End of training
Browse files
README.md
CHANGED
|
@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
|
|
| 4 |
tags:
|
| 5 |
- generated_from_trainer
|
| 6 |
model-index:
|
| 7 |
-
- name:
|
| 8 |
results: []
|
| 9 |
---
|
| 10 |
|
| 11 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 12 |
should probably proofread and complete it, then remove this comment. -->
|
| 13 |
|
| 14 |
-
#
|
| 15 |
|
| 16 |
This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
|
| 17 |
It achieves the following results on the evaluation set:
|
| 18 |
-
- Loss: 0.
|
| 19 |
-
- Qwk: 0.
|
| 20 |
-
- Mse: 0.
|
| 21 |
-
- Rmse: 0.
|
| 22 |
|
| 23 |
## Model description
|
| 24 |
|
|
@@ -49,288 +49,263 @@ The following hyperparameters were used during training:
|
|
| 49 |
|
| 50 |
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|
| 51 |
|:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
|
| 52 |
-
| No log | 0.
|
| 53 |
-
| No log | 0.
|
| 54 |
-
| No log | 0.
|
| 55 |
-
| No log | 0.
|
| 56 |
-
| No log | 0.
|
| 57 |
-
| No log | 0.
|
| 58 |
-
| No log | 0.
|
| 59 |
-
| No log | 0.
|
| 60 |
-
| No log | 0.
|
| 61 |
-
| No log | 0.
|
| 62 |
-
| No log |
|
| 63 |
-
| No log |
|
| 64 |
-
| No log |
|
| 65 |
-
| No log | 1.
|
| 66 |
-
| No log | 1.
|
| 67 |
-
| No log | 1.
|
| 68 |
-
| No log | 1.
|
| 69 |
-
| No log | 1.
|
| 70 |
-
| No log | 1.
|
| 71 |
-
| No log | 1.
|
| 72 |
-
| No log | 1.
|
| 73 |
-
| No log |
|
| 74 |
-
| No log |
|
| 75 |
-
| No log |
|
| 76 |
-
| No log |
|
| 77 |
-
| No log |
|
| 78 |
-
| No log |
|
| 79 |
-
| No log | 2.
|
| 80 |
-
| No log | 2.
|
| 81 |
-
| No log | 2.
|
| 82 |
-
| No log | 2.
|
| 83 |
-
| No log | 2.
|
| 84 |
-
| No log |
|
| 85 |
-
| No log |
|
| 86 |
-
| No log |
|
| 87 |
-
| No log |
|
| 88 |
-
| No log |
|
| 89 |
-
| No log |
|
| 90 |
-
| No log |
|
| 91 |
-
| No log |
|
| 92 |
-
| No log |
|
| 93 |
-
| No log | 3.
|
| 94 |
-
| No log | 3.
|
| 95 |
-
| No log |
|
| 96 |
-
| No log |
|
| 97 |
-
| No log |
|
| 98 |
-
| No log |
|
| 99 |
-
| No log |
|
| 100 |
-
| No log |
|
| 101 |
-
| No log |
|
| 102 |
-
| No log |
|
| 103 |
-
| No log |
|
| 104 |
-
| No log |
|
| 105 |
-
| No log |
|
| 106 |
-
| No log |
|
| 107 |
-
| No log |
|
| 108 |
-
| No log |
|
| 109 |
-
| No log |
|
| 110 |
-
| No log |
|
| 111 |
-
| No log |
|
| 112 |
-
| No log |
|
| 113 |
-
| No log |
|
| 114 |
-
| No log |
|
| 115 |
-
| No log |
|
| 116 |
-
| No log |
|
| 117 |
-
| No log |
|
| 118 |
-
| No log |
|
| 119 |
-
| No log |
|
| 120 |
-
| No log |
|
| 121 |
-
| No log |
|
| 122 |
-
| No log |
|
| 123 |
-
| No log |
|
| 124 |
-
| No log |
|
| 125 |
-
| No log |
|
| 126 |
-
| No log |
|
| 127 |
-
| No log |
|
| 128 |
-
| No log |
|
| 129 |
-
| No log |
|
| 130 |
-
| No log |
|
| 131 |
-
| No log |
|
| 132 |
-
| No log |
|
| 133 |
-
| No log |
|
| 134 |
-
| No log |
|
| 135 |
-
| No log |
|
| 136 |
-
| No log |
|
| 137 |
-
| No log |
|
| 138 |
-
| No log |
|
| 139 |
-
| No log |
|
| 140 |
-
| No log |
|
| 141 |
-
| No log |
|
| 142 |
-
| No log |
|
| 143 |
-
| No log |
|
| 144 |
-
| No log |
|
| 145 |
-
| No log |
|
| 146 |
-
| No log |
|
| 147 |
-
| No log |
|
| 148 |
-
| No log |
|
| 149 |
-
| No log |
|
| 150 |
-
| No log |
|
| 151 |
-
| No log |
|
| 152 |
-
| No log |
|
| 153 |
-
| No log |
|
| 154 |
-
| No log |
|
| 155 |
-
| No log |
|
| 156 |
-
| No log |
|
| 157 |
-
| No log |
|
| 158 |
-
| No log |
|
| 159 |
-
