File size: 69,477 Bytes
c1c06bd 655feb3 c1c06bd 655feb3 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 |
---
library_name: transformers
license: other
base_model: PushkarA07/segformer-b0-finetuned-batch2-10Dec
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-batch1-11Dec
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b0-finetuned-batch1-11Dec
This model is a fine-tuned version of [PushkarA07/segformer-b0-finetuned-batch2-10Dec](https://huggingface.co/PushkarA07/segformer-b0-finetuned-batch2-10Dec) on the PushkarA07/batch1-tiles dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0087
- Mean Iou: 0.7627
- Mean Accuracy: 0.8228
- Overall Accuracy: 0.9961
- Accuracy Abnormality: 0.6472
- Iou Abnormality: 0.5292
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 200
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Abnormality | Iou Abnormality |
|:-------------:|:--------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------:|:---------------:|
| 0.011 | 0.4167 | 10 | 0.0146 | 0.6964 | 0.7546 | 0.9948 | 0.5111 | 0.3981 |
| 0.0103 | 0.8333 | 20 | 0.0129 | 0.6798 | 0.6976 | 0.9953 | 0.3958 | 0.3644 |
| 0.0104 | 1.25 | 30 | 0.0123 | 0.6928 | 0.7162 | 0.9954 | 0.4331 | 0.3902 |
| 0.0095 | 1.6667 | 40 | 0.0118 | 0.6863 | 0.7016 | 0.9955 | 0.4038 | 0.3772 |
| 0.0073 | 2.0833 | 50 | 0.0114 | 0.7202 | 0.7666 | 0.9955 | 0.5346 | 0.4450 |
| 0.0143 | 2.5 | 60 | 0.0110 | 0.7160 | 0.7529 | 0.9956 | 0.5070 | 0.4365 |
| 0.0099 | 2.9167 | 70 | 0.0107 | 0.7154 | 0.7446 | 0.9957 | 0.4902 | 0.4352 |
| 0.0093 | 3.3333 | 80 | 0.0106 | 0.7317 | 0.7820 | 0.9956 | 0.5654 | 0.4677 |
| 0.0109 | 3.75 | 90 | 0.0105 | 0.7137 | 0.7391 | 0.9957 | 0.4789 | 0.4317 |
| 0.0047 | 4.1667 | 100 | 0.0105 | 0.7390 | 0.8022 | 0.9956 | 0.6062 | 0.4823 |
| 0.0043 | 4.5833 | 110 | 0.0102 | 0.7267 | 0.7622 | 0.9958 | 0.5255 | 0.4577 |
| 0.0053 | 5.0 | 120 | 0.0101 | 0.7289 | 0.7652 | 0.9958 | 0.5315 | 0.4620 |
| 0.0135 | 5.4167 | 130 | 0.0101 | 0.7411 | 0.7963 | 0.9957 | 0.5940 | 0.4865 |
| 0.0087 | 5.8333 | 140 | 0.0099 | 0.7296 | 0.7623 | 0.9959 | 0.5255 | 0.4632 |
| 0.0109 | 6.25 | 150 | 0.0099 | 0.7429 | 0.7960 | 0.9958 | 0.5934 | 0.4901 |
| 0.0106 | 6.6667 | 160 | 0.0098 | 0.7420 | 0.7898 | 0.9959 | 0.5810 | 0.4882 |
| 0.0067 | 7.0833 | 170 | 0.0098 | 0.7464 | 0.8061 | 0.9958 | 0.6138 | 0.4970 |
| 0.0115 | 7.5 | 180 | 0.0097 | 0.7437 | 0.7916 | 0.9959 | 0.5845 | 0.4916 |
| 0.0036 | 7.9167 | 190 | 0.0095 | 0.7452 | 0.7946 | 0.9959 | 0.5906 | 0.4944 |
| 0.015 | 8.3333 | 200 | 0.0094 | 0.7472 | 0.7980 | 0.9959 | 0.5973 | 0.4985 |
| 0.0061 | 8.75 | 210 | 0.0094 | 0.7518 | 0.8132 | 0.9959 | 0.6279 | 0.5078 |
| 0.0052 | 9.1667 | 220 | 0.0093 | 0.7449 | 0.7869 | 0.9960 | 0.5749 | 0.4938 |
| 0.0092 | 9.5833 | 230 | 0.0093 | 0.7511 | 0.8066 | 0.9959 | 0.6146 | 0.5064 |
| 0.0053 | 10.0 | 240 | 0.0094 | 0.7517 | 0.8094 | 0.9959 | 0.6203 | 0.5075 |
| 0.0058 | 10.4167 | 250 | 0.0093 | 0.7502 | 0.7986 | 0.9960 | 0.5985 | 0.5043 |
| 0.0093 | 10.8333 | 260 | 0.0092 | 0.7507 | 0.7991 | 0.9960 | 0.5995 | 0.5053 |
| 0.0077 | 11.25 | 270 | 0.0092 | 0.7535 | 0.8108 | 0.9960 | 0.6231 | 0.5111 |
| 0.0077 | 11.6667 | 280 | 0.0092 | 0.7517 | 0.8026 | 0.9960 | 0.6066 | 0.5074 |
| 0.005 | 12.0833 | 290 | 0.0092 | 0.7534 | 0.8068 | 0.9960 | 0.6150 | 0.5108 |
| 0.009 | 12.5 | 300 | 0.0092 | 0.7527 | 0.8046 | 0.9960 | 0.6105 | 0.5093 |
| 0.0084 | 12.9167 | 310 | 0.0092 | 0.7547 | 0.8108 | 0.9960 | 0.6231 | 0.5135 |
| 0.0041 | 13.3333 | 320 | 0.0093 | 0.7557 | 0.8142 | 0.9960 | 0.6300 | 0.5154 |
| 0.0099 | 13.75 | 330 | 0.0093 | 0.7514 | 0.8004 | 0.9960 | 0.6022 | 0.5067 |
| 0.0047 | 14.1667 | 340 | 0.0092 | 0.7563 | 0.8205 | 0.9959 | 0.6426 | 0.5166 |
| 0.0091 | 14.5833 | 350 | 0.0091 | 0.7539 | 0.8059 | 0.9960 | 0.6133 | 0.5118 |
| 0.0085 | 15.0 | 360 | 0.0091 | 0.7516 | 0.8040 | 0.9960 | 0.6094 | 0.5073 |
| 0.005 | 15.4167 | 370 | 0.0092 | 0.7567 | 0.8239 | 0.9959 | 0.6495 | 0.5175 |
| 0.0046 | 15.8333 | 380 | 0.0090 | 0.7528 | 0.8033 | 0.9960 | 0.6080 | 0.5095 |
| 0.0097 | 16.25 | 390 | 0.0092 | 0.7572 | 0.8231 | 0.9959 | 0.6480 | 0.5185 |
| 0.0053 | 16.6667 | 400 | 0.0091 | 0.7537 | 0.8059 | 0.9960 | 0.6132 | 0.5114 |
| 0.0037 | 17.0833 | 410 | 0.0091 | 0.7543 | 0.8092 | 0.9960 | 0.6198 | 0.5126 |
| 0.0089 | 17.5 | 420 | 0.0092 | 0.7550 | 0.8129 | 0.9960 | 0.6274 | 0.5139 |
| 0.0067 | 17.9167 | 430 | 0.0091 | 0.7542 | 0.8063 | 0.9960 | 0.6139 | 0.5123 |
| 0.0045 | 18.3333 | 440 | 0.0091 | 0.7549 | 0.8102 | 0.9960 | 0.6218 | 0.5137 |
| 0.0099 | 18.75 | 450 | 0.0089 | 0.7569 | 0.8163 | 0.9960 | 0.6341 | 0.5178 |
| 0.0063 | 19.1667 | 460 | 0.0089 | 0.7557 | 0.8097 | 0.9960 | 0.6208 | 0.5154 |
| 0.0133 | 19.5833 | 470 | 0.0090 | 0.7547 | 0.8069 | 0.9960 | 0.6152 | 0.5133 |
| 0.005 | 20.0 | 480 | 0.0090 | 0.7570 | 0.8191 | 0.9960 | 0.6399 | 0.5181 |
| 0.0015 | 20.4167 | 490 | 0.0090 | 0.7525 | 0.7998 | 0.9961 | 0.6008 | 0.5090 |
| 0.0142 | 20.8333 | 500 | 0.0090 | 0.7599 | 0.8307 | 0.9959 | 0.6632 | 0.5239 |
| 0.006 | 21.25 | 510 | 0.0091 | 0.7559 | 0.8139 | 0.9960 | 0.6292 | 0.5159 |
