qwen2.5-7B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..ce19308 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0a5d198f61621a7c76b2290a92655176876a3a60be7d87af03fc1788fca4219 +size 5315176960 diff --git a/CoReward-Qwen2.5-7B.i1-Q6_K.gguf b/CoReward-Qwen2.5-7B.i1-Q6_K.gguf new file mode 100644 index 0000000..1fd76f5 --- /dev/null +++ b/CoReward-Qwen2.5-7B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f665b5a9aadca670fb1c512c9509e5d9a145760d747c20fbecaadf6a9d4c5a9 +size 6254199296 diff --git a/CoReward-Qwen2.5-7B.imatrix.gguf b/CoReward-Qwen2.5-7B.imatrix.gguf new file mode 100644 index 0000000..c8814b0 --- /dev/null +++ b/CoReward-Qwen2.5-7B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91bd818d46c787a1e75636d49b5e1721b249dd256af037690c78af318469cee8 +size 4560352 diff --git a/README.md b/README.md new file mode 100644 index 0000000..572d9c8 --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +base_model: TMLR-Group-HF/Co-rewarding-I-Qwen2.5-7B-MATH +language: +- en +library_name: transformers +license: mit +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/TMLR-Group-HF/Co-rewarding-I-Qwen2.5-7B-MATH + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#CoReward-Qwen2.5-7B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-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/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.1 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ2_M.gguf) | i1-IQ2_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.9 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q2_K.gguf) | i1-Q2_K | 3.1 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.9 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q4_0.gguf) | i1-Q4_0 | 4.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/CoReward-Qwen2.5-7B-i1-GGUF/resolve/main/CoReward-Qwen2.5-7B.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. + +