| No log |
|
| 160 |
-
| No log |
|
| 161 |
-
| No log |
|
| 162 |
-
| No log |
|
| 163 |
-
| No log |
|
| 164 |
-
| No log |
|
| 165 |
-
| No log |
|
| 166 |
-
| No log |
|
| 167 |
-
| No log |
|
| 168 |
-
| No log |
|
| 169 |
-
| No log |
|
| 170 |
-
| No log |
|
| 171 |
-
| No log |
|
| 172 |
-
| No log |
|
| 173 |
-
| No log |
|
| 174 |
-
| No log |
|
| 175 |
-
| No log |
|
| 176 |
-
| No log |
|
| 177 |
-
| No log |
|
| 178 |
-
| No log |
|
| 179 |
-
| No log |
|
| 180 |
-
| No log |
|
| 181 |
-
| No log |
|
| 182 |
-
| No log |
|
| 183 |
-
| No log |
|
| 184 |
-
| No log |
|
| 185 |
-
| No log |
|
| 186 |
-
| No log |
|
| 187 |
-
| No log |
|
| 188 |
-
| No log |
|
| 189 |
-
| No log |
|
| 190 |
-
| No log |
|
| 191 |
-
| No log |
|
| 192 |
-
| No log |
|
| 193 |
-
| No log |
|
| 194 |
-
| No log |
|
| 195 |
-
| No log |
|
| 196 |
-
| No log |
|
| 197 |
-
| No log |
|
| 198 |
-
| No log |
|
| 199 |
-
| No log |
|
| 200 |
-
| No log |
|
| 201 |
-
| No log |
|
| 202 |
-
| No log |
|
| 203 |
-
| No log |
|
| 204 |
-
| No log |
|
| 205 |
-
| No log |
|
| 206 |
-
| No log |
|
| 207 |
-
| No log |
|
| 208 |
-
| No log |
|
| 209 |
-
| No log |
|
| 210 |
-
| No log |
|
| 211 |
-
| No log |
|
| 212 |
-
| No log |
|
| 213 |
-
| No log |
|
| 214 |
-
| No log |
|
| 215 |
-
| No log |
|
| 216 |
-
| No log |
|
| 217 |
-
| No log |
|
| 218 |
-
| No log |
|
| 219 |
-
| No log |
|
| 220 |
-
| No log |
|
| 221 |
-
| No log |
|
| 222 |
-
| No log |
|
| 223 |
-
| No log |
|
| 224 |
-
| No log |
|
| 225 |
-
| No log |
|
| 226 |
-
| No log |
|
| 227 |
-
| No log |
|
| 228 |
-
| No log |
|
| 229 |
-
| No log |
|
| 230 |
-
| No log |
|
| 231 |
-
| No log |
|
| 232 |
-
| No log |
|
| 233 |
-
| No log |
|
| 234 |
-
| No log |
|
| 235 |
-
| No log |
|
| 236 |
-
| No log |
|
| 237 |
-
| No log |
|
| 238 |
-
| No log |
|
| 239 |
-
| No log |
|
| 240 |
-
| No log |
|
| 241 |
-
| No log |
|
| 242 |
-
| No log |
|
| 243 |
-
| No log |
|
| 244 |
-
| No log |
|
| 245 |
-
| No log |
|
| 246 |
-
| No log |
|
| 247 |
-
| No log |
|
| 248 |
-
| No log |
|
| 249 |
-
| No log |
|
| 250 |
-
| No log |
|
| 251 |
-
| No log |
|
| 252 |
-
| No log |
|
| 253 |
-
| No log |
|
| 254 |
-
| No log |
|
| 255 |
-
| No log |
|
| 256 |
-
| No log |
|
| 257 |
-
| No log |
|
| 258 |
-
| No log |
|
| 259 |
-
| No log |
|
| 260 |
-
| No log |
|
| 261 |
-
| No log |
|
| 262 |
-
| No log |
|
| 263 |
-
| No log |
|
| 264 |
-
| No log |
|
| 265 |
-
| No log |
|
| 266 |
-
| No log |
|
| 267 |
-
| No log |
|
| 268 |
-
| No log |
|
| 269 |
-
| No log |
|
| 270 |
-
| No log |
|
| 271 |
-
| No log |
|
| 272 |
-
| No log |
|
| 273 |
-
| No log |
|
| 274 |
-
| No log |
|
| 275 |
-
| No log |
|
| 276 |
-
| No log |
|
| 277 |
-
| No log |
|
| 278 |
-
| No log |
|
| 279 |
-
| No log |
|
| 280 |
-
| No log |
|
| 281 |
-
| No log |
|
| 282 |
-
| No log |
|
| 283 |
-
| No log |
|
| 284 |
-
| No log |
|
| 285 |
-
| No log |
|
| 286 |
-
| No log |
|
| 287 |
-
| No log |
|
| 288 |
-
| No log |
|
| 289 |
-
| No log |
|
| 290 |
-
| No log |
|
| 291 |
-
| No log |
|
| 292 |
-
| No log |
|
| 293 |
-
| No log |
|
| 294 |
-
| No log |
|
| 295 |
-
| No log |
|
| 296 |
-
| No log |
|
| 297 |
-
| No log |
|
| 298 |
-
| No log |
|
| 299 |
-
| No log |
|
| 300 |
-
| No log |
|
| 301 |
-
| 0.
|
| 302 |
-
| 0.
|
| 303 |
-
| 0.
|
| 304 |
-
| 0.
|
| 305 |
-
| 0.
|
| 306 |
-
| 0.
|
| 307 |
-
| 0.
|
| 308 |
-
| 0.
