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--- |
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license: bsd-3-clause |
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base_model: Salesforce/codet5p-770m-py |
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tags: |
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- generated_from_trainer |
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datasets: |
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- mbpp |
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model-index: |
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- name: codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_21 |
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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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should probably proofread and complete it, then remove this comment. --> |
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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_21 |
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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: 0.7296 |
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- Codebleu: 0.1019 |
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- Ngram Match Score: 0.0230 |
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- Weighted Ngram Match Score: 0.0432 |
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- Syntax Match Score: 0.1217 |
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- Dataflow Match Score: 0.1165 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 8 |
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- eval_batch_size: 8 |
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- seed: 42 |
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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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| 0.9738 | 1.0 | 15 | 0.9246 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 | |
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| 0.9612 | 2.0 | 30 | 0.9235 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 | |
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| 0.9731 | 3.0 | 45 | 0.9207 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 | |
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| 0.9423 | 4.0 | 60 | 0.9141 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 | |
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| 0.9586 | 5.0 | 75 | 0.8998 | 0.0207 | 0.0000 | 0.0042 | 0.0185 | 0.0321 | |
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| 0.9443 | 6.0 | 90 | 0.8742 | 0.0559 | 0.0019 | 0.0270 | 0.0622 | 0.0703 | |
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| 0.9229 | 7.0 | 105 | 0.8425 | 0.0957 | 0.0227 | 0.0517 | 0.1283 | 0.0924 | |
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| 0.8655 | 8.0 | 120 | 0.8200 | 0.0994 | 0.0217 | 0.0500 | 0.1323 | 0.0984 | |
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| 0.8435 | 9.0 | 135 | 0.8052 | 0.0993 | 0.0215 | 0.0493 | 0.1323 | 0.0984 | |
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| 0.8205 | 10.0 | 150 | 0.7929 | 0.1055 | 0.0179 | 0.0470 | 0.1310 | 0.1165 | |
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| 0.8027 | 11.0 | 165 | 0.7803 | 0.1046 | 0.0180 | 0.0465 | 0.1310 | 0.1145 | |
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| 0.7978 | 12.0 | 180 | 0.7709 | 0.0983 | 0.0180 | 0.0468 | 0.1230 | 0.1064 | |
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| 0.7797 | 13.0 | 195 | 0.7659 | 0.0983 | 0.0181 | 0.0476 | 0.1230 | 0.1064 | |
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| 0.7618 | 14.0 | 210 | 0.7614 | 0.0932 | 0.0143 | 0.0367 | 0.1138 | 0.1064 | |
