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_16
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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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| 0.9725 | 1.0 | 15 | 0.9245 | 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_16
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results: []
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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: 0.7389
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+
- Codebleu: 0.1205
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+
- Ngram Match Score: 0.0378
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- Weighted Ngram Match Score: 0.0627
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- Syntax Match Score: 0.1336
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- Dataflow Match Score: 0.1426
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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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| 0.9725 | 1.0 | 15 | 0.9245 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9642 | 2.0 | 30 | 0.9230 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9704 | 3.0 | 45 | 0.9194 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9425 | 4.0 | 60 | 0.9113 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 |
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| 0.9459 | 5.0 | 75 | 0.8949 | 0.0298 | 0.0001 | 0.0149 | 0.0265 | 0.0442 |
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| 0.9355 | 6.0 | 90 | 0.8693 | 0.0695 | 0.0046 | 0.0302 | 0.0807 | 0.0843 |
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| 0.9177 | 7.0 | 105 | 0.8480 | 0.0998 | 0.0209 | 0.0519 | 0.1270 | 0.1044 |
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| 0.8639 | 8.0 | 120 | 0.8348 | 0.0996 | 0.0225 | 0.0530 | 0.1257 | 0.1044 |
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| 0.8514 | 9.0 | 135 | 0.8216 | 0.1007 | 0.0173 | 0.0396 | 0.1230 | 0.1145 |
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| 0.8417 | 10.0 | 150 | 0.8075 | 0.0932 | 0.0121 | 0.0336 | 0.1111 | 0.1104 |
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| 0.8193 | 11.0 | 165 | 0.7927 | 0.0928 | 0.0123 | 0.0345 | 0.1098 | 0.1104 |
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| 0.8126 | 12.0 | 180 | 0.7793 | 0.0946 | 0.0126 | 0.0341 | 0.1164 | 0.1084 |
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| 0.795 | 13.0 | 195 | 0.7711 | 0.0985 | 0.0119 | 0.0338 | 0.1204 | 0.1145 |
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| 0.775 | 14.0 | 210 | 0.7645 | 0.0961 | 0.0121 | 0.0339 | 0.1204 | 0.1084 |
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| 0.7835 | 15.0 | 225 | 0.7597 | 0.0991 | 0.0117 | 0.0326 | 0.1243 | 0.1124 |
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| 0.7843 | 16.0 | 240 | 0.7562 | 0.1034 | 0.0127 | 0.0340 | 0.1323 | 0.1145 |
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| 0.7694 | 17.0 | 255 | 0.7531 | 0.1019 | 0.0152 | 0.0403 | 0.1283 | 0.1124 |
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| 0.7455 | 18.0 | 270 | 0.7499 | 0.1019 | 0.0152 | 0.0403 | 0.1283 | 0.1124 |
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| 0.7556 | 19.0 | 285 | 0.7466 | 0.1023 | 0.0193 | 0.0464 | 0.1310 | 0.1084 |
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| 0.7477 | 20.0 | 300 | 0.7431 | 0.1102 | 0.0238 | 0.0571 | 0.1389 | 0.1165 |
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| 0.7326 | 21.0 | 315 | 0.7397 | 0.1159 | 0.0243 | 0.0573 | 0.1389 | 0.1305 |
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| 0.7276 | 22.0 | 330 | 0.7369 | 0.1169 | 0.0253 | 0.0579 | 0.1389 | 0.1325 |
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| 0.7286 | 23.0 | 345 | 0.7358 | 0.1148 | 0.0260 | 0.0602 | 0.1389 | 0.1265 |
