commit 2e06fcb8e45783a16b5cbe52735f7e8ab7046422 Author: ModelHub XC Date: Mon Jun 22 13:21:34 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: fedric95/gemma-2-9b-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..867b956 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,46 @@ +*.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 +gemma-2-9b.FP32.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2-9b-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..cb12323 --- /dev/null +++ b/README.md @@ -0,0 +1,91 @@ +--- +base_model: google/gemma-2-9b +library_name: transformers +license: gemma +pipeline_tag: text-generation +tags: +- conversational +quantized_by: fedric95 +extra_gated_heading: Access Gemma on Hugging Face +extra_gated_prompt: To access Gemma on Hugging Face, you’re required to review and + agree to Google’s usage license. To do this, please ensure you’re logged in to Hugging + Face and click below. Requests are processed immediately. +extra_gated_button_content: Acknowledge license +--- + +## Llamacpp Quantizations of Meta-Llama-3.1-8B + +Using llama.cpp release b3583 for quantization. + +Original model: https://huggingface.co/google/gemma-2-9b + +## Download a file (not the whole branch) from below: + +| Filename | Quant type | File Size | Perplexity (wikitext-2-raw-v1.test) | +| -------- | ---------- | --------- | ----------- | +| [gemma-2-9b.FP32.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b.FP32.gguf) | FP32 | 37.00GB | 6.9209 +/- 0.04660 | +| [gemma-2-9b-Q8_0.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q8_0.gguf) | Q8_0 | 9.83GB | 6.9222 +/- 0.04660 | +| [gemma-2-9b-Q6_K.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q6_K.gguf) | Q6_K | 7.59GB | 6.9353 +/- 0.04675 | +| [gemma-2-9b-Q5_K_M.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q5_K_M.gguf) | Q5_K_M | 6.65GB | 6.9571 +/- 0.04687 | +| [gemma-2-9b-Q5_K_S.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q5_K_S.gguf) | Q5_K_S | 6.48GB | 6.9623 +/- 0.04690 | +| [gemma-2-9b-Q4_K_M.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q4_K_M.gguf) | Q4_K_M | 5.76GB | 7.0220 +/- 0.04737 | +| [gemma-2-9b-Q4_K_S.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q4_K_S.gguf) | Q4_K_S | 5.48GB | 7.0622 +/- 0.04777 | +| [gemma-2-9b-Q3_K_L.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q3_K_L.gguf) | Q3_K_L | 5.13GB | 7.2144 +/- 0.04910 | +| [gemma-2-9b-Q3_K_M.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q3_K_M.gguf) | Q3_K_M | 4.76GB | 7.2849 +/- 0.04970 | +| [gemma-2-9b-Q3_K_S.