|
| 309 |
-
| 0.3761 | 23.4545 | 516 | 0.6932 | 0.7361 | 0.6932 | 0.8326 |
|
| 310 |
-
| 0.3761 | 23.5455 | 518 | 0.6995 | 0.7361 | 0.6995 | 0.8363 |
|
| 311 |
-
| 0.3761 | 23.6364 | 520 | 0.7301 | 0.7042 | 0.7301 | 0.8544 |
|
| 312 |
-
| 0.3761 | 23.7273 | 522 | 0.7653 | 0.7183 | 0.7653 | 0.8748 |
|
| 313 |
-
| 0.3761 | 23.8182 | 524 | 0.7722 | 0.7183 | 0.7722 | 0.8788 |
|
| 314 |
-
| 0.3761 | 23.9091 | 526 | 0.7928 | 0.6950 | 0.7928 | 0.8904 |
|
| 315 |
-
| 0.3761 | 24.0 | 528 | 0.8384 | 0.7 | 0.8384 | 0.9156 |
|
| 316 |
-
| 0.3761 | 24.0909 | 530 | 0.9017 | 0.6475 | 0.9017 | 0.9496 |
|
| 317 |
-
| 0.3761 | 24.1818 | 532 | 0.9052 | 0.6475 | 0.9052 | 0.9514 |
|
| 318 |
-
| 0.3761 | 24.2727 | 534 | 0.8898 | 0.6522 | 0.8898 | 0.9433 |
|
| 319 |
-
| 0.3761 | 24.3636 | 536 | 0.8477 | 0.6715 | 0.8477 | 0.9207 |
|
| 320 |
-
| 0.3761 | 24.4545 | 538 | 0.8138 | 0.6906 | 0.8138 | 0.9021 |
|
| 321 |
-
| 0.3761 | 24.5455 | 540 | 0.8080 | 0.6906 | 0.8080 | 0.8989 |
|
| 322 |
-
| 0.3761 | 24.6364 | 542 | 0.8072 | 0.6906 | 0.8072 | 0.8984 |
|
| 323 |
-
| 0.3761 | 24.7273 | 544 | 0.8105 | 0.6812 | 0.8105 | 0.9003 |
|
| 324 |
-
| 0.3761 | 24.8182 | 546 | 0.8272 | 0.6861 | 0.8272 | 0.9095 |
|
| 325 |
-
| 0.3761 | 24.9091 | 548 | 0.8505 | 0.7042 | 0.8505 | 0.9222 |
|
| 326 |
-
| 0.3761 | 25.0 | 550 | 0.8664 | 0.6906 | 0.8664 | 0.9308 |
|
| 327 |
-
| 0.3761 | 25.0909 | 552 | 0.8594 | 0.6906 | 0.8594 | 0.9270 |
|
| 328 |
-
| 0.3761 | 25.1818 | 554 | 0.8309 | 0.6861 | 0.8309 | 0.9115 |
|
| 329 |
-
| 0.3761 | 25.2727 | 556 | 0.8308 | 0.6569 | 0.8308 | 0.9115 |
|
| 330 |
-
| 0.3761 | 25.3636 | 558 | 0.8580 | 0.6423 | 0.8580 | 0.9263 |
|
| 331 |
-
| 0.3761 | 25.4545 | 560 | 0.8769 | 0.6418 | 0.8769 | 0.9364 |
|
| 332 |
-
| 0.3761 | 25.5455 | 562 | 0.8733 | 0.6519 | 0.8733 | 0.9345 |
|
| 333 |
-
| 0.3761 | 25.6364 | 564 | 0.8447 | 0.6519 | 0.8447 | 0.9191 |
|
| 334 |
|
| 335 |
|
| 336 |
### Framework versions
|
|
|
|
| 4 |
tags:
|
| 5 |
- generated_from_trainer
|
| 6 |
model-index:
|
| 7 |
+
- name: ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k6_task1_organization
|
| 8 |
results: []
|
| 9 |
---
|
| 10 |
|
| 11 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 12 |
should probably proofread and complete it, then remove this comment. -->
|
| 13 |
|
| 14 |
+
# ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k6_task1_organization
|
| 15 |
|
| 16 |
This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
|
| 17 |
It achieves the following results on the evaluation set:
|
| 18 |
+
- Loss: 0.8519
|
| 19 |
+
- Qwk: 0.6711
|
| 20 |
+
- Mse: 0.8519
|
| 21 |
+
- Rmse: 0.9230
|
| 22 |
|
| 23 |
## Model description
|
| 24 |
|
|
|
|
| 49 |
|
| 50 |
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|
| 51 |
|:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
|
| 52 |
+
| No log | 0.0714 | 2 | 6.8483 | 0.0242 | 6.8483 | 2.6169 |
|
| 53 |
+
| No log | 0.1429 | 4 | 4.2553 | 0.0702 | 4.2553 | 2.0628 |
|
| 54 |
+
| No log | 0.2143 | 6 | 3.0992 | 0.0494 | 3.0992 | 1.7604 |
|
| 55 |
+
| No log | 0.2857 | 8 | 2.3857 | 0.0758 | 2.3857 | 1.5446 |
|
| 56 |
+
| No log | 0.3571 | 10 | 2.3365 | -0.0496 | 2.3365 | 1.5286 |
|
| 57 |
+
| No log | 0.4286 | 12 | 1.7178 | 0.1538 | 1.7178 | 1.3107 |
|
| 58 |
+
| No log | 0.5 | 14 | 2.1385 | 0.1538 | 2.1385 | 1.4624 |
|
| 59 |
+
| No log | 0.5714 | 16 | 3.1436 | 0.1059 | 3.1436 | 1.7730 |
|
| 60 |
+
| No log | 0.6429 | 18 | 3.1489 | 0.1078 | 3.1489 | 1.7745 |
|
| 61 |
+
| No log | 0.7143 | 20 | 2.5794 | 0.1104 | 2.5794 | 1.6060 |
|
| 62 |
+
| No log | 0.7857 | 22 | 2.1193 | 0.2466 | 2.1193 | 1.4558 |
|
| 63 |
+
| No log | 0.8571 | 24 | 2.0308 | 0.3288 | 2.0308 | 1.4251 |