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| 0.7297 | 24.0 | 360 | 0.7340 | 0.1160 | 0.0271 | 0.0608 | 0.1376 | 0.1305 |
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| 0.7418 | 25.0 | 375 | 0.7321 | 0.1127 | 0.0268 | 0.0595 | 0.1336 | 0.1265 |
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| 0.7177 | 26.0 | 390 | 0.7307 | 0.1099 | 0.0274 | 0.0603 | 0.1283 | 0.1245 |
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| 0.705 | 27.0 | 405 | 0.7287 | 0.1118 | 0.0285 | 0.0595 | 0.1310 | 0.1265 |
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| 0.7123 | 28.0 | 420 | 0.7280 | 0.1105 | 0.0289 | 0.0593 | 0.1296 | 0.1245 |
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| 0.6947 | 29.0 | 435 | 0.7272 | 0.1084 | 0.0285 | 0.0600 | 0.1243 | 0.1245 |
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| 0.6975 | 30.0 | 450 | 0.7260 | 0.1094 | 0.0282 | 0.0600 | 0.1270 | 0.1245 |
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| 0.6922 | 31.0 | 465 | 0.7249 | 0.1084 | 0.0285 | 0.0600 | 0.1243 | 0.1245 |
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| 0.6889 | 32.0 | 480 | 0.7244 | 0.1116 | 0.0312 | 0.0599 | 0.1257 | 0.1305 |
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| 0.6871 | 33.0 | 495 | 0.7225 | 0.1178 | 0.0313 | 0.0637 | 0.1362 | 0.1345 |
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| 0.6864 | 34.0 | 510 | 0.7204 | 0.1162 | 0.0308 | 0.0639 | 0.1362 | 0.1305 |
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| 0.6716 | 35.0 | 525 | 0.7185 | 0.1133 | 0.0308 | 0.0641 | 0.1310 | 0.1285 |
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| 0.6956 | 36.0 | 540 | 0.7178 | 0.1148 | 0.0276 | 0.0584 | 0.1310 | 0.1345 |
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| 0.682 | 37.0 | 555 | 0.7173 | 0.1074 | 0.0295 | 0.0600 | 0.1217 | 0.1245 |
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| 0.681 | 38.0 | 570 | 0.7160 | 0.1161 | 0.0303 | 0.0639 | 0.1362 | 0.1305 |
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| 0.6687 | 39.0 | 585 | 0.7142 | 0.1168 | 0.0266 | 0.0559 | 0.1349 | 0.1365 |
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| 0.6784 | 40.0 | 600 | 0.7132 | 0.1153 | 0.0298 | 0.0616 | 0.1349 | 0.1305 |
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| 0.6634 | 41.0 | 615 | 0.7123 | 0.1161 | 0.0268 | 0.0559 | 0.1349 | 0.1345 |
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| 0.6587 | 42.0 | 630 | 0.7117 | 0.1089 | 0.0269 | 0.0559 | 0.1230 | 0.1285 |
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| 0.6613 | 43.0 | 645 | 0.7097 | 0.1145 | 0.0307 | 0.0635 | 0.1362 | 0.1265 |
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| 0.6589 | 44.0 | 660 | 0.7091 | 0.1142 | 0.0272 | 0.0557 | 0.1323 | 0.1325 |
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| 0.65 | 45.0 | 675 | 0.7099 | 0.1177 | 0.0276 | 0.0583 | 0.1362 | 0.1365 |
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| 0.6481 | 46.0 | 690 | 0.7098 | 0.1162 | 0.0251 | 0.0538 | 0.1362 | 0.1345 |
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| 0.6481 | 47.0 | 705 | 0.7084 | 0.1181 | 0.0247 | 0.0514 | 0.1376 | 0.1386 |
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| 0.6529 | 48.0 | 720 | 0.7086 | 0.1099 | 0.0229 | 0.0494 | 0.1323 | 0.1245 |
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| 0.6512 | 49.0 | 735 | 0.7089 | 0.1181 | 0.0247 | 0.0514 | 0.1376 | 0.1386 |
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| 0.6432 | 50.0 | 750 | 0.7098 | 0.1173 | 0.0257 | 0.0538 | 0.1389 | 0.1345 |
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| 0.6639 | 51.0 | 765 | 0.7087 | 0.1174 | 0.0257 | 0.0542 | 0.1389 | 0.1345 |
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| 0.6557 | 52.0 | 780 | 0.7079 | 0.1189 | 0.0249 | 0.0517 | 0.1376 | 0.1406 |
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| 0.6454 | 53.0 | 795 | 0.7070 | 0.1275 | 0.0308 | 0.0630 | 0.1548 | 0.1406 |