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q3_K_S.gguf) | Q3_K_S | 4.34GB | 7.6869 +/- 0.05373 | +| [gemma-2-9b-Q2_K.gguf](https://huggingface.co/fedric95/gemma-2-9b-GGUF/blob/main/gemma-2-9b-Q2_K.gguf) | Q2_K | 3.81GB | 8.7979 +/- 0.06191 | + +## Benchmark Results + +Results have been computed using: + +[hellaswage_val_full](https://raw.githubusercontent.com/klosax/hellaswag_text_data/main/hellaswag_val_full.txt) + +[winogrande-debiased-eval](https://huggingface.co/datasets/ikawrakow/winogrande-eval-for-llama.cpp/raw/main/winogrande-debiased-eval.csv) + +[mmlu-validation](https://huggingface.co/datasets/ikawrakow/validation-datasets-for-llama.cpp/resolve/main/mmlu-validation.bin) + +| Benchmark | Quant type | Metric | +| -------- | ---------- | --------- | +| WinoGrande (0-shot) | Q8_0 | 74.4278 +/- 1.2261 | +| WinoGrande (0-shot) | Q4_K_M | 74.8224 +/- 1.2198 | +| WinoGrande (0-shot) | Q3_K_M | 74.1910 +/- 1.2298 | +| WinoGrande (0-shot) | Q3_K_S | 72.6125 +/- 1.2533 | +| WinoGrande (0-shot) | Q2_K | 71.4286 +/- 1.2697 | +| HellaSwag (0-shot) | Q8_0 | 78.39075881 | +| HellaSwag (0-shot) | Q4_K_M | 77.87293368 | +| HellaSwag (0-shot) | Q3_K_M | 76.64807807 | +| HellaSwag (0-shot) | Q3_K_S | 76.08046206 | +| HellaSwag (0-shot) | Q2_K | 73.07309301 | +| MMLU (0-shot) | Q8_0 | 42.5065 +/- 1.2569 | +| MMLU (0-shot) | Q4_K_M | 42.5065 +/- 1.2569 | +| MMLU (0-shot) | Q3_K_M | 41.3437 +/- 1.2520 | +| MMLU (0-shot) | Q3_K_S | 40.5685 +/- 1.2484 | +| MMLU (0-shot) | Q2_K | 38.1137 +/- 1.2348 | + +## Downloading using huggingface-cli + +First, make sure you have hugginface-cli installed: + +``` +pip install -U "huggingface_hub[cli]" +``` + +Then, you can target the specific file you want: + +``` +huggingface-cli download fedric95/gemma-2-9b-GGUF --include "gemma-2-9b-Q4_K_M.gguf" --local-dir ./ +``` + +If the model is bigger than 50GB, it will have been split into multiple files. In order to download them all to a local folder, run: + +``` +huggingface-cli download fedric95/gemma-2-9b-GGUF --include "gemma-2-9b-Q8_0.gguf/*" --local-dir gemma-2-9b-Q8_0 +``` + +You can either specify a new local-dir (gemma-2-9b-Q8_0) or download them all in place (./) + + +## Reproducibility + +https://github.com/ggerganov/llama.cpp/discussions/9020#discussioncomment-10335638 diff --git a/gemma-2-9b-Q2_K.gguf b/gemma-2-9b-Q2_K.gguf new file mode 100644 index 0000000..ec1d65e --- /dev/null +++ b/gemma-2-9b-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6e1a13e9d0c38c9cde607fc4521dff99200993388dadb117c47c8f867c4aa5df +size 3805397248 diff --git a/gemma-2-9b-Q2_K.hellaswag.txt b/gemma-2-9b-Q2_K.hellaswag.txt new file mode 100644 index 0000000..298e803 --- /dev/null +++ b/gemma-2-9b-Q2_K.hellaswag.txt @@ -0,0 +1,10045 @@ + +task acc_norm +1 100.00000000 +2 100.00000000 +3 100.00000000 +4 100.00000000 +5 100.00000000 +6 83.33333333 +7 71.42857143 +8 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b/gemma-2-9b-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f342fa3bb100e370de6d6dfcfdf7cc306cbfa5c6cdfb76b9ec1dc75e9e6c315 +size 5478924544 diff --git a/gemma-2-9b-Q5_K_M.gguf b/gemma-2-9b-Q5_K_M.gguf new file mode 100644 index 0000000..e2507f6 --- /dev/null +++ b/gemma-2-9b-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76550eb54adefb2efb6e4886aaa6a6cb881e15640cfc06d0c2af16d5d2ac5fef +size 6647365888 diff --git a/gemma-2-9b-Q5_K_S.gguf b/gemma-2-9b-Q5_K_S.gguf new file mode 100644 index 0000000..ec77455 --- /dev/null +++ b/gemma-2-9b-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:370a793626b4114aba88d19f3cfa4d5a820abd6826a01fd2d47450163ec1a181 +size 6483591424 diff --git a/gemma-2-9b-Q6_K.gguf b/gemma-2-9b-Q6_K.gguf new file mode 100644 index 0000000..11e8452 --- /dev/null +++ b/gemma-2-9b-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b8bfa779c132ca7b5842d226a2e31c591bb51cd8368d7a53a3750ba75c66605 +size 7589069056 diff --git a/gemma-2-9b-Q8_0.gguf b/gemma-2-9b-Q8_0.gguf new file mode 100644 index 0000000..9e2b7dd --- /dev/null +++ b/gemma-2-9b-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:619ffa1c11b1a3b54299f326c1b0a300a9acf7fdfb698d643172cefb211b41d0 +size 9827148032 diff --git a/gemma-2-9b-Q8_0.mmlu.txt b/gemma-2-9b-Q8_0.mmlu.txt new file mode 100644 index 0000000..ad25835 --- /dev/null +++ b/gemma-2-9b-Q8_0.mmlu.txt @@ -0,0 +1,1558 @@ +multiple_choice_score: there are 1548 tasks in prompt +multiple_choice_score: reading tasks.......................................................................................................done +multiple_choice_score: preparing task data...done +multiple_choice_score : calculating TruthfulQA score over 1548 tasks. + +task acc_norm +1 0.00000000 +2 0.00000000 +3 33.33333333 +4 25.00000000 +5 40.00000000 +6 50.00000000 +7 42.85714286 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-3.386442 1 2 +1079 74.2354 -2.753329 -3.840234 1 1 +1080 74.2593 -3.112736 -3.240959 1 1 +1081 74.2831 -2.631911 -3.925624 1 1 +1082 74.3068 -1.686429 -1.080191 2 2 +1083 74.2382 -3.803810 -3.888390 1 2 +1084 74.2620 -4.402678 -6.009725 1 1 +1085 74.2857 -2.518310 -2.680764 1 1 +1086 74.3094 -2.995871 -3.216932 1 1 +1087 74.3330 -2.907351 -2.659108 2 2 +1088 74.3566 -5.922709 -4.440929 2 2 +1089 74.3802 -1.863571 -2.434613 1 1 +1090 74.3119 -5.501162 -5.544202 1 2 +1091 74.2438 -4.900867 -5.466868 1 2 +1092 74.2674 -1.854880 -1.716136 2 2 +1093 74.1995 -2.327194 -2.329943 1 2 +1094 74.2230 -7.975366 -5.382071 2 2 +1095 74.2466 -0.762477 -2.185355 1 1 +1096 74.2701 -3.212424 -3.853924 1 1 +1097 74.2935 -2.475451 -0.833981 2 2 +1098 74.3169 -1.804828 -1.833364 1 1 +1099 74.2493 -1.557175 -1.507289 2 1 +1100 74.1818 -5.178240 -4.658423 2 1 +1101 74.2053 -1.818919 -3.182115 1 1 +1102 74.2287 -2.333553 -1.722947 2 2 +1103 74.2520 -2.388356 -2.169803 2 2 +1104 74.2754 -2.885367 -2.917958 1 