|
| 64 |
+
| No log | 0.9286 | 26 | 1.8235 | 0.3459 | 1.8235 | 1.3504 |
|
| 65 |
+
| No log | 1.0 | 28 | 1.6878 | 0.4127 | 1.6878 | 1.2992 |
|
| 66 |
+
| No log | 1.0714 | 30 | 1.5663 | 0.4160 | 1.5663 | 1.2515 |
|
| 67 |
+
| No log | 1.1429 | 32 | 1.7135 | 0.3803 | 1.7135 | 1.3090 |
|
| 68 |
+
| No log | 1.2143 | 34 | 2.4057 | 0.2000 | 2.4057 | 1.5510 |
|
| 69 |
+
| No log | 1.2857 | 36 | 3.1586 | 0.2105 | 3.1586 | 1.7772 |
|
| 70 |
+
| No log | 1.3571 | 38 | 3.2935 | 0.2374 | 3.2935 | 1.8148 |
|
| 71 |
+
| No log | 1.4286 | 40 | 2.4176 | 0.3005 | 2.4176 | 1.5549 |
|
| 72 |
+
| No log | 1.5 | 42 | 1.4300 | 0.5405 | 1.4300 | 1.1958 |
|
| 73 |
+
| No log | 1.5714 | 44 | 1.3056 | 0.5 | 1.3056 | 1.1426 |
|
| 74 |
+
| No log | 1.6429 | 46 | 1.4939 | 0.5135 | 1.4939 | 1.2223 |
|
| 75 |
+
| No log | 1.7143 | 48 | 1.7000 | 0.4516 | 1.7000 | 1.3039 |
|
| 76 |
+
| No log | 1.7857 | 50 | 1.7580 | 0.4076 | 1.7580 | 1.3259 |
|
| 77 |
+
| No log | 1.8571 | 52 | 1.7545 | 0.3822 | 1.7545 | 1.3246 |
|
| 78 |
+
| No log | 1.9286 | 54 | 1.3104 | 0.5775 | 1.3104 | 1.1447 |
|
| 79 |
+
| No log | 2.0 | 56 | 1.0248 | 0.5857 | 1.0248 | 1.0123 |
|
| 80 |
+
| No log | 2.0714 | 58 | 0.9287 | 0.6143 | 0.9287 | 0.9637 |
|
| 81 |
+
| No log | 2.1429 | 60 | 0.8782 | 0.7172 | 0.8782 | 0.9371 |
|
| 82 |
+
| No log | 2.2143 | 62 | 0.8689 | 0.6944 | 0.8689 | 0.9322 |
|
| 83 |
+
| No log | 2.2857 | 64 | 0.9753 | 0.6259 | 0.9753 | 0.9876 |
|
| 84 |
+
| No log | 2.3571 | 66 | 1.5911 | 0.5638 | 1.5911 | 1.2614 |
|
| 85 |
+
| No log | 2.4286 | 68 | 2.0574 | 0.4306 | 2.0574 | 1.4344 |
|
| 86 |
+
| No log | 2.5 | 70 | 1.8307 | 0.5700 | 1.8307 | 1.3530 |
|
| 87 |
+
| No log | 2.5714 | 72 | 1.1568 | 0.6358 | 1.1568 | 1.0755 |
|
| 88 |
+
| No log | 2.6429 | 74 | 0.9008 | 0.7425 | 0.9008 | 0.9491 |
|
| 89 |
+
| No log | 2.7143 | 76 | 0.9285 | 0.7701 | 0.9285 | 0.9636 |
|
| 90 |
+
| No log | 2.7857 | 78 | 1.1918 | 0.6383 | 1.1918 | 1.0917 |
|
| 91 |
+
| No log | 2.8571 | 80 | 1.6383 | 0.5631 | 1.6383 | 1.2799 |
|
| 92 |
+
| No log | 2.9286 | 82 | 1.9032 | 0.5164 | 1.9032 | 1.3796 |
|
| 93 |
+
| No log | 3.0 | 84 | 1.5576 | 0.5756 | 1.5576 | 1.2480 |
|
| 94 |
+
| No log | 3.0714 | 86 | 0.9723 | 0.6744 | 0.9723 | 0.9861 |
|
| 95 |
+
| No log | 3.1429 | 88 | 0.8037 | 0.7162 | 0.8037 | 0.8965 |
|
| 96 |
+
| No log | 3.2143 | 90 | 0.8239 | 0.6757 | 0.8239 | 0.9077 |
|
| 97 |
+
| No log | 3.2857 | 92 | 0.8418 | 0.6849 | 0.8418 | 0.9175 |
|
| 98 |
+
| No log | 3.3571 | 94 | 0.8943 | 0.6434 | 0.8943 | 0.9457 |
|
| 99 |
+
| No log | 3.4286 | 96 | 1.2668 | 0.5616 | 1.2668 | 1.1255 |
|
| 100 |
+
| No log | 3.5 | 98 | 1.3191 | 0.5405 | 1.3191 | 1.1485 |
|
| 101 |
+
| No log | 3.5714 | 100 | 1.2024 | 0.5714 | 1.2024 | 1.0965 |
|
| 102 |
+
| No log | 3.6429 | 102 | 0.9286 | 0.6667 | 0.9286 | 0.9636 |
|
| 103 |
+
| No log | 3.7143 | 104 | 0.7043 | 0.7347 | 0.7043 | 0.8392 |
|
| 104 |
+
| No log | 3.7857 | 106 | 0.6984 | 0.6933 | 0.6984 | 0.8357 |
|
| 105 |
+
| No log | 3.8571 | 108 | 0.7986 | 0.6712 | 0.7986 | 0.8937 |
|
| 106 |
+
| No log | 3.9286 | 110 | 0.7605 | 0.6993 | 0.7605 | 0.8721 |
|
| 107 |
+
| No log | 4.0 | 112 | 0.8476 | 0.7051 | 0.8476 | 0.9207 |
|
| 108 |
+
| No log | 4.0714 | 114 | 1.1007 | 0.6135 | 1.1007 | 1.0491 |
|
| 109 |
+
| No log | 4.1429 | 116 | 1.2791 | 0.6111 | 1.2791 | 1.1310 |
|
| 110 |
+
| No log | 4.2143 | 118 | 1.1547 | 0.5935 | 1.1547 | 1.0746 |
|
| 111 |
+
| No log | 4.2857 | 120 | 1.0334 | 0.5985 | 1.0334 | 1.0165 |
|
| 112 |
+
| No log | 4.3571 | 122 | 1.0444 | 0.5985 | 1.0444 | 1.0219 |
|
| 113 |
+
| No log | 4.4286 | 124 | 1.1124 | 0.5985 | 1.1124 | 1.0547 |
|
| 114 |
+