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| 0.616 | 54.0 | 810 | 0.7056 | 0.1201 | 0.0295 | 0.0591 | 0.1415 | 0.1365 |
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| 0.6373 | 55.0 | 825 | 0.7058 | 0.1111 | 0.0255 | 0.0528 | 0.1336 | 0.1245 |
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| 0.6424 | 56.0 | 840 | 0.7060 | 0.1070 | 0.0248 | 0.0526 | 0.1336 | 0.1145 |
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| 0.6379 | 57.0 | 855 | 0.7068 | 0.1126 | 0.0262 | 0.0541 | 0.1389 | 0.1225 |
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| 0.629 | 58.0 | 870 | 0.7061 | 0.1159 | 0.0270 | 0.0550 | 0.1429 | 0.1265 |
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| 0.6456 | 59.0 | 885 | 0.7064 | 0.1216 | 0.0328 | 0.0656 | 0.1429 | 0.1365 |
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| 0.6178 | 60.0 | 900 | 0.7073 | 0.1172 | 0.0273 | 0.0544 | 0.1442 | 0.1285 |
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| 0.6374 | 61.0 | 915 | 0.7069 | 0.1163 | 0.0290 | 0.0590 | 0.1402 | 0.1285 |
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| 0.6167 | 62.0 | 930 | 0.7068 | 0.1176 | 0.0335 | 0.0598 | 0.1402 | 0.1305 |
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| 0.6208 | 63.0 | 945 | 0.7065 | 0.1165 | 0.0330 | 0.0596 | 0.1376 | 0.1305 |
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| 0.6037 | 64.0 | 960 | 0.7076 | 0.1059 | 0.0274 | 0.0524 | 0.1243 | 0.1205 |
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| 121 |
+
| 0.6415 | 65.0 | 975 | 0.7061 | 0.1113 | 0.0260 | 0.0518 | 0.1323 | 0.1265 |
|
| 122 |
+
| 0.6083 | 66.0 | 990 | 0.7082 | 0.1175 | 0.0339 | 0.0634 | 0.1349 | 0.1345 |
|
| 123 |
+
| 0.6279 | 67.0 | 1005 | 0.7080 | 0.1072 | 0.0285 | 0.0532 | 0.1270 | 0.1205 |
|
| 124 |
+
| 0.6166 | 68.0 | 1020 | 0.7093 | 0.1175 | 0.0332 | 0.0638 | 0.1389 | 0.1305 |
|
| 125 |
+
| 0.6048 | 69.0 | 1035 | 0.7070 | 0.1073 | 0.0280 | 0.0528 | 0.1257 | 0.1225 |
|
| 126 |
+
| 0.6248 | 70.0 | 1050 | 0.7060 | 0.1127 | 0.0341 | 0.0630 | 0.1270 | 0.1305 |
|
| 127 |
+
| 0.6106 | 71.0 | 1065 | 0.7067 | 0.1049 | 0.0280 | 0.0523 | 0.1217 | 0.1205 |
|
| 128 |
+
| 0.6089 | 72.0 | 1080 | 0.7070 | 0.1087 | 0.0267 | 0.0521 | 0.1296 | 0.1225 |
|
| 129 |
+
| 0.6153 | 73.0 | 1095 | 0.7082 | 0.1080 | 0.0272 | 0.0526 | 0.1296 | 0.1205 |
|
| 130 |
+
| 0.5973 | 74.0 | 1110 | 0.7083 | 0.1075 | 0.0287 | 0.0533 | 0.1257 | 0.1225 |
|
| 131 |
+
| 0.5898 | 75.0 | 1125 | 0.7106 | 0.1127 | 0.0284 | 0.0529 | 0.1389 | 0.1225 |
|
| 132 |
+
| 0.5987 | 76.0 | 1140 | 0.7104 | 0.1101 | 0.0285 | 0.0536 | 0.1283 | 0.1265 |
|
| 133 |
+
| 0.6044 | 77.0 | 1155 | 0.7103 | 0.1116 | 0.0336 | 0.0634 | 0.1243 | 0.1305 |
|
| 134 |
+
| 0.5943 | 78.0 | 1170 | 0.7096 | 0.1150 | 0.0345 | 0.0642 | 0.1283 | 0.1345 |
|
| 135 |
+
| 0.5945 | 79.0 | 1185 | 0.7108 | 0.1185 | 0.0340 | 0.0629 | 0.1376 | 0.1345 |
|
| 136 |
+
| 0.5915 | 80.0 | 1200 | 0.7081 | 0.1029 | 0.0263 | 0.0523 | 0.1190 | 0.1185 |
|
| 137 |
+
| 0.5972 | 81.0 | 1215 | 0.7114 | 0.1038 | 0.0274 | 0.0523 | 0.1190 | 0.1205 |
|
| 138 |
+
| 0.5947 | 82.0 | 1230 | 0.7084 | 0.1038 | 0.0272 | 0.0522 | 0.1190 | 0.1205 |
|
| 139 |
+
| 0.6097 | 83.0 | 1245 | 0.7091 | 0.1038 | 0.0270 | 0.0524 | 0.1190 | 0.1205 |
|
| 140 |
+
| 0.5972 | 84.0 | 1260 | 0.7084 | 0.1038 | 0.0270 | 0.0524 | 0.1190 | 0.1205 |
|
| 141 |
+
| 0.5781 | 85.0 | 1275 | 0.7092 | 0.1065 | 0.0284 | 0.0522 | 0.1217 | 0.1245 |
|
| 142 |
+
| 0.5791 | 86.0 | 1290 | 0.7120 | 0.1067 | 0.0260 | 0.0482 | 0.1217 | 0.1265 |
|
| 143 |
+
| 0.5771 | 87.0 | 1305 | 0.7123 | 0.1093 | 0.0297 | 0.0545 | 0.1217 | 0.1305 |
|
| 144 |
+
| 0.5864 | 88.0 | 1320 | 0.7096 | 0.1103 | 0.0279 | 0.0528 | 0.1270 | 0.1285 |
|
| 145 |
+
| 0.5859 | 89.0 | 1335 | 0.7079 | 0.1092 | 0.0293 | 0.0538 | 0.1257 | 0.1265 |
|
| 146 |
+
| 0.5855 | 90.0 | 1350 | 0.7096 | 0.1080 | 0.0286 | 0.0537 | 0.1230 | 0.1265 |
|
| 147 |
+
