update model card README.md
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README.md
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model-index:
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- name: codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_22
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results: []
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library_name: peft
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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This model is a fine-tuned version of [Salesforce/codet5p-770m-py](https://huggingface.co/Salesforce/codet5p-770m-py) on the mbpp dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Codebleu: 0.
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- Ngram Match Score: 0.
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- Weighted Ngram Match Score: 0.
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- Syntax Match Score: 0.
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- Dataflow Match Score: 0.
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## Model description
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 100
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- num_epochs:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
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| 0.9723 | 1.0 | 15 | 0.9246 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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### Framework versions
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- PEFT 0.4.0
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- Transformers 4.31.0
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- Pytorch 2.0.1
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- Datasets 2.14.4
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model-index:
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- name: codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_22
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results: []
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---
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|
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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This model is a fine-tuned version of [Salesforce/codet5p-770m-py](https://huggingface.co/Salesforce/codet5p-770m-py) on the mbpp dataset.
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It achieves the following results on the evaluation set:
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+
- Loss: 0.7133
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+
- Codebleu: 0.1063
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- Ngram Match Score: 0.0288
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- Weighted Ngram Match Score: 0.0547
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- Syntax Match Score: 0.1283
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- Dataflow Match Score: 0.1165
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## Model description
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 100
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- num_epochs: 300
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
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| 0.9723 | 1.0 | 15 | 0.9246 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9639 | 2.0 | 30 | 0.9235 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9718 | 3.0 | 45 | 0.9207 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.943 | 4.0 | 60 | 0.9145 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 |
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| 0.9594 | 5.0 | 75 | 0.9013 | 0.0268 | 0.0000 | 0.0118 | 0.0238 | 0.0402 |
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| 0.947 | 6.0 | 90 | 0.8787 | 0.0537 | 0.0021 | 0.0263 | 0.0569 | 0.0703 |
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| 0.9326 | 7.0 | 105 | 0.8523 | 0.0997 | 0.0235 | 0.0554 | 0.1230 | 0.1064 |
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| 0.8775 | 8.0 | 120 | 0.8308 | 0.0914 | 0.0225 | 0.0514 | 0.1177 | 0.0924 |