| No log | 4.5 | 126 | 1.0447 | 0.5985 | 1.0447 | 1.0221 |
|
| 115 |
+
| No log | 4.5714 | 128 | 1.0337 | 0.6143 | 1.0337 | 1.0167 |
|
| 116 |
+
| No log | 4.6429 | 130 | 1.1096 | 0.6351 | 1.1096 | 1.0534 |
|
| 117 |
+
| No log | 4.7143 | 132 | 0.9678 | 0.6577 | 0.9678 | 0.9838 |
|
| 118 |
+
| No log | 4.7857 | 134 | 0.7798 | 0.7162 | 0.7798 | 0.8831 |
|
| 119 |
+
| No log | 4.8571 | 136 | 0.6373 | 0.7467 | 0.6373 | 0.7983 |
|
| 120 |
+
| No log | 4.9286 | 138 | 0.6208 | 0.7632 | 0.6208 | 0.7879 |
|
| 121 |
+
| No log | 5.0 | 140 | 0.6685 | 0.7662 | 0.6685 | 0.8176 |
|
| 122 |
+
| No log | 5.0714 | 142 | 0.8938 | 0.7135 | 0.8938 | 0.9454 |
|
| 123 |
+
| No log | 5.1429 | 144 | 1.0089 | 0.6514 | 1.0089 | 1.0044 |
|
| 124 |
+
| No log | 5.2143 | 146 | 1.0834 | 0.6316 | 1.0834 | 1.0409 |
|
| 125 |
+
| No log | 5.2857 | 148 | 0.9138 | 0.6968 | 0.9138 | 0.9559 |
|
| 126 |
+
| No log | 5.3571 | 150 | 0.6818 | 0.7763 | 0.6818 | 0.8257 |
|
| 127 |
+
| No log | 5.4286 | 152 | 0.6955 | 0.7273 | 0.6955 | 0.8340 |
|
| 128 |
+
| No log | 5.5 | 154 | 0.7379 | 0.7075 | 0.7379 | 0.8590 |
|
| 129 |
+
| No log | 5.5714 | 156 | 0.8085 | 0.6483 | 0.8085 | 0.8992 |
|
| 130 |
+
| No log | 5.6429 | 158 | 0.8182 | 0.6528 | 0.8182 | 0.9045 |
|
| 131 |
+
| No log | 5.7143 | 160 | 0.8205 | 0.6377 | 0.8205 | 0.9058 |
|
| 132 |
+
| No log | 5.7857 | 162 | 0.8915 | 0.6107 | 0.8915 | 0.9442 |
|
| 133 |
+
| No log | 5.8571 | 164 | 0.9326 | 0.5954 | 0.9326 | 0.9657 |
|
| 134 |
+
| No log | 5.9286 | 166 | 0.9215 | 0.5693 | 0.9215 | 0.9600 |
|
| 135 |
+
| No log | 6.0 | 168 | 1.0441 | 0.6069 | 1.0441 | 1.0218 |
|
| 136 |
+
| No log | 6.0714 | 170 | 1.4206 | 0.5989 | 1.4206 | 1.1919 |
|
| 137 |
+
| No log | 6.1429 | 172 | 1.4585 | 0.6 | 1.4585 | 1.2077 |
|
| 138 |
+
| No log | 6.2143 | 174 | 1.0576 | 0.6514 | 1.0576 | 1.0284 |
|
| 139 |
+
| No log | 6.2857 | 176 | 0.8328 | 0.7219 | 0.8328 | 0.9126 |
|
| 140 |
+
| No log | 6.3571 | 178 | 0.7027 | 0.7613 | 0.7027 | 0.8382 |
|
| 141 |
+
| No log | 6.4286 | 180 | 0.7071 | 0.7682 | 0.7071 | 0.8409 |
|
| 142 |
+
| No log | 6.5 | 182 | 0.7062 | 0.6986 | 0.7062 | 0.8404 |
|
| 143 |
+
| No log | 6.5714 | 184 | 0.7558 | 0.7248 | 0.7558 | 0.8693 |
|
| 144 |
+
| No log | 6.6429 | 186 | 0.7974 | 0.6573 | 0.7974 | 0.8930 |
|
| 145 |
+
| No log | 6.7143 | 188 | 0.7792 | 0.6713 | 0.7792 | 0.8827 |
|
| 146 |
+
| No log | 6.7857 | 190 | 0.7128 | 0.7034 | 0.7128 | 0.8443 |
|
| 147 |
+
| No log | 6.8571 | 192 | 0.6143 | 0.7703 | 0.6143 | 0.7838 |
|
| 148 |
+
| No log | 6.9286 | 194 | 0.6475 | 0.8176 | 0.6475 | 0.8047 |
|
| 149 |
+
| No log | 7.0 | 196 | 0.9502 | 0.7213 | 0.9502 | 0.9748 |
|
| 150 |
+
| No log | 7.0714 | 198 | 1.3218 | 0.5990 | 1.3218 | 1.1497 |
|
| 151 |
+
| No log | 7.1429 | 200 | 1.1758 | 0.6211 | 1.1758 | 1.0843 |
|
| 152 |
+
| No log | 7.2143 | 202 | 0.8082 | 0.7425 | 0.8082 | 0.8990 |
|
| 153 |
+
| No log | 7.2857 | 204 | 0.7117 | 0.7778 | 0.7117 | 0.8437 |
|
| 154 |
+
| No log | 7.3571 | 206 | 0.6946 | 0.7368 | 0.6946 | 0.8334 |
|
| 155 |
+
| No log | 7.4286 | 208 | 0.7827 | 0.7702 | 0.7827 | 0.8847 |
|
| 156 |
+
| No log | 7.5 | 210 | 0.8767 | 0.6747 | 0.8767 | 0.9363 |
|
| 157 |
+
| No log | 7.5714 | 212 | 0.8272 | 0.7308 | 0.8272 | 0.9095 |
|
| 158 |
+
| No log | 7.6429 | 214 | 0.6988 | 0.7027 | 0.6988 | 0.8359 |
|
| 159 |
+
| No log | 7.7143 | 216 | 0.6826 | 0.7222 | 0.6826 | 0.8262 |
|
| 160 |
+
| No log | 7.7857 | 218 | 0.7329 | 0.6761 | 0.7329 | 0.8561 |
|
| 161 |
+
| No log | 7.8571 | 220 | 0.8396 | 0.6043 | 0.8396 | 0.9163 |
|
| 162 |
+
| No log | 7.9286 | 222 | 0.8157 | 0.6232 | 0.8157 | 0.9032 |
|
| 163 |
+
| No log | 8.0 | 224 | 0.7752 | 0.6866 | 0.7752 | 0.8805 |