| 0.5831 | 91.0 | 1365 | 0.7107 | 0.1080 | 0.0286 | 0.0537 | 0.1230 | 0.1265 |
|
| 148 |
+
| 0.5792 | 92.0 | 1380 | 0.7109 | 0.1081 | 0.0297 | 0.0536 | 0.1230 | 0.1265 |
|
| 149 |
+
| 0.5629 | 93.0 | 1395 | 0.7128 | 0.1092 | 0.0272 | 0.0501 | 0.1230 | 0.1305 |
|
| 150 |
+
| 0.5659 | 94.0 | 1410 | 0.7101 | 0.1076 | 0.0292 | 0.0538 | 0.1257 | 0.1225 |
|
| 151 |
+
| 0.585 | 95.0 | 1425 | 0.7124 | 0.1068 | 0.0280 | 0.0528 | 0.1283 | 0.1185 |
|
| 152 |
+
| 0.5827 | 96.0 | 1440 | 0.7108 | 0.1071 | 0.0278 | 0.0529 | 0.1270 | 0.1205 |
|
| 153 |
+
| 0.5828 | 97.0 | 1455 | 0.7100 | 0.1088 | 0.0287 | 0.0538 | 0.1270 | 0.1245 |
|
| 154 |
+
| 0.5722 | 98.0 | 1470 | 0.7115 | 0.1063 | 0.0263 | 0.0489 | 0.1204 | 0.1265 |
|
| 155 |
+
| 0.5862 | 99.0 | 1485 | 0.7109 | 0.1077 | 0.0288 | 0.0528 | 0.1283 | 0.1205 |
|
| 156 |
+
| 0.5751 | 100.0 | 1500 | 0.7153 | 0.1199 | 0.0365 | 0.0663 | 0.1415 | 0.1325 |
|
| 157 |
+
| 0.5716 | 101.0 | 1515 | 0.7125 | 0.1101 | 0.0294 | 0.0527 | 0.1283 | 0.1265 |
|
| 158 |
+
| 0.5524 | 102.0 | 1530 | 0.7117 | 0.1089 | 0.0278 | 0.0502 | 0.1283 | 0.1245 |
|
| 159 |
+
| 0.5782 | 103.0 | 1545 | 0.7127 | 0.1102 | 0.0314 | 0.0565 | 0.1230 | 0.1305 |
|
| 160 |
+
| 0.5651 | 104.0 | 1560 | 0.7137 | 0.1167 | 0.0311 | 0.0561 | 0.1415 | 0.1285 |
|
| 161 |
+
| 0.5563 | 105.0 | 1575 | 0.7148 | 0.1138 | 0.0309 | 0.0561 | 0.1362 | 0.1265 |
|
| 162 |
+
| 0.5734 | 106.0 | 1590 | 0.7108 | 0.1180 | 0.0322 | 0.0571 | 0.1402 | 0.1325 |
|
| 163 |
+
| 0.5797 | 107.0 | 1605 | 0.7135 | 0.1124 | 0.0322 | 0.0571 | 0.1362 | 0.1225 |
|
| 164 |
+
| 0.5586 | 108.0 | 1620 | 0.7123 | 0.1072 | 0.0321 | 0.0575 | 0.1230 | 0.1225 |
|
| 165 |
+
| 0.571 | 109.0 | 1635 | 0.7108 | 0.1047 | 0.0316 | 0.0575 | 0.1230 | 0.1165 |
|
| 166 |
+
| 0.5677 | 110.0 | 1650 | 0.7147 | 0.1085 | 0.0318 | 0.0575 | 0.1243 | 0.1245 |
|
| 167 |
+
| 0.5633 | 111.0 | 1665 | 0.7132 | 0.1114 | 0.0319 | 0.0575 | 0.1296 | 0.1265 |
|
| 168 |
+
| 0.5506 | 112.0 | 1680 | 0.7125 | 0.1103 | 0.0321 | 0.0574 | 0.1270 | 0.1265 |
|
| 169 |
+
| 0.5524 | 113.0 | 1695 | 0.7134 | 0.1096 | 0.0319 | 0.0557 | 0.1217 | 0.1305 |
|
| 170 |
+
| 0.5599 | 114.0 | 1710 | 0.7130 | 0.1096 | 0.0313 | 0.0559 | 0.1257 | 0.1265 |
|
| 171 |
+
| 0.5624 | 115.0 | 1725 | 0.7163 | 0.1096 | 0.0313 | 0.0561 | 0.1257 | 0.1265 |
|
| 172 |
+
| 0.5574 | 116.0 | 1740 | 0.7158 | 0.1096 | 0.0313 | 0.0561 | 0.1257 | 0.1265 |
|
| 173 |
+
| 0.5467 | 117.0 | 1755 | 0.7144 | 0.1089 | 0.0324 | 0.0557 | 0.1217 | 0.1285 |
|
| 174 |
+
| 0.5633 | 118.0 | 1770 | 0.7144 | 0.1080 | 0.0316 | 0.0557 | 0.1217 | 0.1265 |
|
| 175 |
+
| 0.5604 | 119.0 | 1785 | 0.7142 | 0.1104 | 0.0315 | 0.0559 | 0.1257 | 0.1285 |
|
| 176 |
+
| 0.5398 | 120.0 | 1800 | 0.7158 | 0.1080 | 0.0319 | 0.0557 | 0.1217 | 0.1265 |
|
| 177 |
+
| 0.5452 | 121.0 | 1815 | 0.7172 | 0.1081 | 0.0322 | 0.0557 | 0.1217 | 0.1265 |
|
| 178 |
+
| 0.5486 | 122.0 | 1830 | 0.7160 | 0.1138 | 0.0312 | 0.0559 | 0.1362 | 0.1265 |
|
| 179 |
+
| 0.5527 | 123.0 | 1845 | 0.7167 | 0.1122 | 0.0315 | 0.0557 | 0.1323 | 0.1265 |
|
| 180 |
+
| 0.5536 | 124.0 | 1860 | 0.7169 | 0.1132 | 0.0314 | 0.0553 | 0.1349 | 0.1265 |
|
| 181 |
+
| 0.5562 | 125.0 | 1875 | 0.7168 | 0.1136 | 0.0330 | 0.0600 | 0.1402 | 0.1205 |
|
| 182 |
+
| 0.5371 | 126.0 | 1890 | 0.7173 | 0.1173 | 0.0343 | 0.0605 | 0.1389 | 0.1305 |
|
| 183 |
+
| 0.5393 | 127.0 | 1905 | 0.7173 | 0.1122 | 0.0313 | 0.0553 | 0.1323 | 0.1265 |
|
| 184 |
+
| 0.5385 | 128.0 | 1920 | 0.7151 | 0.1100 | 0.0325 | 0.0561 | 0.1243 | 0.1285 |
|
| 185 |
+
| 0.5473 | 129.0 | 1935 | 0.7179 | 0.1121 | 0.0348 | 0.0610 | 0.1257 | 0.1305 |
|
| 186 |
+
| 0.5359 | 130.0 | 1950 | 0.7198 | 0.1070 | 0.0320 | 0.0557 | 0.1190 | 0.1265 |
|
| 187 |
+
| 0.5435 | 131.0 | 1965 | 0.7175 | 0.1121 | 0.0354 | 0.0612 | 0.1257 | 0.1305 |
|
| 188 |
+
| 0.548 | 132.0 | 1980 | 0.7209 | 0.1062 | 0.0321 | 0.0561 | 0.1190 | 0.1245 |
|
| 189 |
+