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| 0.7805 | 15.0 | 225 | 0.7567 | 0.0971 | 0.0137 | 0.0367 | 0.1177 | 0.1124 | |
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| 0.7814 | 16.0 | 240 | 0.7537 | 0.0949 | 0.0121 | 0.0325 | 0.1138 | 0.1124 | |
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| 0.7636 | 17.0 | 255 | 0.7507 | 0.0951 | 0.0148 | 0.0395 | 0.1098 | 0.1145 | |
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| 0.7462 | 18.0 | 270 | 0.7481 | 0.1074 | 0.0172 | 0.0435 | 0.1310 | 0.1225 | |
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| 0.7561 | 19.0 | 285 | 0.7453 | 0.1118 | 0.0240 | 0.0563 | 0.1310 | 0.1285 | |
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| 0.7426 | 20.0 | 300 | 0.7423 | 0.1098 | 0.0286 | 0.0636 | 0.1310 | 0.1205 | |
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| 0.7306 | 21.0 | 315 | 0.7396 | 0.1080 | 0.0248 | 0.0576 | 0.1310 | 0.1185 | |
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| 0.7317 | 22.0 | 330 | 0.7366 | 0.1080 | 0.0248 | 0.0576 | 0.1310 | 0.1185 | |
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| 0.7265 | 23.0 | 345 | 0.7346 | 0.1101 | 0.0264 | 0.0612 | 0.1349 | 0.1185 | |
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| 0.7291 | 24.0 | 360 | 0.7328 | 0.1080 | 0.0208 | 0.0533 | 0.1310 | 0.1205 | |
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| 0.7456 | 25.0 | 375 | 0.7310 | 0.1071 | 0.0222 | 0.0539 | 0.1283 | 0.1205 | |
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| 0.7243 | 26.0 | 390 | 0.7286 | 0.1092 | 0.0287 | 0.0608 | 0.1323 | 0.1185 | |
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| 0.7096 | 27.0 | 405 | 0.7276 | 0.1066 | 0.0251 | 0.0564 | 0.1296 | 0.1165 | |
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| 0.7168 | 28.0 | 420 | 0.7258 | 0.1074 | 0.0273 | 0.0597 | 0.1323 | 0.1145 | |
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| 0.7 | 29.0 | 435 | 0.7239 | 0.1027 | 0.0233 | 0.0542 | 0.1270 | 0.1104 | |
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| 0.704 | 30.0 | 450 | 0.7230 | 0.1026 | 0.0242 | 0.0543 | 0.1243 | 0.1124 | |
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| 0.6983 | 31.0 | 465 | 0.7219 | 0.0984 | 0.0253 | 0.0543 | 0.1138 | 0.1124 | |
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| 0.6946 | 32.0 | 480 | 0.7221 | 0.1034 | 0.0272 | 0.0591 | 0.1164 | 0.1205 | |
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| 0.6973 | 33.0 | 495 | 0.7211 | 0.1036 | 0.0288 | 0.0603 | 0.1204 | 0.1165 | |
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| 0.6989 | 34.0 | 510 | 0.7187 | 0.1034 | 0.0288 | 0.0599 | 0.1138 | 0.1225 | |
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| 0.6828 | 35.0 | 525 | 0.7181 | 0.0995 | 0.0250 | 0.0542 | 0.1124 | 0.1165 | |
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| 0.7052 | 36.0 | 540 | 0.7163 | 0.1038 | 0.0224 | 0.0516 | 0.1124 | 0.1285 | |
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| 0.6854 | 37.0 | 555 | 0.7159 | 0.0970 | 0.0205 | 0.0475 | 0.1071 | 0.1185 | |
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| 0.6887 | 38.0 | 570 | 0.7155 | 0.0972 | 0.0224 | 0.0502 | 0.1124 | 0.1124 | |
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| 0.6828 | 39.0 | 585 | 0.7156 | 0.1035 | 0.0235 | 0.0536 | 0.1190 | 0.1205 | |
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| 0.6915 | 40.0 | 600 | 0.7149 | 0.1052 | 0.0264 | 0.0568 | 0.1217 | 0.1205 | |
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| 0.6735 | 41.0 | 615 | 0.7139 | 0.1080 | 0.0305 | 0.0625 | 0.1243 | 0.1225 | |
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| 0.6665 | 42.0 | 630 | 0.7135 | 0.1075 | 0.0289 | 0.0591 | 0.1243 | 0.1225 | |