|
| 164 |
+
| No log | 8.0714 | 226 | 0.8457 | 0.6615 | 0.8457 | 0.9196 |
|
| 165 |
+
| No log | 8.1429 | 228 | 0.8256 | 0.6870 | 0.8256 | 0.9086 |
|
| 166 |
+
| No log | 8.2143 | 230 | 0.7420 | 0.7376 | 0.7420 | 0.8614 |
|
| 167 |
+
| No log | 8.2857 | 232 | 0.7530 | 0.6475 | 0.7530 | 0.8677 |
|
| 168 |
+
| No log | 8.3571 | 234 | 0.8607 | 0.6752 | 0.8607 | 0.9278 |
|
| 169 |
+
| No log | 8.4286 | 236 | 1.0144 | 0.6707 | 1.0144 | 1.0072 |
|
| 170 |
+
| No log | 8.5 | 238 | 0.9194 | 0.6914 | 0.9194 | 0.9588 |
|
| 171 |
+
| No log | 8.5714 | 240 | 0.7308 | 0.6434 | 0.7308 | 0.8549 |
|
| 172 |
+
| No log | 8.6429 | 242 | 0.6458 | 0.7586 | 0.6458 | 0.8036 |
|
| 173 |
+
| No log | 8.7143 | 244 | 0.6682 | 0.7448 | 0.6682 | 0.8174 |
|
| 174 |
+
| No log | 8.7857 | 246 | 0.6765 | 0.75 | 0.6765 | 0.8225 |
|
| 175 |
+
| No log | 8.8571 | 248 | 0.7626 | 0.6528 | 0.7626 | 0.8732 |
|
| 176 |
+
| No log | 8.9286 | 250 | 0.9629 | 0.7125 | 0.9629 | 0.9813 |
|
| 177 |
+
| No log | 9.0 | 252 | 1.0433 | 0.7030 | 1.0433 | 1.0214 |
|
| 178 |
+
| No log | 9.0714 | 254 | 0.9069 | 0.7105 | 0.9069 | 0.9523 |
|
| 179 |
+
| No log | 9.1429 | 256 | 0.7432 | 0.6986 | 0.7432 | 0.8621 |
|
| 180 |
+
| No log | 9.2143 | 258 | 0.6975 | 0.6986 | 0.6975 | 0.8352 |
|
| 181 |
+
| No log | 9.2857 | 260 | 0.7864 | 0.7123 | 0.7864 | 0.8868 |
|
| 182 |
+
| No log | 9.3571 | 262 | 0.9959 | 0.6386 | 0.9959 | 0.9979 |
|
| 183 |
+
| No log | 9.4286 | 264 | 1.0890 | 0.6235 | 1.0890 | 1.0436 |
|
| 184 |
+
| No log | 9.5 | 266 | 1.1029 | 0.6341 | 1.1029 | 1.0502 |
|
| 185 |
+
| No log | 9.5714 | 268 | 1.1899 | 0.65 | 1.1899 | 1.0908 |
|
| 186 |
+
| No log | 9.6429 | 270 | 1.1206 | 0.6533 | 1.1206 | 1.0586 |
|
| 187 |
+
| No log | 9.7143 | 272 | 0.9350 | 0.6043 | 0.9350 | 0.9670 |
|
| 188 |
+
| No log | 9.7857 | 274 | 0.8765 | 0.6620 | 0.8765 | 0.9362 |
|
| 189 |
+
| No log | 9.8571 | 276 | 0.7771 | 0.6383 | 0.7771 | 0.8815 |
|
| 190 |
+
| No log | 9.9286 | 278 | 0.7444 | 0.6620 | 0.7444 | 0.8628 |
|
| 191 |
+
| No log | 10.0 | 280 | 0.7500 | 0.6620 | 0.7500 | 0.8660 |
|
| 192 |
+
| No log | 10.0714 | 282 | 0.8414 | 0.6883 | 0.8414 | 0.9173 |
|
| 193 |
+
| No log | 10.1429 | 284 | 0.8214 | 0.6759 | 0.8214 | 0.9063 |
|
| 194 |
+
| No log | 10.2143 | 286 | 0.8196 | 0.6712 | 0.8196 | 0.9053 |
|
| 195 |
+
| No log | 10.2857 | 288 | 0.8185 | 0.6712 | 0.8185 | 0.9047 |
|
| 196 |
+
| No log | 10.3571 | 290 | 0.8785 | 0.6849 | 0.8785 | 0.9373 |
|
| 197 |
+
| No log | 10.4286 | 292 | 0.9487 | 0.6667 | 0.9487 | 0.9740 |
|
| 198 |
+
| No log | 10.5 | 294 | 1.1240 | 0.6503 | 1.1240 | 1.0602 |
|
| 199 |
+
| No log | 10.5714 | 296 | 1.3009 | 0.6136 | 1.3009 | 1.1406 |
|
| 200 |
+
| No log | 10.6429 | 298 | 1.3535 | 0.6034 | 1.3535 | 1.1634 |
|
| 201 |
+
| No log | 10.7143 | 300 | 1.3385 | 0.6034 | 1.3385 | 1.1569 |
|
| 202 |
+
| No log | 10.7857 | 302 | 1.2932 | 0.6034 | 1.2932 | 1.1372 |
|
| 203 |
+
| No log | 10.8571 | 304 | 0.9762 | 0.6585 | 0.9762 | 0.9880 |
|
| 204 |
+
| No log | 10.9286 | 306 | 0.9019 | 0.7105 | 0.9019 | 0.9497 |
|
| 205 |
+
| No log | 11.0 | 308 | 1.0581 | 0.6133 | 1.0581 | 1.0287 |
|
| 206 |
+
| No log | 11.0714 | 310 | 1.2683 | 0.6452 | 1.2683 | 1.1262 |
|
| 207 |
+
| No log | 11.1429 | 312 | 1.1949 | 0.5874 | 1.1949 | 1.0931 |
|
| 208 |
+
| No log | 11.2143 | 314 | 1.0309 | 0.5899 | 1.0309 | 1.0153 |
|
| 209 |
+
| No log | 11.2857 | 316 | 0.8234 | 0.6377 | 0.8234 | 0.9074 |
|
| 210 |
+
| No log | 11.3571 | 318 | 0.7315 | 0.6763 | 0.7315 | 0.8553 |
|
| 211 |
+
| No log | 11.4286 | 320 | 0.7477 | 0.6619 | 0.7477 | 0.8647 |
|
| 212 |
+
| No log | 11.5 | 322 | 0.8298 | 0.6571 | 0.8298 | 0.9110 |