| 0.5513 | 133.0 | 1995 | 0.7197 | 0.1094 | 0.0352 | 0.0610 | 0.1230 | 0.1265 |
|
| 190 |
+
| 0.5321 | 134.0 | 2010 | 0.7176 | 0.1086 | 0.0347 | 0.0610 | 0.1230 | 0.1245 |
|
| 191 |
+
| 0.5357 | 135.0 | 2025 | 0.7195 | 0.1057 | 0.0308 | 0.0552 | 0.1204 | 0.1225 |
|
| 192 |
+
| 0.5413 | 136.0 | 2040 | 0.7190 | 0.1075 | 0.0351 | 0.0607 | 0.1204 | 0.1245 |
|
| 193 |
+
| 0.5247 | 137.0 | 2055 | 0.7192 | 0.1083 | 0.0351 | 0.0607 | 0.1204 | 0.1265 |
|
| 194 |
+
| 0.5451 | 138.0 | 2070 | 0.7217 | 0.1062 | 0.0319 | 0.0555 | 0.1190 | 0.1245 |
|
| 195 |
+
| 0.539 | 139.0 | 2085 | 0.7220 | 0.1080 | 0.0342 | 0.0608 | 0.1217 | 0.1245 |
|
| 196 |
+
| 0.5431 | 140.0 | 2100 | 0.7195 | 0.1091 | 0.0347 | 0.0612 | 0.1243 | 0.1245 |
|
| 197 |
+
| 0.5451 | 141.0 | 2115 | 0.7195 | 0.1086 | 0.0353 | 0.0608 | 0.1230 | 0.1245 |
|
| 198 |
+
| 0.5409 | 142.0 | 2130 | 0.7201 | 0.1086 | 0.0353 | 0.0607 | 0.1230 | 0.1245 |
|
| 199 |
+
| 0.5295 | 143.0 | 2145 | 0.7221 | 0.1082 | 0.0317 | 0.0550 | 0.1243 | 0.1245 |
|
| 200 |
+
| 0.5468 | 144.0 | 2160 | 0.7206 | 0.1055 | 0.0316 | 0.0549 | 0.1217 | 0.1205 |
|
| 201 |
+
| 0.5276 | 145.0 | 2175 | 0.7223 | 0.1068 | 0.0317 | 0.0545 | 0.1230 | 0.1225 |
|
| 202 |
+
| 0.5429 | 146.0 | 2190 | 0.7222 | 0.1093 | 0.0290 | 0.0498 | 0.1270 | 0.1265 |
|
| 203 |
+
| 0.5389 | 147.0 | 2205 | 0.7199 | 0.1101 | 0.0322 | 0.0546 | 0.1230 | 0.1305 |
|
| 204 |
+
| 0.5255 | 148.0 | 2220 | 0.7198 | 0.1071 | 0.0314 | 0.0547 | 0.1217 | 0.1245 |
|
| 205 |
+
| 0.5407 | 149.0 | 2235 | 0.7225 | 0.1098 | 0.0320 | 0.0548 | 0.1243 | 0.1285 |
|
| 206 |
+
| 0.5266 | 150.0 | 2250 | 0.7230 | 0.1069 | 0.0298 | 0.0549 | 0.1217 | 0.1245 |
|
| 207 |
+
| 0.5301 | 151.0 | 2265 | 0.7220 | 0.1093 | 0.0296 | 0.0546 | 0.1217 | 0.1305 |
|
| 208 |
+
| 0.5385 | 152.0 | 2280 | 0.7238 | 0.1087 | 0.0312 | 0.0553 | 0.1217 | 0.1285 |
|
| 209 |
+
| 0.5306 | 153.0 | 2295 | 0.7232 | 0.1087 | 0.0312 | 0.0553 | 0.1217 | 0.1285 |
|
| 210 |
+
| 0.53 | 154.0 | 2310 | 0.7216 | 0.1093 | 0.0313 | 0.0557 | 0.1190 | 0.1325 |
|
| 211 |
+
| 0.541 | 155.0 | 2325 | 0.7216 | 0.1074 | 0.0313 | 0.0553 | 0.1204 | 0.1265 |
|
| 212 |
+
| 0.5486 | 156.0 | 2340 | 0.7222 | 0.1075 | 0.0316 | 0.0557 | 0.1204 | 0.1265 |
|
| 213 |
+
| 0.5258 | 157.0 | 2355 | 0.7224 | 0.1067 | 0.0307 | 0.0547 | 0.1230 | 0.1225 |
|
| 214 |
+
| 0.5443 | 158.0 | 2370 | 0.7223 | 0.1072 | 0.0316 | 0.0557 | 0.1217 | 0.1245 |
|
| 215 |
+
| 0.5202 | 159.0 | 2385 | 0.7269 | 0.1102 | 0.0329 | 0.0550 | 0.1230 | 0.1305 |
|
| 216 |
+
| 0.5215 | 160.0 | 2400 | 0.7284 | 0.1096 | 0.0324 | 0.0552 | 0.1257 | 0.1265 |
|
| 217 |
+
| 0.529 | 161.0 | 2415 | 0.7263 | 0.1085 | 0.0319 | 0.0551 | 0.1230 | 0.1265 |
|
| 218 |
+
| 0.5285 | 162.0 | 2430 | 0.7260 | 0.1129 | 0.0337 | 0.0548 | 0.1257 | 0.1345 |
|
| 219 |
+
| 0.5449 | 163.0 | 2445 | 0.7237 | 0.1087 | 0.0316 | 0.0545 | 0.1217 | 0.1285 |
|
| 220 |
+
| 0.5285 | 164.0 | 2460 | 0.7235 | 0.1085 | 0.0317 | 0.0549 | 0.1230 | 0.1265 |
|
| 221 |
+
| 0.5124 | 165.0 | 2475 | 0.7245 | 0.1105 | 0.0349 | 0.0615 | 0.1257 | 0.1265 |
|
| 222 |
+
| 0.5168 | 166.0 | 2490 | 0.7252 | 0.1085 | 0.0322 | 0.0547 | 0.1230 | 0.1265 |
|
| 223 |
+
| 0.522 | 167.0 | 2505 | 0.7273 | 0.1084 | 0.0319 | 0.0543 | 0.1230 | 0.1265 |
|
| 224 |
+
| 0.5163 | 168.0 | 2520 | 0.7272 | 0.1062 | 0.0315 | 0.0560 | 0.1230 | 0.1205 |
|
| 225 |
+
| 0.5128 | 169.0 | 2535 | 0.7274 | 0.1068 | 0.0310 | 0.0551 | 0.1230 | 0.1225 |
|
| 226 |
+
| 0.5197 | 170.0 | 2550 | 0.7291 | 0.1068 | 0.0304 | 0.0552 | 0.1230 | 0.1225 |
|
| 227 |
+
| 0.5311 | 171.0 | 2565 | 0.7276 | 0.1110 | 0.0334 | 0.0603 | 0.1257 | 0.1285 |
|
| 228 |
+
| 0.5319 | 172.0 | 2580 | 0.7261 | 0.1115 | 0.0344 | 0.0613 | 0.1243 | 0.1305 |
|
| 229 |
+
| 0.5255 | 173.0 | 2595 | 0.7296 | 0.1085 | 0.0322 | 0.0547 | 0.1230 | 0.1265 |
|
| 230 |
+
| 0.5234 | 174.0 | 2610 | 0.7289 | 0.1089 | 0.0327 | 0.0562 | 0.1257 | 0.1245 |
|
| 231 |
+
| 0.5223 | 175.0 | 2625 | 0.7288 | 0.1115 | 0.0346 | 0.0609 | 0.1283 | 0.1265 |