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| 0.6697 | 43.0 | 645 | 0.7157 | 0.1039 | 0.0291 | 0.0568 | 0.1138 | 0.1245 | |
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| 0.6737 | 44.0 | 660 | 0.7136 | 0.0996 | 0.0221 | 0.0472 | 0.1111 | 0.1205 | |
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| 0.6668 | 45.0 | 675 | 0.7159 | 0.1010 | 0.0233 | 0.0474 | 0.1124 | 0.1225 | |
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| 0.6594 | 46.0 | 690 | 0.7163 | 0.1009 | 0.0230 | 0.0487 | 0.1138 | 0.1205 | |
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| 0.6622 | 47.0 | 705 | 0.7134 | 0.0990 | 0.0235 | 0.0488 | 0.1151 | 0.1145 | |
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| 0.6593 | 48.0 | 720 | 0.7146 | 0.0923 | 0.0237 | 0.0483 | 0.1085 | 0.1044 | |
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| 0.6603 | 49.0 | 735 | 0.7143 | 0.0895 | 0.0198 | 0.0419 | 0.1058 | 0.1024 | |
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| 0.6535 | 50.0 | 750 | 0.7140 | 0.0895 | 0.0199 | 0.0418 | 0.0979 | 0.1104 | |
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| 0.6726 | 51.0 | 765 | 0.7121 | 0.1017 | 0.0237 | 0.0509 | 0.1151 | 0.1205 | |
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| 0.6665 | 52.0 | 780 | 0.7110 | 0.0996 | 0.0219 | 0.0472 | 0.1111 | 0.1205 | |
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| 0.6613 | 53.0 | 795 | 0.7116 | 0.0921 | 0.0183 | 0.0403 | 0.1032 | 0.1124 | |
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| 0.6271 | 54.0 | 810 | 0.7101 | 0.1030 | 0.0247 | 0.0518 | 0.1138 | 0.1245 | |
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| 0.6508 | 55.0 | 825 | 0.7100 | 0.0950 | 0.0217 | 0.0417 | 0.1111 | 0.1104 | |
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| 0.6447 | 56.0 | 840 | 0.7091 | 0.1004 | 0.0311 | 0.0579 | 0.1164 | 0.1124 | |
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| 0.6487 | 57.0 | 855 | 0.7121 | 0.1113 | 0.0289 | 0.0541 | 0.1230 | 0.1345 | |
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| 0.6429 | 58.0 | 870 | 0.7092 | 0.1012 | 0.0276 | 0.0531 | 0.1164 | 0.1165 | |
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| 0.6545 | 59.0 | 885 | 0.7090 | 0.0992 | 0.0264 | 0.0531 | 0.1177 | 0.1104 | |
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| 0.6299 | 60.0 | 900 | 0.7117 | 0.0992 | 0.0257 | 0.0480 | 0.1190 | 0.1104 | |
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| 0.6435 | 61.0 | 915 | 0.7125 | 0.1119 | 0.0330 | 0.0590 | 0.1283 | 0.1285 | |
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| 0.6267 | 62.0 | 930 | 0.7111 | 0.1087 | 0.0361 | 0.0637 | 0.1283 | 0.1185 | |
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| 0.6375 | 63.0 | 945 | 0.7106 | 0.0987 | 0.0235 | 0.0454 | 0.1190 | 0.1104 | |
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| 0.6221 | 64.0 | 960 | 0.7102 | 0.1097 | 0.0295 | 0.0530 | 0.1230 | 0.1305 | |
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| 0.6449 | 65.0 | 975 | 0.7104 | 0.0995 | 0.0235 | 0.0454 | 0.1151 | 0.1165 | |
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| 0.615 | 66.0 | 990 | 0.7106 | 0.1170 | 0.0335 | 0.0588 | 0.1310 | 0.1386 | |
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| 0.6353 | 67.0 | 1005 | 0.7083 | 0.1148 | 0.0363 | 0.0629 | 0.1296 | 0.1325 | |
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| 0.6265 | 68.0 | 1020 | 0.7118 | 0.1065 | 0.0283 | 0.0522 | 0.1217 | 0.1245 | |
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| 0.6125 | 69.0 | 1035 | 0.7086 | 0.1178 | 0.0387 | 0.0666 | 0.1336 | 0.1345 | |
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| 0.64 | 70.0 | 1050 | 0.7109 | 0.1121 | 0.0349 | 0.0613 | 0.1296 | 0.1265 | |