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| 0.8583 | 9.0 | 135 | 0.8139 | 0.0918 | 0.0235 | 0.0514 | 0.1204 | 0.0904 |
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| 0.8364 | 10.0 | 150 | 0.7983 | 0.0924 | 0.0239 | 0.0518 | 0.1217 | 0.0904 |
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| 0.8097 | 11.0 | 165 | 0.7815 | 0.1045 | 0.0255 | 0.0590 | 0.1336 | 0.1064 |
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| 0.8037 | 12.0 | 180 | 0.7648 | 0.1043 | 0.0248 | 0.0582 | 0.1296 | 0.1104 |
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| 0.7838 | 13.0 | 195 | 0.7554 | 0.1050 | 0.0236 | 0.0578 | 0.1296 | 0.1124 |
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| 0.7623 | 14.0 | 210 | 0.7494 | 0.1062 | 0.0197 | 0.0471 | 0.1243 | 0.1245 |
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| 0.7775 | 15.0 | 225 | 0.7450 | 0.1096 | 0.0240 | 0.0536 | 0.1362 | 0.1185 |
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| 0.7815 | 16.0 | 240 | 0.7417 | 0.1150 | 0.0260 | 0.0571 | 0.1402 | 0.1265 |
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| 0.7625 | 17.0 | 255 | 0.7389 | 0.1144 | 0.0280 | 0.0626 | 0.1429 | 0.1205 |
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| 0.7439 | 18.0 | 270 | 0.7360 | 0.1189 | 0.0278 | 0.0627 | 0.1481 | 0.1265 |
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| 0.753 | 19.0 | 285 | 0.7335 | 0.1189 | 0.0277 | 0.0627 | 0.1481 | 0.1265 |
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| 0.7443 | 20.0 | 300 | 0.7313 | 0.1195 | 0.0289 | 0.0624 | 0.1495 | 0.1265 |
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| 0.7295 | 21.0 | 315 | 0.7280 | 0.1147 | 0.0252 | 0.0547 | 0.1442 | 0.1225 |
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| 0.7233 | 22.0 | 330 | 0.7251 | 0.1123 | 0.0257 | 0.0549 | 0.1402 | 0.1205 |
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| 0.728 | 23.0 | 345 | 0.7239 | 0.1112 | 0.0269 | 0.0555 | 0.1389 | 0.1185 |
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| 0.7274 | 24.0 | 360 | 0.7220 | 0.1112 | 0.0267 | 0.0555 | 0.1389 | 0.1185 |
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| 0.7438 | 25.0 | 375 | 0.7197 | 0.1110 | 0.0261 | 0.0543 | 0.1349 | 0.1225 |
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| 0.7234 | 26.0 | 390 | 0.7181 | 0.1112 | 0.0267 | 0.0555 | 0.1389 | 0.1185 |
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| 0.7073 | 27.0 | 405 | 0.7159 | 0.1112 | 0.0267 | 0.0555 | 0.1389 | 0.1185 |
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| 0.7133 | 28.0 | 420 | 0.7150 | 0.1111 | 0.0264 | 0.0552 | 0.1389 | 0.1185 |
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| 0.6991 | 29.0 | 435 | 0.7138 | 0.1092 | 0.0258 | 0.0558 | 0.1362 | 0.1165 |
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| 0.7 | 30.0 | 450 | 0.7123 | 0.1108 | 0.0258 | 0.0557 | 0.1362 | 0.1205 |
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| 0.6925 | 31.0 | 465 | 0.7110 | 0.1125 | 0.0261 | 0.0561 | 0.1362 | 0.1245 |
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| 0.6911 | 32.0 | 480 | 0.7091 | 0.1042 | 0.0243 | 0.0520 | 0.1190 | 0.1225 |
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| 0.6979 | 33.0 | 495 | 0.7071 | 0.1016 | 0.0251 | 0.0520 | 0.1204 | 0.1145 |
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| 0.6958 | 34.0 | 510 | 0.7041 | 0.1047 | 0.0259 | 0.0555 | 0.1190 | 0.1225 |
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| 0.68 | 35.0 | 525 | 0.7027 | 0.1040 | 0.0261 | 0.0557 | 0.1190 | 0.1205 |
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| 0.6991 | 36.0 | 540 | 0.7019 | 0.1059 | 0.0253 | 0.0520 | 0.1230 | 0.1225 |
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| 0.6856 | 37.0 | 555 | 0.7015 | 0.1078 | 0.0258 | 0.0520 | 0.1257 | 0.1245 |
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| 0.6923 | 38.0 | 570 | 0.7009 | 0.1078 | 0.0258 | 0.0520 | 0.1257 | 0.1245 |
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| 0.6849 | 39.0 | 585 | 0.6991 | 0.1078 | 0.0258 | 0.0520 | 0.1257 | 0.1245 |
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| 0.6886 | 40.0 | 600 | 0.6992 | 0.1141 | 0.0277 | 0.0540 | 0.1362 | 0.1285 |