|
| 232 |
+
| 0.526 | 176.0 | 2640 | 0.7304 | 0.1095 | 0.0325 | 0.0562 | 0.1230 | 0.1285 |
|
| 233 |
+
| 0.5159 | 177.0 | 2655 | 0.7296 | 0.1087 | 0.0330 | 0.0562 | 0.1270 | 0.1225 |
|
| 234 |
+
| 0.5097 | 178.0 | 2670 | 0.7303 | 0.1066 | 0.0316 | 0.0547 | 0.1243 | 0.1205 |
|
| 235 |
+
| 0.5191 | 179.0 | 2685 | 0.7309 | 0.1066 | 0.0316 | 0.0547 | 0.1243 | 0.1205 |
|
| 236 |
+
| 0.5066 | 180.0 | 2700 | 0.7338 | 0.1068 | 0.0313 | 0.0547 | 0.1230 | 0.1225 |
|
| 237 |
+
| 0.5235 | 181.0 | 2715 | 0.7331 | 0.1057 | 0.0310 | 0.0547 | 0.1204 | 0.1225 |
|
| 238 |
+
| 0.5172 | 182.0 | 2730 | 0.7315 | 0.1074 | 0.0322 | 0.0543 | 0.1204 | 0.1265 |
|
| 239 |
+
| 0.5171 | 183.0 | 2745 | 0.7306 | 0.1071 | 0.0320 | 0.0546 | 0.1217 | 0.1245 |
|
| 240 |
+
| 0.5089 | 184.0 | 2760 | 0.7300 | 0.1082 | 0.0317 | 0.0547 | 0.1243 | 0.1245 |
|
| 241 |
+
| 0.5072 | 185.0 | 2775 | 0.7291 | 0.1088 | 0.0321 | 0.0546 | 0.1217 | 0.1285 |
|
| 242 |
+
| 0.5037 | 186.0 | 2790 | 0.7311 | 0.1103 | 0.0320 | 0.0546 | 0.1217 | 0.1325 |
|
| 243 |
+
| 0.5085 | 187.0 | 2805 | 0.7312 | 0.1193 | 0.0398 | 0.0672 | 0.1349 | 0.1365 |
|
| 244 |
+
| 0.5088 | 188.0 | 2820 | 0.7336 | 0.1116 | 0.0353 | 0.0619 | 0.1283 | 0.1265 |
|
| 245 |
+
| 0.5171 | 189.0 | 2835 | 0.7333 | 0.1161 | 0.0401 | 0.0672 | 0.1349 | 0.1285 |
|
| 246 |
+
| 0.5089 | 190.0 | 2850 | 0.7342 | 0.1158 | 0.0366 | 0.0617 | 0.1323 | 0.1325 |
|
| 247 |
+
| 0.5219 | 191.0 | 2865 | 0.7320 | 0.1164 | 0.0376 | 0.0615 | 0.1296 | 0.1365 |
|
| 248 |
+
| 0.5046 | 192.0 | 2880 | 0.7319 | 0.1196 | 0.0406 | 0.0670 | 0.1336 | 0.1386 |
|
| 249 |
+
| 0.5118 | 193.0 | 2895 | 0.7330 | 0.1167 | 0.0357 | 0.0615 | 0.1310 | 0.1365 |
|
| 250 |
+
| 0.5046 | 194.0 | 2910 | 0.7329 | 0.1148 | 0.0353 | 0.0616 | 0.1323 | 0.1305 |
|
| 251 |
+
| 0.5097 | 195.0 | 2925 | 0.7325 | 0.1177 | 0.0379 | 0.0671 | 0.1376 | 0.1305 |
|
| 252 |
+
| 0.5157 | 196.0 | 2940 | 0.7344 | 0.1186 | 0.0386 | 0.0669 | 0.1376 | 0.1325 |
|
| 253 |
+
| 0.5105 | 197.0 | 2955 | 0.7344 | 0.1153 | 0.0349 | 0.0617 | 0.1336 | 0.1305 |
|
| 254 |
+
| 0.5008 | 198.0 | 2970 | 0.7332 | 0.1149 | 0.0363 | 0.0615 | 0.1323 | 0.1305 |
|
| 255 |
+
| 0.5109 | 199.0 | 2985 | 0.7309 | 0.1146 | 0.0358 | 0.0617 | 0.1296 | 0.1325 |
|
| 256 |
+
| 0.5053 | 200.0 | 3000 | 0.7296 | 0.1140 | 0.0354 | 0.0619 | 0.1323 | 0.1285 |
|
| 257 |
+
| 0.5061 | 201.0 | 3015 | 0.7315 | 0.1181 | 0.0395 | 0.0669 | 0.1362 | 0.1325 |
|
| 258 |
+
| 0.5021 | 202.0 | 3030 | 0.7308 | 0.1180 | 0.0402 | 0.0669 | 0.1336 | 0.1345 |
|
| 259 |
+
| 0.5068 | 203.0 | 3045 | 0.7302 | 0.1179 | 0.0393 | 0.0669 | 0.1336 | 0.1345 |
|
| 260 |
+
| 0.5009 | 204.0 | 3060 | 0.7315 | 0.1102 | 0.0355 | 0.0603 | 0.1270 | 0.1245 |
|
| 261 |
+
| 0.5206 | 205.0 | 3075 | 0.7340 | 0.1113 | 0.0360 | 0.0598 | 0.1257 | 0.1285 |
|
| 262 |
+
| 0.5114 | 206.0 | 3090 | 0.7329 | 0.1102 | 0.0355 | 0.0603 | 0.1270 | 0.1245 |
|
| 263 |
+
| 0.5025 | 207.0 | 3105 | 0.7322 | 0.1074 | 0.0320 | 0.0543 | 0.1204 | 0.1265 |
|
| 264 |
+
| 0.4968 | 208.0 | 3120 | 0.7333 | 0.1082 | 0.0328 | 0.0539 | 0.1204 | 0.1285 |
|
| 265 |
+
| 0.5063 | 209.0 | 3135 | 0.7324 | 0.1082 | 0.0320 | 0.0541 | 0.1204 | 0.1285 |
|
| 266 |
+
| 0.5119 | 210.0 | 3150 | 0.7321 | 0.1157 | 0.0367 | 0.0610 | 0.1283 | 0.1365 |
|
| 267 |
+
| 0.5081 | 211.0 | 3165 | 0.7320 | 0.1138 | 0.0363 | 0.0613 | 0.1296 | 0.1305 |
|
| 268 |
+
| 0.5075 | 212.0 | 3180 | 0.7334 | 0.1159 | 0.0357 | 0.0613 | 0.1310 | 0.1345 |
|
| 269 |
+
| 0.5032 | 213.0 | 3195 | 0.7345 | 0.1162 | 0.0364 | 0.0610 | 0.1296 | 0.1365 |
|
| 270 |
+
| 0.5051 | 214.0 | 3210 | 0.7349 | 0.1161 | 0.0353 | 0.0612 | 0.1296 | 0.1365 |
|
| 271 |
+
| 0.5 | 215.0 | 3225 | 0.7346 | 0.1162 | 0.0364 | 0.0610 | 0.1296 | 0.1365 |
|
| 272 |
+
| 0.4981 | 216.0 | 3240 | 0.7360 | 0.1159 | 0.0361 | 0.0613 | 0.1310 | 0.1345 |
|
| 273 |
+
| 0.5038 | 217.0 | 3255 | 0.7352 | 0.1160 | 0.0364 | 0.0621 | 0.1310 | 0.1345 |
|
| 274 |