| 0.0075 | 21.6667 | 520 | 0.0089 | 0.7543 | 0.8091 | 0.9960 | 0.6196 | 0.5126 |
| 0.0097 | 22.0833 | 530 | 0.0088 | 0.7570 | 0.8185 | 0.9960 | 0.6386 | 0.5181 |
| 0.0069 | 22.5 | 540 | 0.0089 | 0.7524 | 0.8018 | 0.9960 | 0.6050 | 0.5088 |
| 0.0063 | 22.9167 | 550 | 0.0089 | 0.7590 | 0.8267 | 0.9959 | 0.6551 | 0.5221 |
| 0.0107 | 23.3333 | 560 | 0.0090 | 0.7557 | 0.8119 | 0.9960 | 0.6253 | 0.5154 |
| 0.0048 | 23.75 | 570 | 0.0091 | 0.7599 | 0.8299 | 0.9959 | 0.6616 | 0.5240 |
| 0.0012 | 24.1667 | 580 | 0.0090 | 0.7575 | 0.8148 | 0.9960 | 0.6310 | 0.5191 |
| 0.0089 | 24.5833 | 590 | 0.0090 | 0.7575 | 0.8121 | 0.9961 | 0.6256 | 0.5190 |
| 0.0073 | 25.0 | 600 | 0.0090 | 0.7606 | 0.8310 | 0.9959 | 0.6637 | 0.5253 |
| 0.0102 | 25.4167 | 610 | 0.0090 | 0.7582 | 0.8169 | 0.9960 | 0.6353 | 0.5204 |
| 0.0088 | 25.8333 | 620 | 0.0090 | 0.7594 | 0.8239 | 0.9960 | 0.6494 | 0.5228 |
| 0.0082 | 26.25 | 630 | 0.0089 | 0.7578 | 0.8133 | 0.9961 | 0.6281 | 0.5195 |
| 0.0067 | 26.6667 | 640 | 0.0089 | 0.7605 | 0.8285 | 0.9960 | 0.6587 | 0.5250 |
| 0.0058 | 27.0833 | 650 | 0.0089 | 0.7585 | 0.8213 | 0.9960 | 0.6443 | 0.5210 |
| 0.0114 | 27.5 | 660 | 0.0089 | 0.7584 | 0.8173 | 0.9960 | 0.6361 | 0.5209 |
| 0.0047 | 27.9167 | 670 | 0.0091 | 0.7606 | 0.8383 | 0.9958 | 0.6786 | 0.5253 |
| 0.0025 | 28.3333 | 680 | 0.0090 | 0.7549 | 0.8056 | 0.9961 | 0.6125 | 0.5137 |
| 0.0097 | 28.75 | 690 | 0.0090 | 0.7602 | 0.8233 | 0.9960 | 0.6483 | 0.5244 |
| 0.002 | 29.1667 | 700 | 0.0089 | 0.7605 | 0.8261 | 0.9960 | 0.6539 | 0.5250 |
| 0.0077 | 29.5833 | 710 | 0.0089 | 0.7553 | 0.8036 | 0.9961 | 0.6084 | 0.5144 |
| 0.001 | 30.0 | 720 | 0.0088 | 0.7581 | 0.8138 | 0.9961 | 0.6291 | 0.5201 |
| 0.0055 | 30.4167 | 730 | 0.0087 | 0.7600 | 0.8204 | 0.9960 | 0.6424 | 0.5240 |
| 0.0064 | 30.8333 | 740 | 0.0087 | 0.7607 | 0.8237 | 0.9960 | 0.6491 | 0.5254 |
| 0.013 | 31.25 | 750 | 0.0090 | 0.7543 | 0.8038 | 0.9961 | 0.6089 | 0.5126 |
| 0.0076 | 31.6667 | 760 | 0.0089 | 0.7613 | 0.8254 | 0.9960 | 0.6525 | 0.5265 |
| 0.0079 | 32.0833 | 770 | 0.0087 | 0.7613 | 0.8225 | 0.9961 | 0.6465 | 0.5266 |
| 0.0093 | 32.5 | 780 | 0.0088 | 0.7597 | 0.8155 | 0.9961 | 0.6324 | 0.5233 |
| 0.0016 | 32.9167 | 790 | 0.0088 | 0.7624 | 0.8279 | 0.9960 | 0.6575 | 0.5289 |
| 0.0127 | 33.3333 | 800 | 0.0087 | 0.7613 | 0.8331 | 0.9959 | 0.6681 | 0.5267 |
| 0.0083 | 33.75 | 810 | 0.0087 | 0.7610 | 0.8223 | 0.9961 | 0.6462 | 0.5260 |
| 0.0064 | 34.1667 | 820 | 0.0087 | 0.7612 | 0.8239 | 0.9960 | 0.6493 | 0.5264 |
| 0.0128 | 34.5833 | 830 | 0.0088 | 0.7571 | 0.8084 | 0.9961 | 0.6181 | 0.5180 |
| 0.0055 | 35.0 | 840 | 0.0088 | 0.7578 | 0.8095 | 0.9961 | 0.6204 | 0.5195 |
| 0.0157 | 35.4167 | 850 | 0.0088 | 0.7612 | 0.8224 | 0.9961 | 0.6464 | 0.5264 |
| 0.0095 | 35.8333 | 860 | 0.0087 | 0.7589 | 0.8124 | 0.9961 | 0.6262 | 0.5218 |
| 0.0048 | 36.25 | 870 | 0.0088 | 0.7632 | 0.8350 | 0.9960 | 0.6718 | 0.5304 |
| 0.0014 | 36.6667 | 880 | 0.0089 | 0.7609 | 0.8257 | 0.9960 | 0.6531 | 0.5259 |
| 0.0064 | 37.0833 | 890 | 0.0088 | 0.7595 | 0.8168 | 0.9961 | 0.6350 | 0.5229 |
| 0.01 | 37.5 | 900 | 0.0088 | 0.7599 | 0.8185 | 0.9961 | 0.6384 | 0.5237 |
| 0.0037 | 37.9167 | 910 | 0.0086 | 0.7603 | 0.8189 | 0.9961 | 0.6393 | 0.5245 |
| 0.0101 | 38.3333 | 920 | 0.0086 | 0.7618 | 0.8275 | 0.9960 | 0.6567 | 0.5277 |
| 0.0041 | 38.75 | 930 | 0.0087 | 0.7632 | 0.8341 | 0.9960 | 0.6699 | 0.5304 |
| 0.0061 | 39.1667 | 940 | 0.0087 | 0.7610 | 0.8211 | 0.9961 | 0.6438 | 0.5259 |
| 0.0081 | 39.5833 | 950 | 0.0087 | 0.7590 | 0.8120 | 0.9961 | 0.6254 | 0.5220 |
| 0.0039 | 40.0 | 960 | 0.0087 | 0.7611 | 0.8222 | 0.9961 | 0.6460 | 0.5262 |
| 0.0071 | 40.4167 | 970 | 0.0086 | 0.7611 | 0.8217 | 0.9961 | 0.6449 | 0.5261 |
| 0.0067 | 40.8333 | 980 | 0.0087 | 0.7617 | 0.8251 | 0.9960 | 0.6518 | 0.5274 |
| 0.008 | 41.25 | 990 | 0.0087 | 0.7590 | 0.8140 | 0.9961 | 0.6294 | 0.5219 |
| 0.0083 | 41.6667 | 1000 | 0.0087 | 0.7620 | 0.8223 | 0.9961 | 0.6461 | 0.5279 |
| 0.0065 | 42.0833 | 1010 | 0.0088 | 0.7587 | 0.8090 | 0.9961 | 0.6193 | 0.5212 |
| 0.0052 | 42.5 | 1020 | 0.0088 | 0.7606 | 0.8203 | 0.9961 | 0.6422 | 0.5251 |
| 0.0055 | 42.9167 | 1030 | 0.0087 | 0.7594 | 0.8137 | 0.9961 | 0.6289 | 0.5227 |
| 0.0116 | 43.3333 | 1040 | 0.0087 | 0.7588 | 0.8126 | 0.9961 | 0.6266 | 0.5216 |
| 0.0012 | 43.75 | 1050 | 0.0088 | 0.7592 | 0.8178 | 0.9961 | 0.6370 | 0.5225 |
| 0.0086 | 44.1667 | 1060 | 0.0088 | 0.7578 | 0.8111 | 0.9961 | 0.6235 | 0.5196 |
| 0.0103 | 44.5833 | 1070 | 0.0087 | 0.7611 | 0.8191 | 0.9961 | 0.6397 | 0.5262 |
| 0.0084 | 45.0 | 1080 | 0.0087 | 0.7625 | 0.8263 | 0.9960 | 0.6542 | 0.5289 |
| 0.0 | 45.4167 | 1090 | 0.0087 | 0.7579 | 0.8062 | 0.9962 | 0.6136 | 0.5197 |
| 0.0137 | 45.8333 | 1100 | 0.0087 | 0.7617 | 0.8244 | 0.9960 | 0.6504 | 0.5274 |
| 0.0056 | 46.25 | 1110 | 0.0086 | 0.7617 | 0.8208 | 0.9961 | 0.6430 | 0.5274 |
| 0.0032 | 46.6667 | 1120 | 0.0087 | 0.7618 | 0.8238 | 0.9961 | 0.6491 | 0.5276 |
| 0.0043 | 47.0833 | 1130 | 0.0087 | 0.7605 | 0.8159 | 0.9961 | 0.6332 | 0.5249 |