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| 0.6754 | 41.0 | 615 | 0.6983 | 0.1129 | 0.0269 | 0.0537 | 0.1296 | 0.1325 |
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| 0.6688 | 42.0 | 630 | 0.6979 | 0.1095 | 0.0243 | 0.0494 | 0.1349 | 0.1205 |
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| 0.6673 | 43.0 | 645 | 0.6979 | 0.1118 | 0.0260 | 0.0497 | 0.1402 | 0.1205 |
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| 0.672 | 44.0 | 660 | 0.6974 | 0.1111 | 0.0261 | 0.0495 | 0.1323 | 0.1265 |
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| 0.6628 | 45.0 | 675 | 0.6970 | 0.1102 | 0.0258 | 0.0497 | 0.1362 | 0.1205 |
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| 0.662 | 46.0 | 690 | 0.6969 | 0.1119 | 0.0265 | 0.0497 | 0.1362 | 0.1245 |
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| 0.662 | 47.0 | 705 | 0.6951 | 0.1084 | 0.0262 | 0.0497 | 0.1336 | 0.1185 |
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| 0.6605 | 48.0 | 720 | 0.6950 | 0.1086 | 0.0260 | 0.0497 | 0.1362 | 0.1165 |
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| 0.6643 | 49.0 | 735 | 0.6943 | 0.1086 | 0.0260 | 0.0497 | 0.1362 | 0.1165 |
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| 0.6535 | 50.0 | 750 | 0.6946 | 0.1072 | 0.0251 | 0.0496 | 0.1310 | 0.1185 |
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| 0.6739 | 51.0 | 765 | 0.6938 | 0.1070 | 0.0250 | 0.0497 | 0.1323 | 0.1165 |
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| 0.6689 | 52.0 | 780 | 0.6930 | 0.1064 | 0.0251 | 0.0520 | 0.1323 | 0.1145 |
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| 0.6607 | 53.0 | 795 | 0.6922 | 0.1070 | 0.0250 | 0.0497 | 0.1323 | 0.1165 |
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| 0.6325 | 54.0 | 810 | 0.6916 | 0.1083 | 0.0257 | 0.0520 | 0.1349 | 0.1165 |
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| 0.6505 | 55.0 | 825 | 0.6912 | 0.1057 | 0.0253 | 0.0496 | 0.1310 | 0.1145 |
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| 0.6507 | 56.0 | 840 | 0.6917 | 0.1024 | 0.0244 | 0.0496 | 0.1230 | 0.1145 |
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| 0.6494 | 57.0 | 855 | 0.6908 | 0.1032 | 0.0246 | 0.0519 | 0.1283 | 0.1104 |
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| 0.6459 | 58.0 | 870 | 0.6911 | 0.1037 | 0.0247 | 0.0494 | 0.1243 | 0.1165 |
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| 0.6517 | 59.0 | 885 | 0.6907 | 0.1035 | 0.0257 | 0.0517 | 0.1270 | 0.1124 |
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| 0.6366 | 60.0 | 900 | 0.6908 | 0.1025 | 0.0254 | 0.0492 | 0.1230 | 0.1145 |
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| 0.6464 | 61.0 | 915 | 0.6916 | 0.1041 | 0.0264 | 0.0515 | 0.1243 | 0.1165 |
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| 0.6309 | 62.0 | 930 | 0.6917 | 0.1042 | 0.0264 | 0.0492 | 0.1230 | 0.1185 |
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| 0.6336 | 63.0 | 945 | 0.6922 | 0.1063 | 0.0267 | 0.0519 | 0.1257 | 0.1205 |
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| 0.6263 | 64.0 | 960 | 0.6922 | 0.1044 | 0.0263 | 0.0492 | 0.1257 | 0.1165 |
|
| 121 |
+
| 0.649 | 65.0 | 975 | 0.6911 | 0.0996 | 0.0266 | 0.0490 | 0.1177 | 0.1124 |
|
| 122 |
+
| 0.618 | 66.0 | 990 | 0.6918 | 0.1016 | 0.0311 | 0.0558 | 0.1177 | 0.1145 |
|
| 123 |
+
| 0.6354 | 67.0 | 1005 | 0.6913 | 0.1010 | 0.0268 | 0.0515 | 0.1204 | 0.1124 |
|
| 124 |
+
| 0.6284 | 68.0 | 1020 | 0.6913 | 0.1020 | 0.0264 | 0.0519 | 0.1190 | 0.1165 |
|
| 125 |
+
| 0.6167 | 69.0 | 1035 | 0.6907 | 0.1025 | 0.0255 | 0.0475 | 0.1257 | 0.1124 |
|
| 126 |
+
| 0.6409 | 70.0 | 1050 | 0.6895 | 0.0991 | 0.0308 | 0.0560 | 0.1177 | 0.1084 |
|
| 127 |
+
| 0.6246 | 71.0 | 1065 | 0.6903 | 0.0985 | 0.0264 | 0.0515 | 0.1124 | 0.1145 |
|
| 128 |
+
| 0.6197 | 72.0 | 1080 | 0.6909 | 0.1012 | 0.0265 | 0.0513 | 0.1190 | 0.1145 |
|
| 129 |
+
| 0.623 | 73.0 | 1095 | 0.6908 | 0.1025 | 0.0268 | 0.0536 | 0.1217 | 0.1145 |
|
| 130 |
+
| 0.6118 | 74.0 | 1110 | 0.6903 | 0.1010 | 0.0325 | 0.0599 | 0.1190 | 0.1104 |
|
| 131 |
+
| 0.6061 | 75.0 | 1125 | 0.6903 | 0.1029 | 0.0326 | 0.0601 | 0.1217 | 0.1124 |
|
| 132 |
+