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74.1821 -1.978061 -2.078695 1 1 +1132 74.2049 -3.722382 -3.430996 2 2 +1133 74.2277 -3.954305 -4.327399 1 1 +1134 74.1623 -4.964867 -4.642647 2 1 +1135 74.0969 -5.185710 -6.219973 1 2 +1136 74.1197 -2.250228 -2.688455 1 1 +1137 74.1425 -2.654366 -2.472827 2 2 +1138 74.1652 -5.123473 -4.446937 2 2 +1139 74.1879 -3.356302 -2.378294 2 2 +1140 74.1228 -7.303180 -7.872568 1 2 +1141 74.1455 -6.635233 -8.053430 1 1 +1142 74.0806 -4.755281 -4.431520 2 1 +1143 74.1032 -1.433870 -2.029835 1 1 +1144 74.1259 -3.899272 -3.647578 2 2 +1145 74.1485 -5.388073 -4.515475 2 2 +1146 74.1710 -1.945665 -3.186399 1 1 +1147 74.1935 -4.324014 -3.264914 2 2 +1148 74.2160 -7.834210 -4.781513 2 2 +1149 74.2385 -7.755330 -7.187952 2 2 +1150 74.2609 -4.948964 -4.467290 2 2 +1151 74.1964 -5.396931 -4.787411 2 1 +1152 74.2188 -3.666830 -4.227768 1 1 +1153 74.2411 -12.495193 -8.449042 2 2 +1154 74.2634 -2.031687 -2.122968 1 1 +1155 74.1991 -8.202383 -7.435006 2 1 +1156 74.2215 -3.020906 -3.092271 1 1 +1157 74.2437 -2.960535 -2.787283 2 2 +1158 74.1796 -2.154786 -1.926963 2 1 +1159 74.2019 -2.140859 -1.719113 2 2 +1160 74.2241 -5.075027 -5.707676 1 1 +1161 74.2463 -4.616474 -4.455637 2 2 +1162 74.2685 -3.292744 -5.175951 1 1 +1163 74.2906 -4.937422 -4.474094 2 2 +1164 74.3127 -3.005877 -4.907037 1 1 +1165 74.3348 -4.633464 -5.818667 1 1 +1166 74.3568 -1.828688 -1.051273 2 2 +1167 74.2931 -1.910051 -1.897053 2 1 +1168 74.2295 -2.273793 -2.182879 2 1 +1169 74.2515 -6.335079 -4.989932 2 2 +1170 74.2735 -1.684082 -2.543183 1 1 +1171 74.2955 -9.075825 -3.620597 2 2 +1172 74.3174 -2.584510 -1.928571 2 2 +1173 74.3393 -4.539542 -3.644677 2 2 +1174 74.3612 -5.789851 -4.813395 2 2 +1175 74.2979 -8.762722 -8.847399 1 2 +1176 74.3197 -6.228388 -2.814838 2 2 +1177 74.3415 -5.913136 -5.595769 2 2 +1178 74.3633 -6.238708 -6.732203 1 1 +1179 74.3003 -4.370811 -4.235409 2 1 +1180 74.3220 -4.137271 -4.377355 1 1 +1181 74.3438 -4.284570 -4.391170 1 1 +1182 74.3655 -4.315594 -4.639849 1 1 +1183 74.3026 -4.878146 -4.650329 2 1 +1184 74.3243 -8.349071 -4.567505 2 2 +1185 74.2616 -6.709779 -6.648474 2 1 +1186 74.2833 -1.715784 -2.244756 1 1 +1187 74.2207 -2.809088 -2.873763 1 2 +1188 74.2424 -3.136578 -3.256822 1 1 +1189 74.2641 -3.310670 -4.028274 1 1 +1190 74.2857 -4.615448 -4.236132 2 2 +1191 74.3073 -0.337073 -11.581209 1 1 +1192 74.2450 -0.901415 -10.518463 1 2 +1193 74.1827 -1.753642 -8.471146 1 2 +1194 74.2044 -5.342833 -3.960062 2 2 +1195 74.2259 -5.764658 -4.116488 2 2 +1196 74.2475 -2.720553 -3.026306 1 1 +1197 74.2690 -3.400394 -4.602611 1 1 +1198 74.2905 -5.021501 -3.022495 2 2 +1199 74.3119 -2.678772 -2.675224 2 2 +1200 74.2500 -2.745987 -2.700835 2 1 +1201 74.2714 -0.527031 -7.185127 1 1 +1202 74.2097 -0.217579 -7.539390 1 2 +1203 