|
| 213 |
+
| No log | 11.5714 | 324 | 0.7900 | 0.6667 | 0.7900 | 0.8888 |
|
| 214 |
+
| No log | 11.6429 | 326 | 0.8108 | 0.6667 | 0.8108 | 0.9005 |
|
| 215 |
+
| No log | 11.7143 | 328 | 0.8679 | 0.6667 | 0.8679 | 0.9316 |
|
| 216 |
+
| No log | 11.7857 | 330 | 0.8143 | 0.6667 | 0.8143 | 0.9024 |
|
| 217 |
+
| No log | 11.8571 | 332 | 0.7500 | 0.6619 | 0.7500 | 0.8660 |
|
| 218 |
+
| No log | 11.9286 | 334 | 0.7371 | 0.6950 | 0.7371 | 0.8586 |
|
| 219 |
+
| No log | 12.0 | 336 | 0.7725 | 0.6571 | 0.7725 | 0.8789 |
|
| 220 |
+
| No log | 12.0714 | 338 | 0.8648 | 0.6241 | 0.8648 | 0.9300 |
|
| 221 |
+
| No log | 12.1429 | 340 | 0.9705 | 0.6207 | 0.9705 | 0.9852 |
|
| 222 |
+
| No log | 12.2143 | 342 | 1.1560 | 0.6369 | 1.1560 | 1.0752 |
|
| 223 |
+
| No log | 12.2857 | 344 | 1.0753 | 0.6543 | 1.0753 | 1.0370 |
|
| 224 |
+
| No log | 12.3571 | 346 | 0.8438 | 0.6933 | 0.8438 | 0.9186 |
|
| 225 |
+
| No log | 12.4286 | 348 | 0.7227 | 0.7027 | 0.7227 | 0.8501 |
|
| 226 |
+
| No log | 12.5 | 350 | 0.7609 | 0.7436 | 0.7609 | 0.8723 |
|
| 227 |
+
| No log | 12.5714 | 352 | 0.7111 | 0.7333 | 0.7111 | 0.8433 |
|
| 228 |
+
| No log | 12.6429 | 354 | 0.7426 | 0.7237 | 0.7426 | 0.8617 |
|
| 229 |
+
| No log | 12.7143 | 356 | 0.8979 | 0.7329 | 0.8979 | 0.9476 |
|
| 230 |
+
| No log | 12.7857 | 358 | 0.9576 | 0.7125 | 0.9576 | 0.9786 |
|
| 231 |
+
| No log | 12.8571 | 360 | 0.7990 | 0.7105 | 0.7990 | 0.8939 |
|
| 232 |
+
| No log | 12.9286 | 362 | 0.8032 | 0.7105 | 0.8032 | 0.8962 |
|
| 233 |
+
| No log | 13.0 | 364 | 0.8459 | 0.6887 | 0.8459 | 0.9197 |
|
| 234 |
+
| No log | 13.0714 | 366 | 0.6871 | 0.7383 | 0.6871 | 0.8289 |
|
| 235 |
+
| No log | 13.1429 | 368 | 0.5879 | 0.7397 | 0.5879 | 0.7667 |
|
| 236 |
+
| No log | 13.2143 | 370 | 0.6186 | 0.7429 | 0.6186 | 0.7865 |
|
| 237 |
+
| No log | 13.2857 | 372 | 0.6346 | 0.7432 | 0.6346 | 0.7966 |
|
| 238 |
+
| No log | 13.3571 | 374 | 0.6686 | 0.7162 | 0.6686 | 0.8177 |
|
| 239 |
+
| No log | 13.4286 | 376 | 0.7485 | 0.7020 | 0.7485 | 0.8652 |
|
| 240 |
+
| No log | 13.5 | 378 | 0.8893 | 0.7329 | 0.8893 | 0.9430 |
|
| 241 |
+
| No log | 13.5714 | 380 | 0.9455 | 0.6914 | 0.9455 | 0.9724 |
|
| 242 |
+
| No log | 13.6429 | 382 | 0.8442 | 0.7453 | 0.8442 | 0.9188 |
|
| 243 |
+
| No log | 13.7143 | 384 | 0.7141 | 0.7662 | 0.7141 | 0.8451 |
|
| 244 |
+
| No log | 13.7857 | 386 | 0.6414 | 0.7333 | 0.6414 | 0.8008 |
|
| 245 |
+
| No log | 13.8571 | 388 | 0.6300 | 0.7260 | 0.6300 | 0.7937 |
|
| 246 |
+
| No log | 13.9286 | 390 | 0.6699 | 0.7320 | 0.6699 | 0.8185 |
|
| 247 |
+
| No log | 14.0 | 392 | 0.7683 | 0.7531 | 0.7683 | 0.8765 |
|
| 248 |
+
| No log | 14.0714 | 394 | 0.7479 | 0.7261 | 0.7479 | 0.8648 |
|
| 249 |
+
| No log | 14.1429 | 396 | 0.6806 | 0.7211 | 0.6806 | 0.8250 |
|
| 250 |
+
| No log | 14.2143 | 398 | 0.7208 | 0.7123 | 0.7208 | 0.8490 |
|
| 251 |
+
| No log | 14.2857 | 400 | 0.7855 | 0.7075 | 0.7855 | 0.8863 |
|
| 252 |
+
| No log | 14.3571 | 402 | 0.8799 | 0.6389 | 0.8799 | 0.9380 |
|
| 253 |
+
| No log | 14.4286 | 404 | 0.8759 | 0.6389 | 0.8759 | 0.9359 |
|
| 254 |
+
| No log | 14.5 | 406 | 0.8243 | 0.7162 | 0.8243 | 0.9079 |
|
| 255 |
+
| No log | 14.5714 | 408 | 0.8165 | 0.6986 | 0.8165 | 0.9036 |
|
| 256 |
+
| No log | 14.6429 | 410 | 0.7823 | 0.7432 | 0.7823 | 0.8845 |
|
| 257 |
+
| No log | 14.7143 | 412 | 0.8339 | 0.7114 | 0.8339 | 0.9132 |
|
| 258 |
+
| No log | 14.7857 | 414 | 1.0806 | 0.6154 | 1.0806 | 1.0395 |
|
| 259 |
+
| No log | 14.8571 | 416 | 1.3318 | 0.5614 | 1.3318 | 1.1541 |
|
| 260 |
+
| No log | 14.9286 | 418 | 1.2321 | 0.5890 | 1.2321 | 1.1100 |
|
| 261 |
+
| No log | 15.0 | 420 | 1.0503 | 0.5986 | 1.0503 | 1.0248 |