| 0.6113 | 76.0 | 1140 | 0.6903 | 0.1057 | 0.0334 | 0.0601 | 0.1243 | 0.1165 |
|
| 133 |
+
| 0.6195 | 77.0 | 1155 | 0.6898 | 0.1000 | 0.0279 | 0.0539 | 0.1190 | 0.1104 |
|
| 134 |
+
| 0.6096 | 78.0 | 1170 | 0.6898 | 0.1025 | 0.0277 | 0.0532 | 0.1217 | 0.1145 |
|
| 135 |
+
| 0.6103 | 79.0 | 1185 | 0.6885 | 0.0994 | 0.0322 | 0.0601 | 0.1151 | 0.1104 |
|
| 136 |
+
| 0.5997 | 80.0 | 1200 | 0.6879 | 0.0983 | 0.0279 | 0.0532 | 0.1151 | 0.1104 |
|
| 137 |
+
| 0.6109 | 81.0 | 1215 | 0.6903 | 0.0992 | 0.0269 | 0.0519 | 0.1138 | 0.1145 |
|
| 138 |
+
| 0.6087 | 82.0 | 1230 | 0.6917 | 0.1031 | 0.0276 | 0.0535 | 0.1190 | 0.1185 |
|
| 139 |
+
| 0.623 | 83.0 | 1245 | 0.6918 | 0.1037 | 0.0295 | 0.0548 | 0.1217 | 0.1165 |
|
| 140 |
+
| 0.6076 | 84.0 | 1260 | 0.6884 | 0.1049 | 0.0307 | 0.0573 | 0.1217 | 0.1185 |
|
| 141 |
+
| 0.5905 | 85.0 | 1275 | 0.6897 | 0.1045 | 0.0326 | 0.0599 | 0.1217 | 0.1165 |
|
| 142 |
+
| 0.5975 | 86.0 | 1290 | 0.6909 | 0.1039 | 0.0319 | 0.0597 | 0.1243 | 0.1124 |
|
| 143 |
+
| 0.5977 | 87.0 | 1305 | 0.6894 | 0.1060 | 0.0317 | 0.0575 | 0.1243 | 0.1185 |
|
| 144 |
+
| 0.6021 | 88.0 | 1320 | 0.6884 | 0.1033 | 0.0310 | 0.0573 | 0.1177 | 0.1185 |
|
| 145 |
+
| 0.6022 | 89.0 | 1335 | 0.6875 | 0.1033 | 0.0309 | 0.0575 | 0.1177 | 0.1185 |
|
| 146 |
+
| 0.6004 | 90.0 | 1350 | 0.6880 | 0.1054 | 0.0308 | 0.0575 | 0.1270 | 0.1145 |
|
| 147 |
+
| 0.5899 | 91.0 | 1365 | 0.6887 | 0.1026 | 0.0265 | 0.0523 | 0.1243 | 0.1124 |
|
| 148 |
+
| 0.5969 | 92.0 | 1380 | 0.6892 | 0.1039 | 0.0279 | 0.0533 | 0.1270 | 0.1124 |
|
| 149 |
+
| 0.5797 | 93.0 | 1395 | 0.6899 | 0.1033 | 0.0276 | 0.0530 | 0.1257 | 0.1124 |
|
| 150 |
+
| 0.5797 | 94.0 | 1410 | 0.6906 | 0.1029 | 0.0298 | 0.0548 | 0.1177 | 0.1185 |
|
| 151 |
+
| 0.593 | 95.0 | 1425 | 0.6906 | 0.1030 | 0.0304 | 0.0553 | 0.1177 | 0.1185 |
|
| 152 |
+
| 0.5958 | 96.0 | 1440 | 0.6903 | 0.1008 | 0.0304 | 0.0569 | 0.1177 | 0.1124 |
|
| 153 |
+
| 0.595 | 97.0 | 1455 | 0.6899 | 0.1081 | 0.0313 | 0.0572 | 0.1296 | 0.1185 |
|
| 154 |
+
| 0.587 | 98.0 | 1470 | 0.6906 | 0.1090 | 0.0298 | 0.0568 | 0.1323 | 0.1185 |
|
| 155 |
+
| 0.5978 | 99.0 | 1485 | 0.6926 | 0.1014 | 0.0222 | 0.0448 | 0.1243 | 0.1124 |
|
| 156 |
+
| 0.5923 | 100.0 | 1500 | 0.6926 | 0.1031 | 0.0248 | 0.0487 | 0.1270 | 0.1124 |
|
| 157 |
+
| 0.5842 | 101.0 | 1515 | 0.6922 | 0.0979 | 0.0217 | 0.0444 | 0.1177 | 0.1104 |
|
| 158 |
+
| 0.5729 | 102.0 | 1530 | 0.6924 | 0.1052 | 0.0291 | 0.0547 | 0.1296 | 0.1124 |
|
| 159 |
+
| 0.5886 | 103.0 | 1545 | 0.6919 | 0.1000 | 0.0259 | 0.0508 | 0.1204 | 0.1104 |
|
| 160 |
+
| 0.5831 | 104.0 | 1560 | 0.6908 | 0.0999 | 0.0249 | 0.0506 | 0.1204 | 0.1104 |
|
| 161 |
+
| 0.5713 | 105.0 | 1575 | 0.6927 | 0.1043 | 0.0267 | 0.0508 | 0.1270 | 0.1145 |
|
| 162 |
+
| 0.5848 | 106.0 | 1590 | 0.6922 | 0.1048 | 0.0301 | 0.0546 | 0.1243 | 0.1165 |
|
| 163 |
+
| 0.5992 | 107.0 | 1605 | 0.6923 | 0.1048 | 0.0300 | 0.0548 | 0.1243 | 0.1165 |
|
| 164 |
+
| 0.5694 | 108.0 | 1620 | 0.6926 | 0.1080 | 0.0304 | 0.0547 | 0.1283 | 0.1205 |
|
| 165 |
+
| 0.5771 | 109.0 | 1635 | 0.6921 | 0.1002 | 0.0293 | 0.0547 | 0.1151 | 0.1145 |
|
| 166 |
+
| 0.5815 | 110.0 | 1650 | 0.6933 | 0.1087 | 0.0288 | 0.0547 | 0.1283 | 0.1225 |
|
| 167 |
+
| 0.5754 | 111.0 | 1665 | 0.6940 | 0.1014 | 0.0287 | 0.0539 | 0.1124 | 0.1205 |
|
| 168 |
+
| 0.5633 | 112.0 | 1680 | 0.6955 | 0.1029 | 0.0239 | 0.0476 | 0.1230 | 0.1165 |
|
| 169 |
+
| 0.5666 | 113.0 | 1695 | 0.6933 | 0.1026 | 0.0232 | 0.0475 | 0.1243 | 0.1145 |
|
| 170 |
+
| 0.581 | 114.0 | 1710 | 0.6925 | 0.1021 | 0.0239 | 0.0472 | 0.1230 | 0.1145 |
|
| 171 |
+
| 0.5781 | 115.0 | 1725 | 0.6937 | 0.1009 | 0.0226 | 0.0471 | 0.1243 | 0.1104 |
|
| 172 |
+
| 0.5691 | 116.0 | 1740 | 0.6933 | 0.0981 | 0.0233 | 0.0473 | 0.1151 | 0.1124 |
|
| 173 |
+
| 0.5604 | 117.0 | 1755 | 0.6936 | 0.1013 | 0.0239 | 0.0472 | 0.1230 | 0.1124 |
|
| 174 |
+
| 0.5778 | 118.0 | 1770 | 0.6935 | 0.0992 | 0.0205 | 0.0431 | 0.1217 | 0.1104 |
|
| 175 |
+
| 0.5726 | 119.0 | 1785 | 0.6937 | 0.1013 | 0.0235 | 0.0468 | 0.1111 | 0.1245 |
|
| 176 |
+
| 0.559 | 120.0 | 1800 | 0.6941 | 0.1005 | 0.0240 | 0.0470 | 0.1190 | 0.1145 |
|
| 177 |
+
| 0.563 | 121.0 | 1815 | 0.6940 | 0.0981 | 0.0235 | 0.0472 | 0.1151 | 0.1124 |