| 0.0034 | 47.5 | 1140 | 0.0087 | 0.7615 | 0.8257 | 0.9960 | 0.6531 | 0.5269 |
| 0.0084 | 47.9167 | 1150 | 0.0088 | 0.7629 | 0.8314 | 0.9960 | 0.6645 | 0.5299 |
| 0.0112 | 48.3333 | 1160 | 0.0087 | 0.7595 | 0.8123 | 0.9961 | 0.6260 | 0.5229 |
| 0.006 | 48.75 | 1170 | 0.0087 | 0.7624 | 0.8270 | 0.9960 | 0.6556 | 0.5287 |
| 0.0107 | 49.1667 | 1180 | 0.0087 | 0.7598 | 0.8138 | 0.9961 | 0.6291 | 0.5236 |
| 0.0083 | 49.5833 | 1190 | 0.0088 | 0.7610 | 0.8215 | 0.9961 | 0.6446 | 0.5259 |
| 0.0046 | 50.0 | 1200 | 0.0087 | 0.7615 | 0.8214 | 0.9961 | 0.6443 | 0.5269 |
| 0.0075 | 50.4167 | 1210 | 0.0087 | 0.7630 | 0.8297 | 0.9960 | 0.6610 | 0.5300 |
| 0.005 | 50.8333 | 1220 | 0.0086 | 0.7624 | 0.8254 | 0.9961 | 0.6524 | 0.5288 |
| 0.0049 | 51.25 | 1230 | 0.0087 | 0.7624 | 0.8259 | 0.9961 | 0.6535 | 0.5288 |
| 0.0013 | 51.6667 | 1240 | 0.0087 | 0.7629 | 0.8285 | 0.9960 | 0.6587 | 0.5297 |
| 0.0107 | 52.0833 | 1250 | 0.0088 | 0.7586 | 0.8092 | 0.9961 | 0.6198 | 0.5210 |
| 0.0084 | 52.5 | 1260 | 0.0089 | 0.7578 | 0.8140 | 0.9961 | 0.6294 | 0.5196 |
| 0.0101 | 52.9167 | 1270 | 0.0087 | 0.7641 | 0.8411 | 0.9959 | 0.6841 | 0.5323 |
| 0.0026 | 53.3333 | 1280 | 0.0088 | 0.7586 | 0.8137 | 0.9961 | 0.6288 | 0.5212 |
| 0.0092 | 53.75 | 1290 | 0.0087 | 0.7617 | 0.8275 | 0.9960 | 0.6567 | 0.5274 |
| 0.004 | 54.1667 | 1300 | 0.0086 | 0.7613 | 0.8210 | 0.9961 | 0.6435 | 0.5266 |
| 0.0103 | 54.5833 | 1310 | 0.0086 | 0.7601 | 0.8166 | 0.9961 | 0.6347 | 0.5242 |
| 0.0034 | 55.0 | 1320 | 0.0087 | 0.7604 | 0.8160 | 0.9961 | 0.6335 | 0.5246 |
| 0.0085 | 55.4167 | 1330 | 0.0086 | 0.7612 | 0.8231 | 0.9960 | 0.6479 | 0.5264 |
| 0.0012 | 55.8333 | 1340 | 0.0087 | 0.7607 | 0.8168 | 0.9961 | 0.6350 | 0.5252 |
| 0.0044 | 56.25 | 1350 | 0.0087 | 0.7616 | 0.8201 | 0.9961 | 0.6416 | 0.5270 |
| 0.0036 | 56.6667 | 1360 | 0.0088 | 0.7621 | 0.8303 | 0.9960 | 0.6623 | 0.5282 |
| 0.0056 | 57.0833 | 1370 | 0.0089 | 0.7569 | 0.8078 | 0.9961 | 0.6169 | 0.5177 |
| 0.0063 | 57.5 | 1380 | 0.0089 | 0.7588 | 0.8141 | 0.9961 | 0.6296 | 0.5215 |
| 0.0103 | 57.9167 | 1390 | 0.0087 | 0.7613 | 0.8227 | 0.9961 | 0.6469 | 0.5265 |
| 0.0022 | 58.3333 | 1400 | 0.0086 | 0.7609 | 0.8196 | 0.9961 | 0.6407 | 0.5258 |
| 0.0032 | 58.75 | 1410 | 0.0087 | 0.7602 | 0.8201 | 0.9961 | 0.6418 | 0.5243 |
| 0.0082 | 59.1667 | 1420 | 0.0087 | 0.7598 | 0.8172 | 0.9961 | 0.6359 | 0.5235 |
| 0.0035 | 59.5833 | 1430 | 0.0086 | 0.7606 | 0.8186 | 0.9961 | 0.6386 | 0.5252 |
| 0.0062 | 60.0 | 1440 | 0.0086 | 0.7609 | 0.8176 | 0.9961 | 0.6366 | 0.5257 |
| 0.0031 | 60.4167 | 1450 | 0.0087 | 0.7616 | 0.8204 | 0.9961 | 0.6423 | 0.5270 |
| 0.0086 | 60.8333 | 1460 | 0.0086 | 0.7614 | 0.8198 | 0.9961 | 0.6410 | 0.5267 |
| 0.0078 | 61.25 | 1470 | 0.0086 | 0.7621 | 0.8225 | 0.9961 | 0.6465 | 0.5282 |
| 0.0059 | 61.6667 | 1480 | 0.0086 | 0.7633 | 0.8296 | 0.9960 | 0.6609 | 0.5306 |
| 0.0077 | 62.0833 | 1490 | 0.0086 | 0.7610 | 0.8178 | 0.9961 | 0.6370 | 0.5259 |
| 0.007 | 62.5 | 1500 | 0.0086 | 0.7588 | 0.8106 | 0.9961 | 0.6225 | 0.5214 |
| 0.0088 | 62.9167 | 1510 | 0.0088 | 0.7629 | 0.8276 | 0.9960 | 0.6568 | 0.5297 |
| 0.0035 | 63.3333 | 1520 | 0.0088 | 0.7619 | 0.8241 | 0.9961 | 0.6498 | 0.5278 |
| 0.009 | 63.75 | 1530 | 0.0088 | 0.7610 | 0.8221 | 0.9961 | 0.6458 | 0.5260 |
| 0.0102 | 64.1667 | 1540 | 0.0088 | 0.7581 | 0.8090 | 0.9961 | 0.6194 | 0.5201 |
| 0.0061 | 64.5833 | 1550 | 0.0086 | 0.7631 | 0.8290 | 0.9960 | 0.6597 | 0.5302 |
| 0.0034 | 65.0 | 1560 | 0.0087 | 0.7583 | 0.8073 | 0.9962 | 0.6159 | 0.5204 |
| 0.006 | 65.4167 | 1570 | 0.0088 | 0.7625 | 0.8251 | 0.9961 | 0.6518 | 0.5289 |
| 0.0045 | 65.8333 | 1580 | 0.0086 | 0.7627 | 0.8303 | 0.9960 | 0.6624 | 0.5294 |
| 0.0117 | 66.25 | 1590 | 0.0085 | 0.7617 | 0.8199 | 0.9961 | 0.6412 | 0.5272 |
| 0.0038 | 66.6667 | 1600 | 0.0085 | 0.7617 | 0.8223 | 0.9961 | 0.6461 | 0.5273 |
| 0.0101 | 67.0833 | 1610 | 0.0086 | 0.7615 | 0.8167 | 0.9961 | 0.6349 | 0.5269 |
| 0.0013 | 67.5 | 1620 | 0.0086 | 0.7602 | 0.8134 | 0.9961 | 0.6282 | 0.5242 |
| 0.0035 | 67.9167 | 1630 | 0.0086 | 0.7620 | 0.8236 | 0.9961 | 0.6488 | 0.5280 |
| 0.0068 | 68.3333 | 1640 | 0.0086 | 0.7604 | 0.8162 | 0.9961 | 0.6337 | 0.5246 |
| 0.0081 | 68.75 | 1650 | 0.0087 | 0.7611 | 0.8210 | 0.9961 | 0.6435 | 0.5261 |
| 0.0006 | 69.1667 | 1660 | 0.0087 | 0.7628 | 0.8310 | 0.9960 | 0.6637 | 0.5295 |
| 0.0091 | 69.5833 | 1670 | 0.0086 | 0.7600 | 0.8157 | 0.9961 | 0.6329 | 0.5239 |
| 0.0074 | 70.0 | 1680 | 0.0087 | 0.7632 | 0.8339 | 0.9960 | 0.6697 | 0.5303 |
| 0.0062 | 70.4167 | 1690 | 0.0086 | 0.7611 | 0.8209 | 0.9961 | 0.6434 | 0.5261 |
| 0.0055 | 70.8333 | 1700 | 0.0087 | 0.7629 | 0.8313 | 0.9960 | 0.6644 | 0.5299 |
| 0.0089 | 71.25 | 1710 | 0.0086 | 0.7617 | 0.8220 | 0.9961 | 0.6456 | 0.5274 |
| 0.0082 | 71.6667 | 1720 | 0.0086 | 0.7622 | 0.8222 | 0.9961 | 0.6459 | 0.5284 |
| 0.0138 | 72.0833 | 1730 | 0.0086 | 0.7612 | 0.8168 | 0.9961 | 0.6349 | 0.5263 |
| 0.0083 | 72.5 | 1740 | 0.0087 | 0.7618 | 0.8204 | 0.9961 | 0.6422 | 0.5276 |
| 0.003 | 72.9167 | 1750 | 0.0086 | 0.7623 | 0.8226 | 0.9961 | 0.6466 | 0.5285 |