|
| 262 |
+
| No log | 15.0714 | 422 | 1.0069 | 0.6069 | 1.0069 | 1.0034 |
|
| 263 |
+
| No log | 15.1429 | 424 | 0.9370 | 0.6939 | 0.9370 | 0.9680 |
|
| 264 |
+
| No log | 15.2143 | 426 | 0.9540 | 0.6483 | 0.9540 | 0.9767 |
|
| 265 |
+
| No log | 15.2857 | 428 | 1.0004 | 0.5816 | 1.0004 | 1.0002 |
|
| 266 |
+
| No log | 15.3571 | 430 | 1.0388 | 0.6014 | 1.0388 | 1.0192 |
|
| 267 |
+
| No log | 15.4286 | 432 | 1.1750 | 0.5906 | 1.1750 | 1.0840 |
|
| 268 |
+
| No log | 15.5 | 434 | 1.2679 | 0.5906 | 1.2679 | 1.1260 |
|
| 269 |
+
| No log | 15.5714 | 436 | 1.1770 | 0.5906 | 1.1770 | 1.0849 |
|
| 270 |
+
| No log | 15.6429 | 438 | 0.9554 | 0.6575 | 0.9554 | 0.9775 |
|
| 271 |
+
| No log | 15.7143 | 440 | 0.7457 | 0.6986 | 0.7457 | 0.8636 |
|
| 272 |
+
| No log | 15.7857 | 442 | 0.6959 | 0.7297 | 0.6959 | 0.8342 |
|
| 273 |
+
| No log | 15.8571 | 444 | 0.7117 | 0.7297 | 0.7117 | 0.8436 |
|
| 274 |
+
| No log | 15.9286 | 446 | 0.8284 | 0.7607 | 0.8284 | 0.9102 |
|
| 275 |
+
| No log | 16.0 | 448 | 1.0277 | 0.6424 | 1.0277 | 1.0138 |
|
| 276 |
+
| No log | 16.0714 | 450 | 1.1787 | 0.6127 | 1.1787 | 1.0857 |
|
| 277 |
+
| No log | 16.1429 | 452 | 1.1040 | 0.6235 | 1.1040 | 1.0507 |
|
| 278 |
+
| No log | 16.2143 | 454 | 0.9267 | 0.6962 | 0.9267 | 0.9627 |
|
| 279 |
+
| No log | 16.2857 | 456 | 0.7431 | 0.6944 | 0.7431 | 0.8621 |
|
| 280 |
+
| No log | 16.3571 | 458 | 0.6743 | 0.7397 | 0.6743 | 0.8212 |
|
| 281 |
+
| No log | 16.4286 | 460 | 0.6808 | 0.7347 | 0.6808 | 0.8251 |
|
| 282 |
+
| No log | 16.5 | 462 | 0.7444 | 0.7547 | 0.7444 | 0.8628 |
|
| 283 |
+
| No log | 16.5714 | 464 | 0.8993 | 0.7241 | 0.8993 | 0.9483 |
|
| 284 |
+
| No log | 16.6429 | 466 | 1.0118 | 0.6893 | 1.0118 | 1.0059 |
|
| 285 |
+
| No log | 16.7143 | 468 | 1.0443 | 0.6552 | 1.0443 | 1.0219 |
|
| 286 |
+
| No log | 16.7857 | 470 | 1.1560 | 0.6433 | 1.1560 | 1.0752 |
|
| 287 |
+
| No log | 16.8571 | 472 | 1.1823 | 0.6463 | 1.1823 | 1.0873 |
|
| 288 |
+
| No log | 16.9286 | 474 | 1.0635 | 0.6497 | 1.0635 | 1.0313 |
|
| 289 |
+
| No log | 17.0 | 476 | 0.9272 | 0.6839 | 0.9272 | 0.9629 |
|
| 290 |
+
| No log | 17.0714 | 478 | 0.8677 | 0.7261 | 0.8677 | 0.9315 |
|
| 291 |
+
| No log | 17.1429 | 480 | 0.9658 | 0.7037 | 0.9658 | 0.9828 |
|
| 292 |
+
| No log | 17.2143 | 482 | 1.2380 | 0.6034 | 1.2380 | 1.1126 |
|
| 293 |
+
| No log | 17.2857 | 484 | 1.3543 | 0.6196 | 1.3543 | 1.1638 |
|
| 294 |
+
| No log | 17.3571 | 486 | 1.2722 | 0.6188 | 1.2722 | 1.1279 |
|
| 295 |
+
| No log | 17.4286 | 488 | 0.9888 | 0.6627 | 0.9888 | 0.9944 |
|
| 296 |
+
| No log | 17.5 | 490 | 0.7958 | 0.7027 | 0.7958 | 0.8921 |
|
| 297 |
+
| No log | 17.5714 | 492 | 0.7636 | 0.7297 | 0.7636 | 0.8739 |
|
| 298 |
+
| No log | 17.6429 | 494 | 0.8253 | 0.6528 | 0.8253 | 0.9085 |
|
| 299 |
+
| No log | 17.7143 | 496 | 0.8740 | 0.6294 | 0.8740 | 0.9349 |
|
| 300 |
+
| No log | 17.7857 | 498 | 0.8456 | 0.6434 | 0.8456 | 0.9196 |
|
| 301 |
+
| 0.3494 | 17.8571 | 500 | 0.8008 | 0.6853 | 0.8008 | 0.8949 |
|
| 302 |
+
| 0.3494 | 17.9286 | 502 | 0.7370 | 0.7347 | 0.7370 | 0.8585 |
|
| 303 |
+
| 0.3494 | 18.0 | 504 | 0.7771 | 0.7347 | 0.7771 | 0.8815 |
|
| 304 |
+
| 0.3494 | 18.0714 | 506 | 0.8528 | 0.6483 | 0.8528 | 0.9235 |
|
| 305 |
+
| 0.3494 | 18.1429 | 508 | 1.0156 | 0.6443 | 1.0156 | 1.0078 |
|
| 306 |
+
| 0.3494 | 18.2143 | 510 | 1.1386 | 0.6 | 1.1386 | 1.0671 |
|
| 307 |
+
| 0.3494 | 18.2857 | 512 | 1.0605 | 0.6234 | 1.0605 | 1.0298 |
|
| 308 |
+
| 0.3494 | 18.3571 | 514 | 0.8519 | 0.6711 | 0.8519 | 0.9230 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 309 |
|
| 310 |
|
| 311 |
### Framework versions
|