|
| 178 |
+
| 0.5629 | 122.0 | 1830 | 0.6948 | 0.1012 | 0.0228 | 0.0470 | 0.1230 | 0.1124 |
|
| 179 |
+
| 0.5696 | 123.0 | 1845 | 0.6949 | 0.0902 | 0.0167 | 0.0362 | 0.0979 | 0.1145 |
|
| 180 |
+
| 0.5691 | 124.0 | 1860 | 0.6943 | 0.0941 | 0.0174 | 0.0372 | 0.1071 | 0.1145 |
|
| 181 |
+
| 0.5729 | 125.0 | 1875 | 0.6951 | 0.0985 | 0.0169 | 0.0368 | 0.1124 | 0.1205 |
|
| 182 |
+
| 0.5502 | 126.0 | 1890 | 0.6959 | 0.1045 | 0.0218 | 0.0436 | 0.1243 | 0.1205 |
|
| 183 |
+
| 0.5566 | 127.0 | 1905 | 0.6966 | 0.1027 | 0.0225 | 0.0435 | 0.1177 | 0.1225 |
|
| 184 |
+
| 0.5571 | 128.0 | 1920 | 0.6956 | 0.0978 | 0.0190 | 0.0376 | 0.1098 | 0.1205 |
|
| 185 |
+
| 0.5579 | 129.0 | 1935 | 0.6971 | 0.0938 | 0.0172 | 0.0374 | 0.1085 | 0.1124 |
|
| 186 |
+
| 0.5524 | 130.0 | 1950 | 0.6959 | 0.0926 | 0.0168 | 0.0364 | 0.1058 | 0.1124 |
|
| 187 |
+
| 0.5589 | 131.0 | 1965 | 0.6973 | 0.0937 | 0.0172 | 0.0362 | 0.1085 | 0.1124 |
|
| 188 |
+
| 0.5657 | 132.0 | 1980 | 0.6969 | 0.0981 | 0.0214 | 0.0414 | 0.1111 | 0.1185 |
|
| 189 |
+
| 0.5642 | 133.0 | 1995 | 0.6971 | 0.0980 | 0.0184 | 0.0373 | 0.1085 | 0.1225 |
|
| 190 |
+
| 0.5471 | 134.0 | 2010 | 0.6973 | 0.0980 | 0.0187 | 0.0377 | 0.1085 | 0.1225 |
|
| 191 |
+
| 0.5489 | 135.0 | 2025 | 0.6974 | 0.0977 | 0.0202 | 0.0409 | 0.1085 | 0.1205 |
|
| 192 |
+
| 0.555 | 136.0 | 2040 | 0.6979 | 0.0983 | 0.0212 | 0.0406 | 0.1058 | 0.1245 |
|
| 193 |
+
| 0.5379 | 137.0 | 2055 | 0.6961 | 0.0948 | 0.0203 | 0.0410 | 0.1032 | 0.1185 |
|
| 194 |
+
| 0.5591 | 138.0 | 2070 | 0.6975 | 0.0939 | 0.0197 | 0.0406 | 0.1032 | 0.1165 |
|
| 195 |
+
| 0.5587 | 139.0 | 2085 | 0.6989 | 0.0923 | 0.0177 | 0.0370 | 0.1005 | 0.1165 |
|
| 196 |
+
| 0.55 | 140.0 | 2100 | 0.6976 | 0.0946 | 0.0195 | 0.0403 | 0.1032 | 0.1185 |
|
| 197 |
+
| 0.5607 | 141.0 | 2115 | 0.6975 | 0.0947 | 0.0197 | 0.0408 | 0.1032 | 0.1185 |
|
| 198 |
+
| 0.565 | 142.0 | 2130 | 0.6985 | 0.0976 | 0.0198 | 0.0405 | 0.1085 | 0.1205 |
|
| 199 |
+
| 0.5459 | 143.0 | 2145 | 0.6990 | 0.1029 | 0.0212 | 0.0416 | 0.1190 | 0.1225 |
|
| 200 |
+
| 0.5679 | 144.0 | 2160 | 0.6985 | 0.0968 | 0.0210 | 0.0419 | 0.1098 | 0.1165 |
|
| 201 |
+
| 0.5391 | 145.0 | 2175 | 0.6993 | 0.0983 | 0.0188 | 0.0374 | 0.1071 | 0.1245 |
|
| 202 |
+
| 0.5548 | 146.0 | 2190 | 0.6990 | 0.1005 | 0.0210 | 0.0415 | 0.1111 | 0.1245 |
|
| 203 |
+
| 0.5509 | 147.0 | 2205 | 0.6989 | 0.0988 | 0.0205 | 0.0412 | 0.1111 | 0.1205 |
|
| 204 |
+
| 0.5406 | 148.0 | 2220 | 0.6992 | 0.0928 | 0.0197 | 0.0402 | 0.1045 | 0.1124 |
|
| 205 |
+
| 0.5566 | 149.0 | 2235 | 0.6988 | 0.0952 | 0.0201 | 0.0403 | 0.1124 | 0.1104 |
|
| 206 |
+
| 0.5382 | 150.0 | 2250 | 0.6997 | 0.1026 | 0.0257 | 0.0477 | 0.1177 | 0.1205 |
|
| 207 |
+
| 0.5459 | 151.0 | 2265 | 0.6992 | 0.1036 | 0.0248 | 0.0476 | 0.1204 | 0.1205 |
|
| 208 |
+
| 0.5504 | 152.0 | 2280 | 0.6989 | 0.1018 | 0.0251 | 0.0478 | 0.1177 | 0.1185 |
|
| 209 |
+
| 0.5372 | 153.0 | 2295 | 0.6978 | 0.1013 | 0.0255 | 0.0478 | 0.1204 | 0.1145 |
|
| 210 |
+
| 0.5427 | 154.0 | 2310 | 0.6998 | 0.0995 | 0.0227 | 0.0441 | 0.1177 | 0.1145 |
|
| 211 |
+
| 0.5564 | 155.0 | 2325 | 0.7002 | 0.0968 | 0.0240 | 0.0469 | 0.1098 | 0.1145 |
|
| 212 |
+
| 0.5581 | 156.0 | 2340 | 0.7006 | 0.1006 | 0.0242 | 0.0477 | 0.1190 | 0.1145 |
|
| 213 |
+
| 0.5327 | 157.0 | 2355 | 0.7015 | 0.0993 | 0.0226 | 0.0466 | 0.1164 | 0.1145 |
|
| 214 |
+
| 0.5541 | 158.0 | 2370 | 0.7008 | 0.1011 | 0.0220 | 0.0467 | 0.1230 | 0.1124 |
|
| 215 |
+
| 0.54 | 159.0 | 2385 | 0.7018 | 0.0992 | 0.0220 | 0.0466 | 0.1164 | 0.1145 |
|
| 216 |
+
| 0.5358 | 160.0 | 2400 | 0.7023 | 0.1037 | 0.0222 | 0.0464 | 0.1217 | 0.1205 |
|
| 217 |
+
| 0.5455 | 161.0 | 2415 | 0.7015 | 0.1052 | 0.0250 | 0.0474 | 0.1243 | 0.1205 |
|
| 218 |
+
| 0.5383 | 162.0 | 2430 | 0.7016 | 0.1045 | 0.0244 | 0.0468 | 0.1230 | 0.1205 |
|
| 219 |
+
| 0.5608 | 163.0 | 2445 | 0.7007 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 220 |
+
| 0.5428 | 164.0 | 2460 | 0.7005 | 0.1018 | 0.0252 | 0.0482 | 0.1177 | 0.1185 |
|
| 221 |
+
| 0.5279 | 165.0 | 2475 | 0.7026 | 0.1060 | 0.0237 | 0.0468 | 0.1230 | 0.1245 |
|
| 222 |
+
| 0.5366 | 166.0 | 2490 | 0.7024 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 223 |