+
| 0.4955 | 218.0 | 3270 | 0.7357 | 0.1177 | 0.0372 | 0.0619 | 0.1310 | 0.1386 |
|
| 275 |
+
| 0.4957 | 219.0 | 3285 | 0.7359 | 0.1171 | 0.0366 | 0.0624 | 0.1336 | 0.1345 |
|
| 276 |
+
| 0.4917 | 220.0 | 3300 | 0.7362 | 0.1183 | 0.0369 | 0.0622 | 0.1283 | 0.1426 |
|
| 277 |
+
| 0.51 | 221.0 | 3315 | 0.7362 | 0.1213 | 0.0405 | 0.0677 | 0.1336 | 0.1426 |
|
| 278 |
+
| 0.5028 | 222.0 | 3330 | 0.7357 | 0.1227 | 0.0426 | 0.0692 | 0.1362 | 0.1426 |
|
| 279 |
+
| 0.5041 | 223.0 | 3345 | 0.7357 | 0.1211 | 0.0431 | 0.0690 | 0.1362 | 0.1386 |
|
| 280 |
+
| 0.5114 | 224.0 | 3360 | 0.7353 | 0.1198 | 0.0413 | 0.0683 | 0.1336 | 0.1386 |
|
| 281 |
+
| 0.4999 | 225.0 | 3375 | 0.7360 | 0.1199 | 0.0419 | 0.0680 | 0.1336 | 0.1386 |
|
| 282 |
+
| 0.4884 | 226.0 | 3390 | 0.7349 | 0.1199 | 0.0419 | 0.0680 | 0.1336 | 0.1386 |
|
| 283 |
+
| 0.4896 | 227.0 | 3405 | 0.7355 | 0.1197 | 0.0403 | 0.0677 | 0.1336 | 0.1386 |
|
| 284 |
+
| 0.5042 | 228.0 | 3420 | 0.7355 | 0.1193 | 0.0403 | 0.0673 | 0.1349 | 0.1365 |
|
| 285 |
+
| 0.4984 | 229.0 | 3435 | 0.7366 | 0.1194 | 0.0410 | 0.0671 | 0.1349 | 0.1365 |
|
| 286 |
+
| 0.4971 | 230.0 | 3450 | 0.7356 | 0.1193 | 0.0403 | 0.0673 | 0.1349 | 0.1365 |
|
| 287 |
+
| 0.5038 | 231.0 | 3465 | 0.7358 | 0.1190 | 0.0397 | 0.0668 | 0.1362 | 0.1345 |
|
| 288 |
+
| 0.4893 | 232.0 | 3480 | 0.7367 | 0.1189 | 0.0390 | 0.0670 | 0.1362 | 0.1345 |
|
| 289 |
+
| 0.4947 | 233.0 | 3495 | 0.7365 | 0.1189 | 0.0390 | 0.0670 | 0.1362 | 0.1345 |
|
| 290 |
+
| 0.5095 | 234.0 | 3510 | 0.7357 | 0.1192 | 0.0395 | 0.0667 | 0.1349 | 0.1365 |
|
| 291 |
+
| 0.484 | 235.0 | 3525 | 0.7369 | 0.1192 | 0.0400 | 0.0665 | 0.1349 | 0.1365 |
|
| 292 |
+
| 0.491 | 236.0 | 3540 | 0.7360 | 0.1192 | 0.0393 | 0.0667 | 0.1349 | 0.1365 |
|
| 293 |
+
| 0.4948 | 237.0 | 3555 | 0.7347 | 0.1194 | 0.0410 | 0.0671 | 0.1349 | 0.1365 |
|
| 294 |
+
| 0.4902 | 238.0 | 3570 | 0.7359 | 0.1188 | 0.0405 | 0.0673 | 0.1376 | 0.1325 |
|
| 295 |
+
| 0.5029 | 239.0 | 3585 | 0.7344 | 0.1192 | 0.0400 | 0.0665 | 0.1349 | 0.1365 |
|
| 296 |
+
| 0.4888 | 240.0 | 3600 | 0.7360 | 0.1208 | 0.0428 | 0.0692 | 0.1376 | 0.1365 |
|
| 297 |
+
| 0.4905 | 241.0 | 3615 | 0.7372 | 0.1194 | 0.0407 | 0.0677 | 0.1349 | 0.1365 |
|
| 298 |
+
| 0.4957 | 242.0 | 3630 | 0.7373 | 0.1208 | 0.0421 | 0.0695 | 0.1376 | 0.1365 |
|
| 299 |
+
| 0.4931 | 243.0 | 3645 | 0.7370 | 0.1208 | 0.0421 | 0.0695 | 0.1376 | 0.1365 |
|
| 300 |
+
| 0.4908 | 244.0 | 3660 | 0.7377 | 0.1195 | 0.0404 | 0.0685 | 0.1349 | 0.1365 |
|
| 301 |
+
| 0.4889 | 245.0 | 3675 | 0.7398 | 0.1206 | 0.0396 | 0.0675 | 0.1362 | 0.1386 |
|
| 302 |
+
| 0.5044 | 246.0 | 3690 | 0.7394 | 0.1206 | 0.0396 | 0.0675 | 0.1362 | 0.1386 |
|
| 303 |
+
| 0.4944 | 247.0 | 3705 | 0.7381 | 0.1205 | 0.0386 | 0.0669 | 0.1362 | 0.1386 |
|
| 304 |
+
| 0.499 | 248.0 | 3720 | 0.7370 | 0.1205 | 0.0386 | 0.0669 | 0.1362 | 0.1386 |
|
| 305 |
+
| 0.5011 | 249.0 | 3735 | 0.7368 | 0.1205 | 0.0386 | 0.0669 | 0.1362 | 0.1386 |
|
| 306 |
+
| 0.5044 | 250.0 | 3750 | 0.7362 | 0.1205 | 0.0386 | 0.0669 | 0.1362 | 0.1386 |
|
| 307 |
+
| 0.4826 | 251.0 | 3765 | 0.7360 | 0.1188 | 0.0384 | 0.0669 | 0.1362 | 0.1345 |
|
| 308 |
+
| 0.4967 | 252.0 | 3780 | 0.7366 | 0.1188 | 0.0379 | 0.0669 | 0.1362 | 0.1345 |
|
| 309 |
+
| 0.4931 | 253.0 | 3795 | 0.7370 | 0.1201 | 0.0390 | 0.0678 | 0.1389 | 0.1345 |
|
| 310 |
+
| 0.4855 | 254.0 | 3810 | 0.7370 | 0.1193 | 0.0397 | 0.0672 | 0.1349 | 0.1365 |
|
| 311 |
+
| 0.4855 | 255.0 | 3825 | 0.7391 | 0.1200 | 0.0410 | 0.0682 | 0.1402 | 0.1325 |
|
| 312 |
+
| 0.4873 | 256.0 | 3840 | 0.7400 | 0.1193 | 0.0404 | 0.0670 | 0.1349 | 0.1365 |
|
| 313 |
+
| 0.4918 | 257.0 | 3855 | 0.7395 | 0.1193 | 0.0397 | 0.0672 | 0.1349 | 0.1365 |
|
| 314 |
+
| 0.4802 | 258.0 | 3870 | 0.7377 | 0.1193 | 0.0397 | 0.0672 | 0.1349 | 0.1365 |
|
| 315 |
+
| 0.4982 | 259.0 | 3885 | 0.7374 | 0.1193 | 0.0397 | 0.0672 | 0.1349 | 0.1365 |
|
| 316 |
+