| 0.0063 | 73.3333 | 1760 | 0.0086 | 0.7606 | 0.8146 | 0.9961 | 0.6305 | 0.5252 |
| 0.0049 | 73.75 | 1770 | 0.0086 | 0.7633 | 0.8269 | 0.9961 | 0.6554 | 0.5305 |
| 0.003 | 74.1667 | 1780 | 0.0086 | 0.7627 | 0.8225 | 0.9961 | 0.6465 | 0.5293 |
| 0.0047 | 74.5833 | 1790 | 0.0087 | 0.7617 | 0.8176 | 0.9961 | 0.6367 | 0.5273 |
| 0.0082 | 75.0 | 1800 | 0.0086 | 0.7628 | 0.8233 | 0.9961 | 0.6481 | 0.5295 |
| 0.0046 | 75.4167 | 1810 | 0.0086 | 0.7615 | 0.8180 | 0.9961 | 0.6375 | 0.5269 |
| 0.0053 | 75.8333 | 1820 | 0.0086 | 0.7625 | 0.8215 | 0.9961 | 0.6444 | 0.5290 |
| 0.0093 | 76.25 | 1830 | 0.0086 | 0.7607 | 0.8148 | 0.9961 | 0.6310 | 0.5253 |
| 0.0074 | 76.6667 | 1840 | 0.0087 | 0.7630 | 0.8241 | 0.9961 | 0.6496 | 0.5300 |
| 0.015 | 77.0833 | 1850 | 0.0086 | 0.7618 | 0.8201 | 0.9961 | 0.6417 | 0.5275 |
| 0.0069 | 77.5 | 1860 | 0.0087 | 0.7619 | 0.8216 | 0.9961 | 0.6448 | 0.5276 |
| 0.0071 | 77.9167 | 1870 | 0.0087 | 0.7627 | 0.8250 | 0.9961 | 0.6517 | 0.5294 |
| 0.0023 | 78.3333 | 1880 | 0.0087 | 0.7608 | 0.8157 | 0.9961 | 0.6328 | 0.5255 |
| 0.0133 | 78.75 | 1890 | 0.0086 | 0.7631 | 0.8275 | 0.9961 | 0.6566 | 0.5302 |
| 0.0032 | 79.1667 | 1900 | 0.0086 | 0.7618 | 0.8194 | 0.9961 | 0.6403 | 0.5276 |
| 0.0065 | 79.5833 | 1910 | 0.0087 | 0.7625 | 0.8223 | 0.9961 | 0.6462 | 0.5289 |
| 0.0072 | 80.0 | 1920 | 0.0087 | 0.7611 | 0.8187 | 0.9961 | 0.6388 | 0.5261 |
| 0.0058 | 80.4167 | 1930 | 0.0087 | 0.7620 | 0.8226 | 0.9961 | 0.6468 | 0.5280 |
| 0.0068 | 80.8333 | 1940 | 0.0087 | 0.7623 | 0.8224 | 0.9961 | 0.6463 | 0.5286 |
| 0.0059 | 81.25 | 1950 | 0.0087 | 0.7609 | 0.8157 | 0.9961 | 0.6328 | 0.5256 |
| 0.0069 | 81.6667 | 1960 | 0.0087 | 0.7626 | 0.8235 | 0.9961 | 0.6486 | 0.5290 |
| 0.0052 | 82.0833 | 1970 | 0.0087 | 0.7615 | 0.8196 | 0.9961 | 0.6407 | 0.5270 |
| 0.0064 | 82.5 | 1980 | 0.0087 | 0.7621 | 0.8230 | 0.9961 | 0.6476 | 0.5281 |
| 0.0065 | 82.9167 | 1990 | 0.0087 | 0.7615 | 0.8182 | 0.9961 | 0.6379 | 0.5269 |
| 0.0064 | 83.3333 | 2000 | 0.0086 | 0.7629 | 0.8241 | 0.9961 | 0.6498 | 0.5298 |
| 0.0072 | 83.75 | 2010 | 0.0087 | 0.7629 | 0.8237 | 0.9961 | 0.6489 | 0.5298 |
| 0.0061 | 84.1667 | 2020 | 0.0086 | 0.7629 | 0.8281 | 0.9960 | 0.6578 | 0.5297 |
| 0.0047 | 84.5833 | 2030 | 0.0086 | 0.7621 | 0.8219 | 0.9961 | 0.6453 | 0.5282 |
| 0.0066 | 85.0 | 2040 | 0.0087 | 0.7620 | 0.8206 | 0.9961 | 0.6427 | 0.5279 |
| 0.0041 | 85.4167 | 2050 | 0.0087 | 0.7625 | 0.8236 | 0.9961 | 0.6488 | 0.5290 |
| 0.0092 | 85.8333 | 2060 | 0.0087 | 0.7614 | 0.8190 | 0.9961 | 0.6394 | 0.5268 |
| 0.0093 | 86.25 | 2070 | 0.0087 | 0.7606 | 0.8156 | 0.9961 | 0.6327 | 0.5251 |
| 0.0041 | 86.6667 | 2080 | 0.0088 | 0.7587 | 0.8107 | 0.9961 | 0.6227 | 0.5213 |
| 0.0044 | 87.0833 | 2090 | 0.0087 | 0.7622 | 0.8234 | 0.9961 | 0.6483 | 0.5283 |
| 0.0059 | 87.5 | 2100 | 0.0087 | 0.7613 | 0.8226 | 0.9961 | 0.6468 | 0.5266 |
| 0.0065 | 87.9167 | 2110 | 0.0087 | 0.7614 | 0.8202 | 0.9961 | 0.6420 | 0.5268 |
| 0.0072 | 88.3333 | 2120 | 0.0087 | 0.7627 | 0.8238 | 0.9961 | 0.6492 | 0.5294 |
| 0.0039 | 88.75 | 2130 | 0.0086 | 0.7595 | 0.8110 | 0.9961 | 0.6232 | 0.5229 |
| 0.004 | 89.1667 | 2140 | 0.0086 | 0.7629 | 0.8250 | 0.9961 | 0.6515 | 0.5297 |
| 0.0059 | 89.5833 | 2150 | 0.0086 | 0.7612 | 0.8199 | 0.9961 | 0.6412 | 0.5263 |
| 0.0037 | 90.0 | 2160 | 0.0087 | 0.7633 | 0.8291 | 0.9960 | 0.6598 | 0.5305 |
| 0.0117 | 90.4167 | 2170 | 0.0087 | 0.7603 | 0.8135 | 0.9961 | 0.6284 | 0.5245 |
| 0.0037 | 90.8333 | 2180 | 0.0087 | 0.7633 | 0.8328 | 0.9960 | 0.6673 | 0.5307 |
| 0.007 | 91.25 | 2190 | 0.0087 | 0.7618 | 0.8234 | 0.9961 | 0.6484 | 0.5275 |
| 0.0052 | 91.6667 | 2200 | 0.0087 | 0.7613 | 0.8193 | 0.9961 | 0.6400 | 0.5265 |
| 0.0022 | 92.0833 | 2210 | 0.0087 | 0.7622 | 0.8230 | 0.9961 | 0.6474 | 0.5283 |
| 0.0054 | 92.5 | 2220 | 0.0087 | 0.7624 | 0.8245 | 0.9961 | 0.6506 | 0.5287 |
| 0.0077 | 92.9167 | 2230 | 0.0086 | 0.7622 | 0.8223 | 0.9961 | 0.6461 | 0.5284 |
| 0.0065 | 93.3333 | 2240 | 0.0087 | 0.7632 | 0.8279 | 0.9961 | 0.6575 | 0.5303 |
| 0.0074 | 93.75 | 2250 | 0.0086 | 0.7612 | 0.8174 | 0.9961 | 0.6361 | 0.5263 |
| 0.0015 | 94.1667 | 2260 | 0.0087 | 0.7623 | 0.8220 | 0.9961 | 0.6454 | 0.5286 |
| 0.003 | 94.5833 | 2270 | 0.0086 | 0.7618 | 0.8189 | 0.9961 | 0.6392 | 0.5275 |
| 0.0104 | 95.0 | 2280 | 0.0086 | 0.7617 | 0.8175 | 0.9961 | 0.6365 | 0.5272 |
| 0.0048 | 95.4167 | 2290 | 0.0087 | 0.7625 | 0.8240 | 0.9961 | 0.6495 | 0.5289 |
| 0.0081 | 95.8333 | 2300 | 0.0087 | 0.7601 | 0.8133 | 0.9961 | 0.6280 | 0.5240 |
| 0.0091 | 96.25 | 2310 | 0.0086 | 0.7622 | 0.8221 | 0.9961 | 0.6458 | 0.5284 |
| 0.0017 | 96.6667 | 2320 | 0.0086 | 0.7622 | 0.8221 | 0.9961 | 0.6458 | 0.5284 |
| 0.0112 | 97.0833 | 2330 | 0.0086 | 0.7622 | 0.8239 | 0.9961 | 0.6495 | 0.5284 |
| 0.0029 | 97.5 | 2340 | 0.0086 | 0.7621 | 0.8258 | 0.9960 | 0.6532 | 0.5282 |
| 0.0088 | 97.9167 | 2350 | 0.0087 | 0.7616 | 0.8188 | 0.9961 | 0.6390 | 0.5270 |
| 0.0025 | 98.3333 | 2360 | 0.0087 | 0.7630 | 0.8251 | 0.9961 | 0.6518 | 0.5299 |
| 0.0051 | 98.75 | 2370 | 0.0088 | 0.7591 | 0.8080 | 0.9962 | 0.6172 | 0.5221 |