+
| 0.5409 | 167.0 | 2505 | 0.7018 | 0.1044 | 0.0249 | 0.0478 | 0.1204 | 0.1225 |
|
| 224 |
+
| 0.5272 | 168.0 | 2520 | 0.7032 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 225 |
+
| 0.5294 | 169.0 | 2535 | 0.7029 | 0.1057 | 0.0247 | 0.0478 | 0.1257 | 0.1205 |
|
| 226 |
+
| 0.5366 | 170.0 | 2550 | 0.7028 | 0.1074 | 0.0254 | 0.0482 | 0.1257 | 0.1245 |
|
| 227 |
+
| 0.5429 | 171.0 | 2565 | 0.7045 | 0.1061 | 0.0243 | 0.0471 | 0.1230 | 0.1245 |
|
| 228 |
+
| 0.5457 | 172.0 | 2580 | 0.7049 | 0.1044 | 0.0237 | 0.0467 | 0.1230 | 0.1205 |
|
| 229 |
+
| 0.5401 | 173.0 | 2595 | 0.7032 | 0.1046 | 0.0231 | 0.0464 | 0.1217 | 0.1225 |
|
| 230 |
+
| 0.5364 | 174.0 | 2610 | 0.7028 | 0.1046 | 0.0231 | 0.0464 | 0.1217 | 0.1225 |
|
| 231 |
+
| 0.5336 | 175.0 | 2625 | 0.7051 | 0.1064 | 0.0237 | 0.0470 | 0.1217 | 0.1265 |
|
| 232 |
+
| 0.5272 | 176.0 | 2640 | 0.7053 | 0.1064 | 0.0237 | 0.0470 | 0.1217 | 0.1265 |
|
| 233 |
+
| 0.5278 | 177.0 | 2655 | 0.7060 | 0.1068 | 0.0243 | 0.0481 | 0.1243 | 0.1245 |
|
| 234 |
+
| 0.5275 | 178.0 | 2670 | 0.7062 | 0.1076 | 0.0245 | 0.0479 | 0.1243 | 0.1265 |
|
| 235 |
+
| 0.5375 | 179.0 | 2685 | 0.7052 | 0.1082 | 0.0255 | 0.0482 | 0.1257 | 0.1265 |
|
| 236 |
+
| 0.5182 | 180.0 | 2700 | 0.7061 | 0.1082 | 0.0255 | 0.0482 | 0.1257 | 0.1265 |
|
| 237 |
+
| 0.5327 | 181.0 | 2715 | 0.7064 | 0.1101 | 0.0255 | 0.0482 | 0.1283 | 0.1285 |
|
| 238 |
+
| 0.5243 | 182.0 | 2730 | 0.7073 | 0.1067 | 0.0242 | 0.0479 | 0.1243 | 0.1245 |
|
| 239 |
+
| 0.5304 | 183.0 | 2745 | 0.7067 | 0.1074 | 0.0252 | 0.0482 | 0.1257 | 0.1245 |
|
| 240 |
+
| 0.5192 | 184.0 | 2760 | 0.7061 | 0.1041 | 0.0239 | 0.0478 | 0.1177 | 0.1245 |
|
| 241 |
+
| 0.524 | 185.0 | 2775 | 0.7064 | 0.1022 | 0.0225 | 0.0470 | 0.1138 | 0.1245 |
|
| 242 |
+
| 0.5206 | 186.0 | 2790 | 0.7053 | 0.1042 | 0.0246 | 0.0484 | 0.1177 | 0.1245 |
|
| 243 |
+
| 0.5241 | 187.0 | 2805 | 0.7053 | 0.1047 | 0.0246 | 0.0484 | 0.1190 | 0.1245 |
|
| 244 |
+
| 0.5239 | 188.0 | 2820 | 0.7061 | 0.1042 | 0.0246 | 0.0484 | 0.1177 | 0.1245 |
|
| 245 |
+
| 0.5373 | 189.0 | 2835 | 0.7052 | 0.1025 | 0.0241 | 0.0480 | 0.1177 | 0.1205 |
|
| 246 |
+
| 0.5342 | 190.0 | 2850 | 0.7057 | 0.1046 | 0.0243 | 0.0478 | 0.1190 | 0.1245 |
|
| 247 |
+
| 0.5293 | 191.0 | 2865 | 0.7061 | 0.1030 | 0.0241 | 0.0480 | 0.1190 | 0.1205 |
|
| 248 |
+
| 0.5209 | 192.0 | 2880 | 0.7056 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 249 |
+
| 0.5285 | 193.0 | 2895 | 0.7070 | 0.0967 | 0.0228 | 0.0470 | 0.1098 | 0.1145 |
|
| 250 |
+
| 0.5168 | 194.0 | 2910 | 0.7068 | 0.1031 | 0.0245 | 0.0480 | 0.1190 | 0.1205 |
|
| 251 |
+
| 0.5279 | 195.0 | 2925 | 0.7065 | 0.1018 | 0.0233 | 0.0469 | 0.1164 | 0.1205 |
|
| 252 |
+
| 0.5318 | 196.0 | 2940 | 0.7068 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 253 |
+
| 0.5268 | 197.0 | 2955 | 0.7071 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 254 |
+
| 0.5296 | 198.0 | 2970 | 0.7070 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 255 |
+
| 0.5237 | 199.0 | 2985 | 0.7055 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 256 |
+
| 0.5243 | 200.0 | 3000 | 0.7053 | 0.1057 | 0.0247 | 0.0480 | 0.1257 | 0.1205 |
|
| 257 |
+
| 0.5243 | 201.0 | 3015 | 0.7061 | 0.1123 | 0.0287 | 0.0561 | 0.1310 | 0.1285 |
|
| 258 |
+
| 0.5128 | 202.0 | 3030 | 0.7059 | 0.1057 | 0.0247 | 0.0480 | 0.1257 | 0.1205 |
|
| 259 |
+
| 0.5258 | 203.0 | 3045 | 0.7057 | 0.1057 | 0.0247 | 0.0480 | 0.1257 | 0.1205 |
|
| 260 |
+
| 0.5086 | 204.0 | 3060 | 0.7066 | 0.1057 | 0.0244 | 0.0480 | 0.1257 | 0.1205 |
|
| 261 |
+
| 0.5318 | 205.0 | 3075 | 0.7078 | 0.1073 | 0.0246 | 0.0478 | 0.1257 | 0.1245 |
|
| 262 |
+
| 0.5306 | 206.0 | 3090 | 0.7069 | 0.1082 | 0.0253 | 0.0478 | 0.1257 | 0.1265 |
|
| 263 |
+
| 0.5153 | 207.0 | 3105 | 0.7069 | 0.1082 | 0.0253 | 0.0478 | 0.1257 | 0.1265 |
|
| 264 |
+
| 0.5118 | 208.0 | 3120 | 0.7082 | 0.1092 | 0.0249 | 0.0478 | 0.1283 | 0.1265 |
|
| 265 |
+
| 0.5288 | 209.0 | 3135 | 0.7087 | 0.1077 | 0.0250 | 0.0484 | 0.1283 | 0.1225 |
|
| 266 |
+
| 0.5269 | 210.0 | 3150 | 0.7080 | 0.1077 | 0.0250 | 0.0484 | 0.1283 | 0.1225 |
|
| 267 |
+
| 0.5214 | 211.0 | 3165 | 0.7085 | 0.1128 | 0.0286 | 0.0539 | 0.1310 | 0.1305 |
|
| 268 |
+