74.2311 -2.109027 -1.769974 2 2 +1204 74.1694 -6.948302 -7.000100 1 2 +1205 74.1909 -5.641320 -7.236152 1 1 +1206 74.2123 -6.634647 -4.474919 2 2 +1207 74.2336 -2.934199 -3.078118 1 1 +1208 74.2550 -4.176351 -6.243020 1 1 +1209 74.2763 -2.386032 -2.713024 1 1 +1210 74.2975 -4.339304 -3.902297 2 2 +1211 74.3187 -3.446480 -4.458240 1 1 +1212 74.3399 -3.196115 -3.063091 2 2 +1213 74.3611 -4.374197 -3.583262 2 2 +1214 74.3822 -1.588883 -1.757412 1 1 +1215 74.4033 -3.026881 -4.225291 1 1 +1216 74.4243 -3.770947 -4.329340 1 1 +1217 74.4454 -2.212541 -0.434790 2 2 +1218 74.4663 -3.880021 -4.340114 1 1 +1219 74.4873 -6.700188 -6.946842 1 1 +1220 74.4262 -3.883425 -3.517597 2 1 +1221 74.4472 -6.715592 -5.315316 2 2 +1222 74.4681 -5.651019 -5.035328 2 2 +1223 74.4890 -9.771399 -11.602799 1 1 +1224 74.5098 -3.410849 -4.608780 1 1 +1225 74.5306 -5.332058 -3.079849 2 2 +1226 74.5514 -3.314702 -5.844515 1 1 +1227 74.5721 -2.064716 -1.771872 2 2 +1228 74.5928 -1.896975 -2.199113 1 1 +1229 74.6135 -3.882920 -5.418519 1 1 +1230 74.6341 -2.407969 -2.975818 1 1 +1231 74.5735 -4.316139 -4.986780 1 2 +1232 74.5942 -0.324992 -9.259928 1 1 +1233 74.5337 -0.292513 -9.499781 1 2 +1234 74.5543 -1.318256 -1.136683 2 2 +1235 74.4939 -1.806691 -1.788641 2 1 +1236 74.4337 -4.629943 -4.838932 1 2 +1237 74.4543 -3.495403 -7.289155 1 1 +1238 74.4750 -4.158104 -3.776832 2 2 +1239 74.4149 -3.956837 -4.528485 1 2 +1240 74.4355 -3.797200 -3.659801 2 2 +1241 74.3755 -3.713932 -3.353474 2 1 +1242 74.3961 -2.404775 -2.822535 1 1 +1243 74.4167 -3.729088 -3.377415 2 2 +1244 74.4373 -2.280946 -2.106886 2 2 +1245 74.4578 -2.885053 -3.167878 1 1 +1246 74.3981 -5.765407 -5.887819 1 2 +1247 74.4186 -3.153844 -3.555367 1 1 +1248 74.4391 -2.560006 -5.698163 1 1 +1249 74.3795 -4.111863 -3.293218 2 1 +1250 74.4000 -3.603101 -2.967729 2 2 +1251 74.4205 -2.834971 -2.099049 2 2 +1252 74.4409 -2.560524 -1.274714 2 2 +1253 74.4613 -0.942896 -1.391087 1 1 +1254 74.4817 -10.374911 -10.971305 1 1 +1255 74.5020 -12.259771 -9.668399 2 2 +1256 74.5223 -3.681873 -2.972088 2 2 +1257 74.5426 -4.092199 -12.381240 1 1 +1258 74.4833 -3.391190 -3.976388 1 2 +1259 74.5036 -2.346464 -1.863863 2 2 +1260 74.4444 -1.793119 -1.662968 2 1 +1261 74.3854 -2.760453 -2.794888 1 2 +1262 74.4057 -3.187027 -3.191761 1 1 +1263 74.4260 -2.049066 -2.096528 1 1 +1264 74.4462 -2.534576 -3.381737 1 1 +1265 74.4664 -3.843580 -4.051101 1 1 +1266 74.4866 -0.850524 -2.011090 1 1 +1267 74.4278 -6.310634 -6.312209 1 2 + +Final Winogrande score(1267 tasks): 74.4278 +/- 1.2261 diff --git a/gemma-2-9b.FP32.gguf b/gemma-2-9b.FP32.gguf new file mode 100644 index 0000000..39e099f --- /dev/null +++ b/gemma-2-9b.FP32.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4e6340b7ec393d777b2484ebf8d8d7054921a00ab9e352c0c1f7c03ff719972 +size 36972880128