| 0.0042 | 99.1667 | 2380 | 0.0086 | 0.7634 | 0.8287 | 0.9960 | 0.6590 | 0.5307 |
| 0.0053 | 99.5833 | 2390 | 0.0086 | 0.7615 | 0.8189 | 0.9961 | 0.6392 | 0.5270 |
| 0.0052 | 100.0 | 2400 | 0.0087 | 0.7620 | 0.8206 | 0.9961 | 0.6427 | 0.5278 |
| 0.0066 | 100.4167 | 2410 | 0.0087 | 0.7625 | 0.8239 | 0.9961 | 0.6494 | 0.5289 |
| 0.0065 | 100.8333 | 2420 | 0.0087 | 0.7623 | 0.8222 | 0.9961 | 0.6460 | 0.5286 |
| 0.0023 | 101.25 | 2430 | 0.0087 | 0.7612 | 0.8177 | 0.9961 | 0.6368 | 0.5263 |
| 0.0016 | 101.6667 | 2440 | 0.0088 | 0.7613 | 0.8183 | 0.9961 | 0.6381 | 0.5266 |
| 0.0033 | 102.0833 | 2450 | 0.0087 | 0.7632 | 0.8266 | 0.9961 | 0.6548 | 0.5303 |
| 0.013 | 102.5 | 2460 | 0.0087 | 0.7600 | 0.8154 | 0.9961 | 0.6322 | 0.5238 |
| 0.0056 | 102.9167 | 2470 | 0.0087 | 0.7621 | 0.8209 | 0.9961 | 0.6433 | 0.5281 |
| 0.0019 | 103.3333 | 2480 | 0.0087 | 0.7596 | 0.8110 | 0.9961 | 0.6233 | 0.5230 |
| 0.0054 | 103.75 | 2490 | 0.0087 | 0.7635 | 0.8309 | 0.9960 | 0.6635 | 0.5310 |
| 0.0093 | 104.1667 | 2500 | 0.0086 | 0.7619 | 0.8199 | 0.9961 | 0.6413 | 0.5277 |
| 0.0079 | 104.5833 | 2510 | 0.0086 | 0.7648 | 0.8353 | 0.9960 | 0.6723 | 0.5335 |
| 0.0039 | 105.0 | 2520 | 0.0086 | 0.7632 | 0.8250 | 0.9961 | 0.6517 | 0.5303 |
| 0.0044 | 105.4167 | 2530 | 0.0086 | 0.7626 | 0.8244 | 0.9961 | 0.6503 | 0.5291 |
| 0.0071 | 105.8333 | 2540 | 0.0087 | 0.7610 | 0.8148 | 0.9961 | 0.6310 | 0.5258 |
| 0.0097 | 106.25 | 2550 | 0.0087 | 0.7630 | 0.8247 | 0.9961 | 0.6509 | 0.5300 |
| 0.009 | 106.6667 | 2560 | 0.0087 | 0.7621 | 0.8207 | 0.9961 | 0.6428 | 0.5281 |
| 0.0038 | 107.0833 | 2570 | 0.0087 | 0.7609 | 0.8166 | 0.9961 | 0.6346 | 0.5257 |
| 0.0113 | 107.5 | 2580 | 0.0087 | 0.7605 | 0.8145 | 0.9961 | 0.6304 | 0.5249 |
| 0.0093 | 107.9167 | 2590 | 0.0088 | 0.7620 | 0.8196 | 0.9961 | 0.6407 | 0.5280 |
| 0.0044 | 108.3333 | 2600 | 0.0087 | 0.7627 | 0.8222 | 0.9961 | 0.6459 | 0.5293 |
| 0.007 | 108.75 | 2610 | 0.0087 | 0.7628 | 0.8246 | 0.9961 | 0.6508 | 0.5296 |
| 0.006 | 109.1667 | 2620 | 0.0087 | 0.7627 | 0.8224 | 0.9961 | 0.6464 | 0.5293 |
| 0.0115 | 109.5833 | 2630 | 0.0088 | 0.7623 | 0.8211 | 0.9961 | 0.6438 | 0.5285 |
| 0.0084 | 110.0 | 2640 | 0.0088 | 0.7620 | 0.8204 | 0.9961 | 0.6423 | 0.5278 |
| 0.0096 | 110.4167 | 2650 | 0.0087 | 0.7629 | 0.8237 | 0.9961 | 0.6490 | 0.5297 |
| 0.0069 | 110.8333 | 2660 | 0.0087 | 0.7612 | 0.8180 | 0.9961 | 0.6374 | 0.5264 |
| 0.0012 | 111.25 | 2670 | 0.0087 | 0.7639 | 0.8310 | 0.9960 | 0.6637 | 0.5318 |
| 0.0043 | 111.6667 | 2680 | 0.0087 | 0.7616 | 0.8195 | 0.9961 | 0.6405 | 0.5271 |
| 0.0091 | 112.0833 | 2690 | 0.0087 | 0.7637 | 0.8293 | 0.9961 | 0.6603 | 0.5314 |
| 0.0051 | 112.5 | 2700 | 0.0087 | 0.7612 | 0.8175 | 0.9961 | 0.6364 | 0.5264 |
| 0.0033 | 112.9167 | 2710 | 0.0087 | 0.7618 | 0.8201 | 0.9961 | 0.6418 | 0.5275 |
| 0.0053 | 113.3333 | 2720 | 0.0087 | 0.7623 | 0.8214 | 0.9961 | 0.6443 | 0.5285 |
| 0.0094 | 113.75 | 2730 | 0.0088 | 0.7626 | 0.8230 | 0.9961 | 0.6476 | 0.5292 |
| 0.008 | 114.1667 | 2740 | 0.0087 | 0.7629 | 0.8232 | 0.9961 | 0.6479 | 0.5296 |
| 0.0085 | 114.5833 | 2750 | 0.0087 | 0.7610 | 0.8140 | 0.9962 | 0.6293 | 0.5259 |
| 0.0058 | 115.0 | 2760 | 0.0088 | 0.7613 | 0.8177 | 0.9961 | 0.6369 | 0.5264 |
| 0.0058 | 115.4167 | 2770 | 0.0087 | 0.7616 | 0.8185 | 0.9961 | 0.6385 | 0.5270 |
| 0.0036 | 115.8333 | 2780 | 0.0087 | 0.7630 | 0.8233 | 0.9961 | 0.6481 | 0.5299 |
| 0.0045 | 116.25 | 2790 | 0.0087 | 0.7606 | 0.8152 | 0.9961 | 0.6318 | 0.5251 |
| 0.0026 | 116.6667 | 2800 | 0.0088 | 0.7617 | 0.8187 | 0.9961 | 0.6389 | 0.5273 |
| 0.0084 | 117.0833 | 2810 | 0.0088 | 0.7617 | 0.8183 | 0.9961 | 0.6381 | 0.5272 |
| 0.0065 | 117.5 | 2820 | 0.0088 | 0.7620 | 0.8195 | 0.9961 | 0.6404 | 0.5280 |
| 0.006 | 117.9167 | 2830 | 0.0087 | 0.7622 | 0.8201 | 0.9961 | 0.6417 | 0.5283 |
| 0.0124 | 118.3333 | 2840 | 0.0085 | 0.7628 | 0.8235 | 0.9961 | 0.6486 | 0.5294 |
| 0.0061 | 118.75 | 2850 | 0.0085 | 0.7616 | 0.8192 | 0.9961 | 0.6398 | 0.5271 |
| 0.0123 | 119.1667 | 2860 | 0.0085 | 0.7620 | 0.8198 | 0.9961 | 0.6410 | 0.5280 |
| 0.0058 | 119.5833 | 2870 | 0.0086 | 0.7626 | 0.8206 | 0.9961 | 0.6427 | 0.5290 |
| 0.0055 | 120.0 | 2880 | 0.0086 | 0.7629 | 0.8228 | 0.9961 | 0.6471 | 0.5297 |
| 0.0005 | 120.4167 | 2890 | 0.0086 | 0.7622 | 0.8195 | 0.9961 | 0.6404 | 0.5283 |
| 0.0032 | 120.8333 | 2900 | 0.0086 | 0.7625 | 0.8219 | 0.9961 | 0.6452 | 0.5290 |
| 0.0064 | 121.25 | 2910 | 0.0087 | 0.7624 | 0.8207 | 0.9961 | 0.6428 | 0.5287 |
| 0.0045 | 121.6667 | 2920 | 0.0087 | 0.7617 | 0.8180 | 0.9961 | 0.6375 | 0.5273 |
| 0.0089 | 122.0833 | 2930 | 0.0087 | 0.7625 | 0.8229 | 0.9961 | 0.6473 | 0.5289 |
| 0.0066 | 122.5 | 2940 | 0.0087 | 0.7614 | 0.8168 | 0.9961 | 0.6349 | 0.5267 |
| 0.0127 | 122.9167 | 2950 | 0.0087 | 0.7634 | 0.8265 | 0.9961 | 0.6545 | 0.5307 |
| 0.0072 | 123.3333 | 2960 | 0.0086 | 0.7622 | 0.8189 | 0.9961 | 0.6391 | 0.5282 |
| 0.0093 | 123.75 | 2970 | 0.0086 | 0.7631 | 0.8232 | 0.9961 | 0.6479 | 0.5300 |
| 0.0094 | 124.1667 | 2980 | 0.0086 | 0.7631 | 0.8225 | 0.9961 | 0.6465 | 0.5301 |