| 0.5268 | 212.0 | 3180 | 0.7074 | 0.1128 | 0.0286 | 0.0539 | 0.1310 | 0.1305 |
|
| 269 |
+
| 0.5177 | 213.0 | 3195 | 0.7071 | 0.1129 | 0.0291 | 0.0539 | 0.1310 | 0.1305 |
|
| 270 |
+
| 0.5208 | 214.0 | 3210 | 0.7088 | 0.1092 | 0.0249 | 0.0478 | 0.1283 | 0.1265 |
|
| 271 |
+
| 0.5214 | 215.0 | 3225 | 0.7088 | 0.1092 | 0.0249 | 0.0478 | 0.1283 | 0.1265 |
|
| 272 |
+
| 0.5101 | 216.0 | 3240 | 0.7088 | 0.1076 | 0.0247 | 0.0480 | 0.1283 | 0.1225 |
|
| 273 |
+
| 0.5149 | 217.0 | 3255 | 0.7088 | 0.1124 | 0.0286 | 0.0545 | 0.1336 | 0.1265 |
|
| 274 |
+
| 0.5147 | 218.0 | 3270 | 0.7084 | 0.1087 | 0.0251 | 0.0484 | 0.1310 | 0.1225 |
|
| 275 |
+
| 0.5104 | 219.0 | 3285 | 0.7085 | 0.1112 | 0.0286 | 0.0541 | 0.1310 | 0.1265 |
|
| 276 |
+
| 0.507 | 220.0 | 3300 | 0.7088 | 0.1112 | 0.0286 | 0.0541 | 0.1310 | 0.1265 |
|
| 277 |
+
| 0.5196 | 221.0 | 3315 | 0.7079 | 0.1113 | 0.0286 | 0.0545 | 0.1310 | 0.1265 |
|
| 278 |
+
| 0.5146 | 222.0 | 3330 | 0.7087 | 0.1113 | 0.0286 | 0.0545 | 0.1310 | 0.1265 |
|
| 279 |
+
| 0.526 | 223.0 | 3345 | 0.7088 | 0.1112 | 0.0284 | 0.0541 | 0.1310 | 0.1265 |
|
| 280 |
+
| 0.5174 | 224.0 | 3360 | 0.7096 | 0.1112 | 0.0286 | 0.0541 | 0.1310 | 0.1265 |
|
| 281 |
+
| 0.5099 | 225.0 | 3375 | 0.7100 | 0.1113 | 0.0288 | 0.0541 | 0.1310 | 0.1265 |
|
| 282 |
+
| 0.5119 | 226.0 | 3390 | 0.7090 | 0.1112 | 0.0284 | 0.0541 | 0.1310 | 0.1265 |
|
| 283 |
+
| 0.5188 | 227.0 | 3405 | 0.7098 | 0.1113 | 0.0290 | 0.0541 | 0.1310 | 0.1265 |
|
| 284 |
+
| 0.5122 | 228.0 | 3420 | 0.7114 | 0.1103 | 0.0255 | 0.0481 | 0.1310 | 0.1265 |
|
| 285 |
+
| 0.5174 | 229.0 | 3435 | 0.7117 | 0.1087 | 0.0254 | 0.0480 | 0.1310 | 0.1225 |
|
| 286 |
+
| 0.5141 | 230.0 | 3450 | 0.7116 | 0.1087 | 0.0254 | 0.0480 | 0.1310 | 0.1225 |
|
| 287 |
+
| 0.5148 | 231.0 | 3465 | 0.7105 | 0.1077 | 0.0254 | 0.0480 | 0.1283 | 0.1225 |
|
| 288 |
+
| 0.5164 | 232.0 | 3480 | 0.7100 | 0.1077 | 0.0254 | 0.0480 | 0.1283 | 0.1225 |
|
| 289 |
+
| 0.5117 | 233.0 | 3495 | 0.7088 | 0.1112 | 0.0286 | 0.0541 | 0.1310 | 0.1265 |
|
| 290 |
+
| 0.5252 | 234.0 | 3510 | 0.7088 | 0.1113 | 0.0288 | 0.0541 | 0.1310 | 0.1265 |
|
| 291 |
+
| 0.5049 | 235.0 | 3525 | 0.7099 | 0.1112 | 0.0284 | 0.0541 | 0.1310 | 0.1265 |
|
| 292 |
+
| 0.5158 | 236.0 | 3540 | 0.7099 | 0.1113 | 0.0287 | 0.0548 | 0.1310 | 0.1265 |
|
| 293 |
+
| 0.5111 | 237.0 | 3555 | 0.7098 | 0.1112 | 0.0284 | 0.0541 | 0.1310 | 0.1265 |
|
| 294 |
+
| 0.511 | 238.0 | 3570 | 0.7108 | 0.1078 | 0.0291 | 0.0540 | 0.1283 | 0.1205 |
|
| 295 |
+
| 0.5214 | 239.0 | 3585 | 0.7105 | 0.1124 | 0.0292 | 0.0545 | 0.1336 | 0.1265 |
|
| 296 |
+
| 0.5083 | 240.0 | 3600 | 0.7102 | 0.1123 | 0.0286 | 0.0541 | 0.1336 | 0.1265 |
|
| 297 |
+
| 0.5009 | 241.0 | 3615 | 0.7109 | 0.1124 | 0.0287 | 0.0548 | 0.1336 | 0.1265 |
|
| 298 |
+
| 0.5122 | 242.0 | 3630 | 0.7112 | 0.1105 | 0.0256 | 0.0498 | 0.1310 | 0.1265 |
|
| 299 |
+
| 0.5165 | 243.0 | 3645 | 0.7121 | 0.1098 | 0.0289 | 0.0552 | 0.1310 | 0.1225 |
|
| 300 |
+
| 0.5078 | 244.0 | 3660 | 0.7114 | 0.1098 | 0.0289 | 0.0552 | 0.1310 | 0.1225 |
|
| 301 |
+
| 0.5063 | 245.0 | 3675 | 0.7109 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 302 |
+
| 0.5174 | 246.0 | 3690 | 0.7116 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 303 |
+
| 0.5064 | 247.0 | 3705 | 0.7120 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 304 |
+
| 0.5074 | 248.0 | 3720 | 0.7114 | 0.1098 | 0.0293 | 0.0552 | 0.1310 | 0.1225 |
|
| 305 |
+
| 0.5144 | 249.0 | 3735 | 0.7113 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 306 |
+
| 0.5285 | 250.0 | 3750 | 0.7108 | 0.1114 | 0.0289 | 0.0552 | 0.1310 | 0.1265 |
|
| 307 |
+
| 0.5044 | 251.0 | 3765 | 0.7108 | 0.1098 | 0.0289 | 0.0552 | 0.1310 | 0.1225 |
|
| 308 |
+
| 0.5167 | 252.0 | 3780 | 0.7116 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 309 |
+
| 0.5062 | 253.0 | 3795 | 0.7123 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 310 |
+
| 0.5035 | 254.0 | 3810 | 0.7124 | 0.1098 | 0.0295 | 0.0552 | 0.1310 | 0.1225 |
|
| 311 |
+
| 0.514 | 255.0 | 3825 | 0.7122 | 0.1097 | 0.0287 | 0.0548 | 0.1310 | 0.1225 |
|
| 312 |
+
| 0.5036 | 256.0 | 3840 | 0.7117 | 0.1098 | 0.0291 | 0.0548 | 0.1310 | 0.1225 |
|
| 313 |
+