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| 0.6257 | 71.0 | 1065 | 0.7100 | 0.1199 | 0.0365 | 0.0663 | 0.1336 | 0.1406 | |
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| 0.6188 | 72.0 | 1080 | 0.7087 | 0.1199 | 0.0365 | 0.0663 | 0.1336 | 0.1406 | |
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| 0.6225 | 73.0 | 1095 | 0.7086 | 0.1157 | 0.0313 | 0.0580 | 0.1283 | 0.1386 | |
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| 0.6139 | 74.0 | 1110 | 0.7091 | 0.1194 | 0.0345 | 0.0632 | 0.1336 | 0.1406 | |
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| 0.6052 | 75.0 | 1125 | 0.7109 | 0.1194 | 0.0345 | 0.0632 | 0.1336 | 0.1406 | |
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| 0.6104 | 76.0 | 1140 | 0.7101 | 0.1221 | 0.0330 | 0.0618 | 0.1389 | 0.1426 | |
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| 0.6149 | 77.0 | 1155 | 0.7100 | 0.1113 | 0.0259 | 0.0493 | 0.1270 | 0.1325 | |
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| 0.6111 | 78.0 | 1170 | 0.7089 | 0.1085 | 0.0296 | 0.0547 | 0.1296 | 0.1205 | |
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| 0.608 | 79.0 | 1185 | 0.7094 | 0.1113 | 0.0313 | 0.0602 | 0.1349 | 0.1205 | |
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| 0.6034 | 80.0 | 1200 | 0.7078 | 0.0986 | 0.0256 | 0.0528 | 0.1204 | 0.1064 | |
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| 0.606 | 81.0 | 1215 | 0.7117 | 0.1040 | 0.0276 | 0.0544 | 0.1270 | 0.1124 | |
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| 0.6059 | 82.0 | 1230 | 0.7121 | 0.1048 | 0.0267 | 0.0561 | 0.1310 | 0.1104 | |
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| 0.6151 | 83.0 | 1245 | 0.7103 | 0.1057 | 0.0270 | 0.0562 | 0.1270 | 0.1165 | |
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| 0.6104 | 84.0 | 1260 | 0.7104 | 0.1058 | 0.0281 | 0.0564 | 0.1270 | 0.1165 | |
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| 0.5909 | 85.0 | 1275 | 0.7108 | 0.1061 | 0.0279 | 0.0543 | 0.1283 | 0.1165 | |
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| 0.593 | 86.0 | 1290 | 0.7110 | 0.1007 | 0.0265 | 0.0549 | 0.1230 | 0.1084 | |
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| 0.5886 | 87.0 | 1305 | 0.7112 | 0.1098 | 0.0274 | 0.0544 | 0.1257 | 0.1285 | |
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| 0.5986 | 88.0 | 1320 | 0.7137 | 0.1065 | 0.0267 | 0.0564 | 0.1270 | 0.1185 | |
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| 0.6015 | 89.0 | 1335 | 0.7137 | 0.1049 | 0.0269 | 0.0564 | 0.1270 | 0.1145 | |
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| 0.5929 | 90.0 | 1350 | 0.7121 | 0.0993 | 0.0242 | 0.0531 | 0.1204 | 0.1084 | |
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| 0.5933 | 91.0 | 1365 | 0.7118 | 0.1007 | 0.0258 | 0.0550 | 0.1190 | 0.1124 | |
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| 0.5968 | 92.0 | 1380 | 0.7127 | 0.1013 | 0.0254 | 0.0539 | 0.1230 | 0.1104 | |
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| 0.5747 | 93.0 | 1395 | 0.7143 | 0.1055 | 0.0264 | 0.0551 | 0.1270 | 0.1165 | |
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| 0.5804 | 94.0 | 1410 | 0.7130 | 0.0993 | 0.0256 | 0.0550 | 0.1217 | 0.1064 | |
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| 0.5975 | 95.0 | 1425 | 0.7117 | 0.0972 | 0.0235 | 0.0520 | 0.1217 | 0.1024 | |
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| 0.5965 | 96.0 | 1440 | 0.7125 | 0.1018 | 0.0251 | 0.0538 | 0.1243 | 0.1104 | |
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| 0.5908 | 97.0 | 1455 | 0.7132 | 0.1002 | 0.0251 | 0.0538 | 0.1243 | 0.1064 | |
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| 0.5847 | 98.0 | 1470 | 0.7136 | 0.1003 | 0.0255 | 0.0540 | 0.1243 | 0.1064 | |