| 0.0074 | 124.5833 | 2990 | 0.0086 | 0.7619 | 0.8179 | 0.9961 | 0.6373 | 0.5277 |
| 0.0087 | 125.0 | 3000 | 0.0086 | 0.7630 | 0.8236 | 0.9961 | 0.6488 | 0.5300 |
| 0.0005 | 125.4167 | 3010 | 0.0086 | 0.7628 | 0.8224 | 0.9961 | 0.6463 | 0.5295 |
| 0.0121 | 125.8333 | 3020 | 0.0086 | 0.7627 | 0.8213 | 0.9961 | 0.6440 | 0.5292 |
| 0.0037 | 126.25 | 3030 | 0.0087 | 0.7631 | 0.8250 | 0.9961 | 0.6517 | 0.5301 |
| 0.0026 | 126.6667 | 3040 | 0.0087 | 0.7628 | 0.8231 | 0.9961 | 0.6477 | 0.5294 |
| 0.0102 | 127.0833 | 3050 | 0.0087 | 0.7615 | 0.8161 | 0.9961 | 0.6337 | 0.5269 |
| 0.0047 | 127.5 | 3060 | 0.0087 | 0.7616 | 0.8186 | 0.9961 | 0.6387 | 0.5272 |
| 0.0053 | 127.9167 | 3070 | 0.0086 | 0.7627 | 0.8228 | 0.9961 | 0.6471 | 0.5294 |
| 0.007 | 128.3333 | 3080 | 0.0086 | 0.7630 | 0.8242 | 0.9961 | 0.6500 | 0.5299 |
| 0.0071 | 128.75 | 3090 | 0.0086 | 0.7635 | 0.8242 | 0.9961 | 0.6500 | 0.5309 |
| 0.006 | 129.1667 | 3100 | 0.0087 | 0.7611 | 0.8151 | 0.9961 | 0.6316 | 0.5261 |
| 0.0023 | 129.5833 | 3110 | 0.0087 | 0.7630 | 0.8230 | 0.9961 | 0.6475 | 0.5298 |
| 0.0027 | 130.0 | 3120 | 0.0086 | 0.7630 | 0.8251 | 0.9961 | 0.6518 | 0.5299 |
| 0.0062 | 130.4167 | 3130 | 0.0086 | 0.7613 | 0.8174 | 0.9961 | 0.6363 | 0.5265 |
| 0.006 | 130.8333 | 3140 | 0.0086 | 0.7612 | 0.8180 | 0.9961 | 0.6374 | 0.5263 |
| 0.0056 | 131.25 | 3150 | 0.0086 | 0.7622 | 0.8189 | 0.9961 | 0.6392 | 0.5282 |
| 0.0053 | 131.6667 | 3160 | 0.0086 | 0.7629 | 0.8214 | 0.9961 | 0.6443 | 0.5296 |
| 0.0039 | 132.0833 | 3170 | 0.0086 | 0.7625 | 0.8207 | 0.9961 | 0.6428 | 0.5288 |
| 0.0026 | 132.5 | 3180 | 0.0086 | 0.7636 | 0.8251 | 0.9961 | 0.6518 | 0.5311 |
| 0.0089 | 132.9167 | 3190 | 0.0086 | 0.7632 | 0.8232 | 0.9961 | 0.6479 | 0.5303 |
| 0.006 | 133.3333 | 3200 | 0.0086 | 0.7624 | 0.8193 | 0.9961 | 0.6400 | 0.5287 |
| 0.0039 | 133.75 | 3210 | 0.0085 | 0.7630 | 0.8256 | 0.9961 | 0.6527 | 0.5300 |
| 0.0051 | 134.1667 | 3220 | 0.0085 | 0.7614 | 0.8179 | 0.9961 | 0.6373 | 0.5268 |
| 0.0097 | 134.5833 | 3230 | 0.0085 | 0.7614 | 0.8178 | 0.9961 | 0.6370 | 0.5267 |
| 0.0023 | 135.0 | 3240 | 0.0086 | 0.7642 | 0.8290 | 0.9961 | 0.6597 | 0.5323 |
| 0.0067 | 135.4167 | 3250 | 0.0086 | 0.7617 | 0.8178 | 0.9961 | 0.6370 | 0.5272 |
| 0.0079 | 135.8333 | 3260 | 0.0086 | 0.7622 | 0.8210 | 0.9961 | 0.6435 | 0.5283 |
| 0.0032 | 136.25 | 3270 | 0.0086 | 0.7626 | 0.8240 | 0.9961 | 0.6496 | 0.5292 |
| 0.0038 | 136.6667 | 3280 | 0.0086 | 0.7605 | 0.8141 | 0.9961 | 0.6296 | 0.5248 |
| 0.0002 | 137.0833 | 3290 | 0.0086 | 0.7638 | 0.8295 | 0.9961 | 0.6608 | 0.5315 |
| 0.0027 | 137.5 | 3300 | 0.0086 | 0.7621 | 0.8204 | 0.9961 | 0.6423 | 0.5281 |
| 0.0076 | 137.9167 | 3310 | 0.0085 | 0.7634 | 0.8310 | 0.9960 | 0.6638 | 0.5309 |
| 0.007 | 138.3333 | 3320 | 0.0085 | 0.7617 | 0.8203 | 0.9961 | 0.6420 | 0.5273 |
| 0.0109 | 138.75 | 3330 | 0.0085 | 0.7617 | 0.8198 | 0.9961 | 0.6411 | 0.5273 |
| 0.0069 | 139.1667 | 3340 | 0.0085 | 0.7630 | 0.8275 | 0.9961 | 0.6567 | 0.5299 |
| 0.0096 | 139.5833 | 3350 | 0.0086 | 0.7622 | 0.8221 | 0.9961 | 0.6458 | 0.5284 |
| 0.0097 | 140.0 | 3360 | 0.0086 | 0.7624 | 0.8252 | 0.9961 | 0.6520 | 0.5287 |
| 0.0017 | 140.4167 | 3370 | 0.0086 | 0.7604 | 0.8129 | 0.9961 | 0.6271 | 0.5246 |
| 0.0078 | 140.8333 | 3380 | 0.0086 | 0.7636 | 0.8261 | 0.9961 | 0.6538 | 0.5311 |
| 0.0066 | 141.25 | 3390 | 0.0086 | 0.7631 | 0.8255 | 0.9961 | 0.6525 | 0.5302 |
| 0.0077 | 141.6667 | 3400 | 0.0086 | 0.7620 | 0.8214 | 0.9961 | 0.6442 | 0.5280 |
| 0.0129 | 142.0833 | 3410 | 0.0087 | 0.7616 | 0.8202 | 0.9961 | 0.6418 | 0.5271 |
| 0.0011 | 142.5 | 3420 | 0.0086 | 0.7614 | 0.8192 | 0.9961 | 0.6398 | 0.5268 |
| 0.008 | 142.9167 | 3430 | 0.0086 | 0.7618 | 0.8203 | 0.9961 | 0.6421 | 0.5275 |
| 0.0062 | 143.3333 | 3440 | 0.0087 | 0.7634 | 0.8276 | 0.9961 | 0.6569 | 0.5307 |
| 0.0146 | 143.75 | 3450 | 0.0086 | 0.7619 | 0.8206 | 0.9961 | 0.6427 | 0.5277 |
| 0.006 | 144.1667 | 3460 | 0.0086 | 0.7620 | 0.8212 | 0.9961 | 0.6439 | 0.5279 |
| 0.0035 | 144.5833 | 3470 | 0.0087 | 0.7624 | 0.8217 | 0.9961 | 0.6450 | 0.5287 |
| 0.007 | 145.0 | 3480 | 0.0087 | 0.7629 | 0.8263 | 0.9961 | 0.6542 | 0.5298 |
| 0.0126 | 145.4167 | 3490 | 0.0086 | 0.7617 | 0.8178 | 0.9961 | 0.6370 | 0.5274 |
| 0.0013 | 145.8333 | 3500 | 0.0086 | 0.7620 | 0.8223 | 0.9961 | 0.6461 | 0.5280 |
| 0.0043 | 146.25 | 3510 | 0.0086 | 0.7624 | 0.8232 | 0.9961 | 0.6479 | 0.5288 |
| 0.012 | 146.6667 | 3520 | 0.0086 | 0.7618 | 0.8185 | 0.9961 | 0.6384 | 0.5276 |
| 0.0071 | 147.0833 | 3530 | 0.0086 | 0.7617 | 0.8197 | 0.9961 | 0.6408 | 0.5274 |
| 0.0055 | 147.5 | 3540 | 0.0087 | 0.7623 | 0.8223 | 0.9961 | 0.6462 | 0.5286 |
| 0.0096 | 147.9167 | 3550 | 0.0087 | 0.7627 | 0.8240 | 0.9961 | 0.6495 | 0.5294 |
| 0.0074 | 148.3333 | 3560 | 0.0087 | 0.7625 | 0.8232 | 0.9961 | 0.6480 | 0.5289 |
| 0.004 | 148.75 | 3570 | 0.0087 | 0.7618 | 0.8199 | 0.9961 | 0.6413 | 0.5274 |
| 0.0047 | 149.1667 | 3580 | 0.0087 | 0.7617 | 0.8191 | 0.9961 | 0.6396 | 0.5272 |
| 0.0085 | 149.5833 | 3590 | 0.0086 | 0.7619 | 0.8189 | 0.9961 | 0.6393 | 0.5277 |