| 0.5082 | 257.0 | 3855 | 0.7115 | 0.1098 | 0.0293 | 0.0552 | 0.1310 | 0.1225 |
|
| 314 |
+
| 0.4943 | 258.0 | 3870 | 0.7116 | 0.1098 | 0.0293 | 0.0552 | 0.1310 | 0.1225 |
|
| 315 |
+
| 0.5086 | 259.0 | 3885 | 0.7122 | 0.1098 | 0.0295 | 0.0552 | 0.1310 | 0.1225 |
|
| 316 |
+
| 0.5155 | 260.0 | 3900 | 0.7131 | 0.1098 | 0.0291 | 0.0552 | 0.1310 | 0.1225 |
|
| 317 |
+
| 0.5071 | 261.0 | 3915 | 0.7136 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 318 |
+
| 0.5054 | 262.0 | 3930 | 0.7136 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 319 |
+
| 0.4999 | 263.0 | 3945 | 0.7134 | 0.1108 | 0.0293 | 0.0548 | 0.1336 | 0.1225 |
|
| 320 |
+
| 0.5117 | 264.0 | 3960 | 0.7133 | 0.1108 | 0.0293 | 0.0548 | 0.1336 | 0.1225 |
|
| 321 |
+
| 0.5006 | 265.0 | 3975 | 0.7135 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 322 |
+
| 0.5005 | 266.0 | 3990 | 0.7140 | 0.1064 | 0.0297 | 0.0550 | 0.1283 | 0.1165 |
|
| 323 |
+
| 0.4926 | 267.0 | 4005 | 0.7139 | 0.1109 | 0.0295 | 0.0552 | 0.1336 | 0.1225 |
|
| 324 |
+
| 0.5114 | 268.0 | 4020 | 0.7137 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 325 |
+
| 0.5121 | 269.0 | 4035 | 0.7140 | 0.1109 | 0.0291 | 0.0552 | 0.1336 | 0.1225 |
|
| 326 |
+
| 0.5007 | 270.0 | 4050 | 0.7140 | 0.1063 | 0.0292 | 0.0550 | 0.1283 | 0.1165 |
|
| 327 |
+
| 0.5131 | 271.0 | 4065 | 0.7138 | 0.1063 | 0.0292 | 0.0550 | 0.1283 | 0.1165 |
|
| 328 |
+
| 0.505 | 272.0 | 4080 | 0.7135 | 0.1063 | 0.0291 | 0.0550 | 0.1283 | 0.1165 |
|
| 329 |
+
| 0.5176 | 273.0 | 4095 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 330 |
+
| 0.5019 | 274.0 | 4110 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 331 |
+
| 0.5019 | 275.0 | 4125 | 0.7130 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 332 |
+
| 0.495 | 276.0 | 4140 | 0.7131 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 333 |
+
| 0.5149 | 277.0 | 4155 | 0.7132 | 0.1108 | 0.0287 | 0.0548 | 0.1336 | 0.1225 |
|
| 334 |
+
| 0.5054 | 278.0 | 4170 | 0.7131 | 0.1108 | 0.0287 | 0.0548 | 0.1336 | 0.1225 |
|
| 335 |
+
| 0.5073 | 279.0 | 4185 | 0.7128 | 0.1108 | 0.0287 | 0.0548 | 0.1336 | 0.1225 |
|
| 336 |
+
| 0.4954 | 280.0 | 4200 | 0.7130 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 337 |
+
| 0.497 | 281.0 | 4215 | 0.7131 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 338 |
+
| 0.4976 | 282.0 | 4230 | 0.7132 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 339 |
+
| 0.5036 | 283.0 | 4245 | 0.7132 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 340 |
+
| 0.5241 | 284.0 | 4260 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 341 |
+
| 0.5097 | 285.0 | 4275 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 342 |
+
| 0.4983 | 286.0 | 4290 | 0.7136 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 343 |
+
| 0.5082 | 287.0 | 4305 | 0.7136 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 344 |
+
| 0.5 | 288.0 | 4320 | 0.7135 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 345 |
+
| 0.4921 | 289.0 | 4335 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 346 |
+
| 0.4957 | 290.0 | 4350 | 0.7136 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 347 |
+
| 0.4984 | 291.0 | 4365 | 0.7135 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 348 |
+
| 0.5 | 292.0 | 4380 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 349 |
+
| 0.5081 | 293.0 | 4395 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 350 |
+
| 0.5156 | 294.0 | 4410 | 0.7134 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 351 |
+
| 0.5035 | 295.0 | 4425 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 352 |
+
| 0.5004 | 296.0 | 4440 | 0.7132 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 353 |
+
| 0.5049 | 297.0 | 4455 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 354 |
+
| 0.508 | 298.0 | 4470 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 355 |
+
| 0.5138 | 299.0 | 4485 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 356 |
+
| 0.5071 | 300.0 | 4500 | 0.7133 | 0.1063 | 0.0288 | 0.0547 | 0.1283 | 0.1165 |
|
| 357 |
|
| 358 |
|
| 359 |
### Framework versions
|
| 360 |
|
|
|
|
| 361 |
- Transformers 4.31.0
|
| 362 |
- Pytorch 2.0.1
|
| 363 |
- Datasets 2.14.4
|