| 0.5008 | 260.0 | 3900 | 0.7370 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 317 |
+
| 0.493 | 261.0 | 3915 | 0.7366 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 318 |
+
| 0.4907 | 262.0 | 3930 | 0.7378 | 0.1181 | 0.0376 | 0.0625 | 0.1336 | 0.1365 |
|
| 319 |
+
| 0.484 | 263.0 | 3945 | 0.7377 | 0.1209 | 0.0389 | 0.0634 | 0.1362 | 0.1406 |
|
| 320 |
+
| 0.4972 | 264.0 | 3960 | 0.7386 | 0.1209 | 0.0389 | 0.0634 | 0.1362 | 0.1406 |
|
| 321 |
+
| 0.4917 | 265.0 | 3975 | 0.7385 | 0.1196 | 0.0372 | 0.0627 | 0.1336 | 0.1406 |
|
| 322 |
+
| 0.4861 | 266.0 | 3990 | 0.7383 | 0.1196 | 0.0372 | 0.0627 | 0.1336 | 0.1406 |
|
| 323 |
+
| 0.4756 | 267.0 | 4005 | 0.7386 | 0.1209 | 0.0399 | 0.0672 | 0.1349 | 0.1406 |
|
| 324 |
+
| 0.4986 | 268.0 | 4020 | 0.7387 | 0.1209 | 0.0399 | 0.0672 | 0.1349 | 0.1406 |
|
| 325 |
+
| 0.5028 | 269.0 | 4035 | 0.7386 | 0.1209 | 0.0399 | 0.0672 | 0.1349 | 0.1406 |
|
| 326 |
+
| 0.481 | 270.0 | 4050 | 0.7381 | 0.1209 | 0.0399 | 0.0672 | 0.1349 | 0.1406 |
|
| 327 |
+
| 0.5009 | 271.0 | 4065 | 0.7376 | 0.1180 | 0.0370 | 0.0627 | 0.1336 | 0.1365 |
|
| 328 |
+
| 0.4886 | 272.0 | 4080 | 0.7376 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 329 |
+
| 0.4892 | 273.0 | 4095 | 0.7377 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 330 |
+
| 0.4776 | 274.0 | 4110 | 0.7377 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 331 |
+
| 0.4814 | 275.0 | 4125 | 0.7378 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 332 |
+
| 0.4844 | 276.0 | 4140 | 0.7383 | 0.1181 | 0.0376 | 0.0625 | 0.1336 | 0.1365 |
|
| 333 |
+
| 0.5056 | 277.0 | 4155 | 0.7384 | 0.1197 | 0.0378 | 0.0625 | 0.1336 | 0.1406 |
|
| 334 |
+
| 0.4828 | 278.0 | 4170 | 0.7384 | 0.1197 | 0.0378 | 0.0625 | 0.1336 | 0.1406 |
|
| 335 |
+
| 0.4899 | 279.0 | 4185 | 0.7380 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 336 |
+
| 0.4882 | 280.0 | 4200 | 0.7379 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 337 |
+
| 0.4892 | 281.0 | 4215 | 0.7379 | 0.1189 | 0.0370 | 0.0629 | 0.1336 | 0.1386 |
|
| 338 |
+
| 0.4819 | 282.0 | 4230 | 0.7382 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 339 |
+
| 0.4887 | 283.0 | 4245 | 0.7385 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 340 |
+
| 0.5026 | 284.0 | 4260 | 0.7388 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 341 |
+
| 0.4957 | 285.0 | 4275 | 0.7387 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 342 |
+
| 0.4834 | 286.0 | 4290 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 343 |
+
| 0.4973 | 287.0 | 4305 | 0.7391 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 344 |
+
| 0.4912 | 288.0 | 4320 | 0.7393 | 0.1189 | 0.0376 | 0.0627 | 0.1336 | 0.1386 |
|
| 345 |
+
| 0.4764 | 289.0 | 4335 | 0.7392 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 346 |
+
| 0.4779 | 290.0 | 4350 | 0.7390 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 347 |
+
| 0.4845 | 291.0 | 4365 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 348 |
+
| 0.4844 | 292.0 | 4380 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 349 |
+
| 0.4917 | 293.0 | 4395 | 0.7390 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 350 |
+
| 0.4957 | 294.0 | 4410 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 351 |
+
| 0.4799 | 295.0 | 4425 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 352 |
+
| 0.4827 | 296.0 | 4440 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 353 |
+
| 0.4948 | 297.0 | 4455 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 354 |
+
| 0.4886 | 298.0 | 4470 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 355 |
+
| 0.4953 | 299.0 | 4485 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 356 |
+
| 0.4813 | 300.0 | 4500 | 0.7389 | 0.1205 | 0.0378 | 0.0627 | 0.1336 | 0.1426 |
|
| 357 |
|
| 358 |
|
| 359 |
### Framework versions
|
| 360 |
|
|
|
|
| 361 |
- Transformers 4.31.0
|
| 362 |
- Pytorch 2.0.1
|
| 363 |
- Datasets 2.14.4
|