| 0.0084 | 150.0 | 3600 | 0.0087 | 0.7617 | 0.8187 | 0.9961 | 0.6388 | 0.5273 |
| 0.0049 | 150.4167 | 3610 | 0.0087 | 0.7639 | 0.8285 | 0.9961 | 0.6587 | 0.5318 |
| 0.0066 | 150.8333 | 3620 | 0.0086 | 0.7620 | 0.8187 | 0.9961 | 0.6389 | 0.5279 |
| 0.0042 | 151.25 | 3630 | 0.0086 | 0.7626 | 0.8244 | 0.9961 | 0.6503 | 0.5291 |
| 0.0079 | 151.6667 | 3640 | 0.0087 | 0.7624 | 0.8223 | 0.9961 | 0.6462 | 0.5287 |
| 0.0032 | 152.0833 | 3650 | 0.0087 | 0.7620 | 0.8199 | 0.9961 | 0.6412 | 0.5279 |
| 0.0008 | 152.5 | 3660 | 0.0087 | 0.7625 | 0.8218 | 0.9961 | 0.6451 | 0.5290 |
| 0.0057 | 152.9167 | 3670 | 0.0087 | 0.7623 | 0.8213 | 0.9961 | 0.6440 | 0.5285 |
| 0.0062 | 153.3333 | 3680 | 0.0087 | 0.7624 | 0.8219 | 0.9961 | 0.6453 | 0.5287 |
| 0.0041 | 153.75 | 3690 | 0.0087 | 0.7620 | 0.8197 | 0.9961 | 0.6408 | 0.5278 |
| 0.0015 | 154.1667 | 3700 | 0.0087 | 0.7625 | 0.8227 | 0.9961 | 0.6469 | 0.5289 |
| 0.0067 | 154.5833 | 3710 | 0.0087 | 0.7624 | 0.8207 | 0.9961 | 0.6429 | 0.5287 |
| 0.0111 | 155.0 | 3720 | 0.0086 | 0.7631 | 0.8224 | 0.9961 | 0.6462 | 0.5302 |
| 0.0063 | 155.4167 | 3730 | 0.0086 | 0.7622 | 0.8202 | 0.9961 | 0.6419 | 0.5283 |
| 0.0064 | 155.8333 | 3740 | 0.0086 | 0.7624 | 0.8205 | 0.9961 | 0.6424 | 0.5287 |
| 0.0072 | 156.25 | 3750 | 0.0086 | 0.7625 | 0.8230 | 0.9961 | 0.6476 | 0.5290 |
| 0.0113 | 156.6667 | 3760 | 0.0086 | 0.7627 | 0.8236 | 0.9961 | 0.6488 | 0.5294 |
| 0.0022 | 157.0833 | 3770 | 0.0087 | 0.7626 | 0.8227 | 0.9961 | 0.6469 | 0.5292 |
| 0.0101 | 157.5 | 3780 | 0.0086 | 0.7627 | 0.8236 | 0.9961 | 0.6487 | 0.5294 |
| 0.0018 | 157.9167 | 3790 | 0.0087 | 0.7625 | 0.8213 | 0.9961 | 0.6440 | 0.5289 |
| 0.0068 | 158.3333 | 3800 | 0.0087 | 0.7625 | 0.8226 | 0.9961 | 0.6467 | 0.5289 |
| 0.0064 | 158.75 | 3810 | 0.0087 | 0.7626 | 0.8215 | 0.9961 | 0.6446 | 0.5290 |
| 0.0054 | 159.1667 | 3820 | 0.0086 | 0.7618 | 0.8190 | 0.9961 | 0.6394 | 0.5275 |
| 0.0065 | 159.5833 | 3830 | 0.0087 | 0.7615 | 0.8180 | 0.9961 | 0.6374 | 0.5268 |
| 0.0061 | 160.0 | 3840 | 0.0086 | 0.7637 | 0.8289 | 0.9961 | 0.6594 | 0.5314 |
| 0.0056 | 160.4167 | 3850 | 0.0085 | 0.7623 | 0.8215 | 0.9961 | 0.6446 | 0.5286 |
| 0.0103 | 160.8333 | 3860 | 0.0086 | 0.7622 | 0.8212 | 0.9961 | 0.6440 | 0.5283 |
| 0.0031 | 161.25 | 3870 | 0.0086 | 0.7622 | 0.8224 | 0.9961 | 0.6463 | 0.5283 |
| 0.0063 | 161.6667 | 3880 | 0.0087 | 0.7612 | 0.8171 | 0.9961 | 0.6355 | 0.5264 |
| 0.0087 | 162.0833 | 3890 | 0.0087 | 0.7628 | 0.8236 | 0.9961 | 0.6488 | 0.5295 |
| 0.0061 | 162.5 | 3900 | 0.0087 | 0.7621 | 0.8206 | 0.9961 | 0.6427 | 0.5281 |
| 0.0094 | 162.9167 | 3910 | 0.0087 | 0.7622 | 0.8210 | 0.9961 | 0.6435 | 0.5283 |
| 0.0105 | 163.3333 | 3920 | 0.0087 | 0.7632 | 0.8244 | 0.9961 | 0.6503 | 0.5304 |
| 0.0064 | 163.75 | 3930 | 0.0086 | 0.7626 | 0.8224 | 0.9961 | 0.6464 | 0.5291 |
| 0.0062 | 164.1667 | 3940 | 0.0086 | 0.7631 | 0.8251 | 0.9961 | 0.6518 | 0.5302 |
| 0.0081 | 164.5833 | 3950 | 0.0086 | 0.7630 | 0.8249 | 0.9961 | 0.6514 | 0.5300 |
| 0.0038 | 165.0 | 3960 | 0.0086 | 0.7629 | 0.8255 | 0.9961 | 0.6526 | 0.5297 |
| 0.0079 | 165.4167 | 3970 | 0.0086 | 0.7620 | 0.8202 | 0.9961 | 0.6419 | 0.5280 |
| 0.006 | 165.8333 | 3980 | 0.0086 | 0.7628 | 0.8241 | 0.9961 | 0.6497 | 0.5294 |
| 0.0033 | 166.25 | 3990 | 0.0086 | 0.7622 | 0.8207 | 0.9961 | 0.6429 | 0.5283 |
| 0.0052 | 166.6667 | 4000 | 0.0086 | 0.7626 | 0.8228 | 0.9961 | 0.6471 | 0.5291 |
| 0.0052 | 167.0833 | 4010 | 0.0086 | 0.7623 | 0.8215 | 0.9961 | 0.6445 | 0.5285 |
| 0.0088 | 167.5 | 4020 | 0.0086 | 0.7620 | 0.8201 | 0.9961 | 0.6418 | 0.5280 |
| 0.0027 | 167.9167 | 4030 | 0.0086 | 0.7630 | 0.8236 | 0.9961 | 0.6487 | 0.5299 |
| 0.0035 | 168.3333 | 4040 | 0.0086 | 0.7627 | 0.8226 | 0.9961 | 0.6468 | 0.5293 |
| 0.0078 | 168.75 | 4050 | 0.0086 | 0.7627 | 0.8217 | 0.9961 | 0.6449 | 0.5294 |
| 0.0057 | 169.1667 | 4060 | 0.0086 | 0.7625 | 0.8235 | 0.9961 | 0.6485 | 0.5290 |
| 0.0054 | 169.5833 | 4070 | 0.0087 | 0.7621 | 0.8217 | 0.9961 | 0.6450 | 0.5281 |
| 0.003 | 170.0 | 4080 | 0.0086 | 0.7631 | 0.8263 | 0.9961 | 0.6542 | 0.5302 |
| 0.0127 | 170.4167 | 4090 | 0.0086 | 0.7626 | 0.8245 | 0.9961 | 0.6505 | 0.5292 |
| 0.0056 | 170.8333 | 4100 | 0.0086 | 0.7628 | 0.8238 | 0.9961 | 0.6491 | 0.5296 |
| 0.0016 | 171.25 | 4110 | 0.0086 | 0.7627 | 0.8226 | 0.9961 | 0.6467 | 0.5293 |
| 0.0101 | 171.6667 | 4120 | 0.0086 | 0.7633 | 0.8267 | 0.9961 | 0.6551 | 0.5306 |
| 0.0084 | 172.0833 | 4130 | 0.0086 | 0.7626 | 0.8230 | 0.9961 | 0.6476 | 0.5292 |
| 0.0039 | 172.5 | 4140 | 0.0087 | 0.7621 | 0.8215 | 0.9961 | 0.6445 | 0.5281 |
| 0.0074 | 172.9167 | 4150 | 0.0087 | 0.7627 | 0.8257 | 0.9961 | 0.6530 | 0.5293 |
| 0.0044 | 173.3333 | 4160 | 0.0086 | 0.7623 | 0.8224 | 0.9961 | 0.6462 | 0.5286 |
| 0.0093 | 173.75 | 4170 | 0.0087 | 0.7623 | 0.8217 | 0.9961 | 0.6448 | 0.5286 |
| 0.0022 | 174.1667 | 4180 | 0.0088 | 0.7628 | 0.8260 | 0.9961 | 0.6537 | 0.5295 |
| 0.0098 | 174.5833 | 4190 | 0.0088 | 0.7622 | 0.8221 | 0.9961 | 0.6458 | 0.5284 |
| 0.0153 | 175.0 | 4200 | 0.0087 | 0.7618 | 0.8179 | 0.9961 | 0.6373 | 0.5276 |
| 0.0055 | 175.4167 | 4210 | 0.0087 | 0.7623 | 0.8229 | 0.9961 | 0.6473 | 0.5285 |
| 0.0058 | 175.8333 | 4220 | 0.0087 | 0.7620 | 0.8213 | 0.9961 | 0.6440 | 0.5279 |
| 0.0059 | 176.25 | 4230 | 0.0087 | 0.7622 | 0.8226 | 0.9961 | 0.6467 | 0.5282 |
| 0.0069 | 176.6667 | 4240 | 0.0087 | 0.7625 | 0.8236 | 0.9961 | 0.6488 | 0.5289 |
| 0.0089 | 177.0833 | 4250 | 0.0087 | 0.7629 | 0.8246 | 0.9961 | 0.6507 | 0.5298 |
| 0.0083 | 177.5 | 4260 | 0.0087 | 0.7627 | 0.8226 | 0.9961 | 0.6467 | 0.5293 |
| 0.0131 | 177.9167 | 4270 | 0.0087 | 0.7620 | 0.8191 | 0.9961 | 0.6397 | 0.5280 |
| 0.0072 | 178.3333 | 4280 | 0.0087 | 0.7625 | 0.8218 | 0.9961 | 0.6451 | 0.5289 |
| 0.0011 | 178.75 | 4290 | 0.0087 | 0.7629 | 0.8239 | 0.9961 | 0.6493 | 0.5297 |
| 0.0045 | 179.1667 | 4300 | 0.0087 | 0.7626 | 0.8219 | 0.9961 | 0.6454 | 0.5291 |
| 0.0109 | 179.5833 | 4310 | 0.0087 | 0.7619 | 0.8188 | 0.9961 | 0.6391 | 0.5278 |
| 0.0055 | 180.0 | 4320 | 0.0087 | 0.7624 | 0.8214 | 0.9961 | 0.6443 | 0.5287 |
| 0.0048 | 180.4167 | 4330 | 0.0086 | 0.7630 | 0.8237 | 0.9961 | 0.6490 | 0.5299 |
| 0.0088 | 180.8333 | 4340 | 0.0086 | 0.7628 | 0.8221 | 0.9961 | 0.6457 | 0.5296 |
| 0.0035 | 181.25 | 4350 | 0.0086 | 0.7622 | 0.8211 | 0.9961 | 0.6437 | 0.5284 |
| 0.0096 | 181.6667 | 4360 | 0.0086 | 0.7627 | 0.8223 | 0.9961 | 0.6461 | 0.5293 |
| 0.0103 | 182.0833 | 4370 | 0.0087 | 0.7623 | 0.8208 | 0.9961 | 0.6430 | 0.5285 |
| 0.0031 | 182.5 | 4380 | 0.0087 | 0.7616 | 0.8175 | 0.9961 | 0.6365 | 0.5270 |
| 0.0058 | 182.9167 | 4390 | 0.0086 | 0.7635 | 0.8270 | 0.9961 | 0.6555 | 0.5309 |
| 0.0061 | 183.3333 | 4400 | 0.0087 | 0.7631 | 0.8251 | 0.9961 | 0.6518 | 0.5301 |
| 0.0044 | 183.75 | 4410 | 0.0087 | 0.7625 | 0.8214 | 0.9961 | 0.6443 | 0.5289 |
| 0.0058 | 184.1667 | 4420 | 0.0087 | 0.7619 | 0.8185 | 0.9961 | 0.6385 | 0.5277 |
| 0.0035 | 184.5833 | 4430 | 0.0087 | 0.7625 | 0.8212 | 0.9961 | 0.6439 | 0.5289 |
| 0.0093 | 185.0 | 4440 | 0.0087 | 0.7631 | 0.8248 | 0.9961 | 0.6512 | 0.5301 |
| 0.0025 | 185.4167 | 4450 | 0.0087 | 0.7630 | 0.8241 | 0.9961 | 0.6496 | 0.5299 |
| 0.0018 | 185.8333 | 4460 | 0.0087 | 0.7624 | 0.8210 | 0.9961 | 0.6435 | 0.5287 |
| 0.0036 | 186.25 | 4470 | 0.0087 | 0.7626 | 0.8226 | 0.9961 | 0.6467 | 0.5291 |
| 0.0085 | 186.6667 | 4480 | 0.0087 | 0.7625 | 0.8224 | 0.9961 | 0.6464 | 0.5289 |
| 0.0064 | 187.0833 | 4490 | 0.0087 | 0.7623 | 0.8203 | 0.9961 | 0.6420 | 0.5286 |
| 0.0027 | 187.5 | 4500 | 0.0087 | 0.7622 | 0.8213 | 0.9961 | 0.6441 | 0.5283 |
| 0.0032 | 187.9167 | 4510 | 0.0087 | 0.7621 | 0.8207 | 0.9961 | 0.6428 | 0.5281 |
| 0.006 | 188.3333 | 4520 | 0.0087 | 0.7626 | 0.8233 | 0.9961 | 0.6482 | 0.5291 |
| 0.0124 | 188.75 | 4530 | 0.0087 | 0.7630 | 0.8246 | 0.9961 | 0.6508 | 0.5299 |
| 0.0015 | 189.1667 | 4540 | 0.0087 | 0.7630 | 0.8251 | 0.9961 | 0.6518 | 0.5300 |
| 0.0084 | 189.5833 | 4550 | 0.0087 | 0.7622 | 0.8215 | 0.9961 | 0.6446 | 0.5283 |
| 0.0037 | 190.0 | 4560 | 0.0087 | 0.7623 | 0.8222 | 0.9961 | 0.6459 | 0.5285 |
| 0.0017 | 190.4167 | 4570 | 0.0087 | 0.7624 | 0.8226 | 0.9961 | 0.6467 | 0.5288 |
| 0.0099 | 190.8333 | 4580 | 0.0087 | 0.7624 | 0.8211 | 0.9961 | 0.6437 | 0.5286 |
| 0.006 | 191.25 | 4590 | 0.0087 | 0.7623 | 0.8212 | 0.9961 | 0.6438 | 0.5286 |
| 0.0037 | 191.6667 | 4600 | 0.0087 | 0.7623 | 0.8210 | 0.9961 | 0.6435 | 0.5285 |
| 0.005 | 192.0833 | 4610 | 0.0087 | 0.7621 | 0.8218 | 0.9961 | 0.6451 | 0.5282 |
| 0.0069 | 192.5 | 4620 | 0.0087 | 0.7621 | 0.8208 | 0.9961 | 0.6430 | 0.5281 |
| 0.0037 | 192.9167 | 4630 | 0.0087 | 0.7629 | 0.8246 | 0.9961 | 0.6507 | 0.5298 |
| 0.0006 | 193.3333 | 4640 | 0.0087 | 0.7626 | 0.8224 | 0.9961 | 0.6464 | 0.5291 |
| 0.0035 | 193.75 | 4650 | 0.0087 | 0.7626 | 0.8225 | 0.9961 | 0.6465 | 0.5292 |
| 0.0108 | 194.1667 | 4660 | 0.0087 | 0.7630 | 0.8253 | 0.9961 | 0.6522 | 0.5300 |
| 0.0095 | 194.5833 | 4670 | 0.0087 | 0.7623 | 0.8210 | 0.9961 | 0.6435 | 0.5284 |
| 0.0061 | 195.0 | 4680 | 0.0087 | 0.7625 | 0.8224 | 0.9961 | 0.6463 | 0.5290 |
| 0.0063 | 195.4167 | 4690 | 0.0087 | 0.7625 | 0.8227 | 0.9961 | 0.6469 | 0.5289 |
| 0.0083 | 195.8333 | 4700 | 0.0087 | 0.7625 | 0.8212 | 0.9961 | 0.6438 | 0.5289 |
| 0.0045 | 196.25 | 4710 | 0.0087 | 0.7625 | 0.8219 | 0.9961 | 0.6453 | 0.5290 |
| 0.0073 | 196.6667 | 4720 | 0.0087 | 0.7625 | 0.8221 | 0.9961 | 0.6457 | 0.5288 |
| 0.0056 | 197.0833 | 4730 | 0.0087 | 0.7625 | 0.8225 | 0.9961 | 0.6466 | 0.5289 |
| 0.0129 | 197.5 | 4740 | 0.0087 | 0.7623 | 0.8219 | 0.9961 | 0.6454 | 0.5286 |
| 0.008 | 197.9167 | 4750 | 0.0087 | 0.7624 | 0.8227 | 0.9961 | 0.6469 | 0.5288 |
| 0.0025 | 198.3333 | 4760 | 0.0087 | 0.7625 | 0.8214 | 0.9961 | 0.6443 | 0.5289 |
| 0.0069 | 198.75 | 4770 | 0.0087 | 0.7629 | 0.8230 | 0.9961 | 0.6474 | 0.5296 |
| 0.0043 | 199.1667 | 4780 | 0.0087 | 0.7625 | 0.8218 | 0.9961 | 0.6450 | 0.5289 |
| 0.0058 | 199.5833 | 4790 | 0.0087 | 0.7621 | 0.8199 | 0.9961 | 0.6413 | 0.5282 |
| 0.0043 | 200.0 | 4800 | 0.0087 | 0.7627 | 0.8228 | 0.9961 | 0.6472 | 0.5292 |
### Framework versions
- Transformers 4.46.3
- Pytorch 2.5.1+cu121
- Datasets 3.2.0
- Tokenizers 0.20.3
|