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| 0.6006 | 99.0 | 1485 | 0.7136 | 0.1011 | 0.0256 | 0.0538 | 0.1243 | 0.1084 | |
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| 0.5907 | 100.0 | 1500 | 0.7139 | 0.1027 | 0.0256 | 0.0538 | 0.1243 | 0.1124 | |
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| 0.581 | 101.0 | 1515 | 0.7133 | 0.1026 | 0.0273 | 0.0538 | 0.1257 | 0.1104 | |
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| 0.5755 | 102.0 | 1530 | 0.7148 | 0.1022 | 0.0265 | 0.0540 | 0.1230 | 0.1124 | |
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| 0.5866 | 103.0 | 1545 | 0.7133 | 0.1022 | 0.0265 | 0.0540 | 0.1230 | 0.1124 | |
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| 0.5793 | 104.0 | 1560 | 0.7129 | 0.0985 | 0.0263 | 0.0538 | 0.1217 | 0.1044 | |
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| 0.5728 | 105.0 | 1575 | 0.7155 | 0.0987 | 0.0256 | 0.0540 | 0.1243 | 0.1024 | |
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| 0.5874 | 106.0 | 1590 | 0.7137 | 0.1012 | 0.0265 | 0.0540 | 0.1243 | 0.1084 | |
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| 0.5987 | 107.0 | 1605 | 0.7139 | 0.1012 | 0.0265 | 0.0540 | 0.1243 | 0.1084 | |
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| 0.5704 | 108.0 | 1620 | 0.7140 | 0.1004 | 0.0267 | 0.0538 | 0.1243 | 0.1064 | |
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| 0.5809 | 109.0 | 1635 | 0.7137 | 0.0998 | 0.0264 | 0.0537 | 0.1270 | 0.1024 | |
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| 0.5807 | 110.0 | 1650 | 0.7148 | 0.1006 | 0.0266 | 0.0539 | 0.1270 | 0.1044 | |
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| 0.5733 | 111.0 | 1665 | 0.7156 | 0.0998 | 0.0264 | 0.0537 | 0.1270 | 0.1024 | |
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| 0.5635 | 112.0 | 1680 | 0.7164 | 0.0971 | 0.0264 | 0.0538 | 0.1243 | 0.0984 | |
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| 0.5664 | 113.0 | 1695 | 0.7153 | 0.0964 | 0.0272 | 0.0538 | 0.1243 | 0.0964 | |
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| 0.5794 | 114.0 | 1710 | 0.7151 | 0.0975 | 0.0274 | 0.0537 | 0.1270 | 0.0964 | |
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| 0.5814 | 115.0 | 1725 | 0.7142 | 0.0966 | 0.0271 | 0.0539 | 0.1270 | 0.0944 | |
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| 0.5667 | 116.0 | 1740 | 0.7168 | 0.0999 | 0.0272 | 0.0539 | 0.1270 | 0.1024 | |
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| 0.5578 | 117.0 | 1755 | 0.7162 | 0.0971 | 0.0265 | 0.0536 | 0.1243 | 0.0984 | |
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| 0.5741 | 118.0 | 1770 | 0.7162 | 0.0979 | 0.0231 | 0.0487 | 0.1243 | 0.1024 | |
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| 0.5699 | 119.0 | 1785 | 0.7180 | 0.0960 | 0.0207 | 0.0425 | 0.1217 | 0.1024 | |
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| 0.5517 | 120.0 | 1800 | 0.7168 | 0.0960 | 0.0213 | 0.0421 | 0.1217 | 0.1024 | |
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| 0.5594 | 121.0 | 1815 | 0.7159 | 0.0952 | 0.0214 | 0.0421 | 0.1217 | 0.1004 | |
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| 0.567 | 122.0 | 1830 | 0.7154 | 0.0951 | 0.0205 | 0.0423 | 0.1217 | 0.1004 | |
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| 0.571 | 123.0 | 1845 | 0.7181 | 0.0970 | 0.0210 | 0.0422 | 0.1243 | 0.1024 | |
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| 0.5686 | 124.0 | 1860 | 0.7179 | 0.0970 | 0.0210 | 0.0422 | 0.1243 | 0.1024 | |
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| 0.5709 | 125.0 | 1875 | 0.7165 | 0.1018 | 0.0214 | 0.0414 | 0.1283 | 0.1104 | |
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| 0.5489 | 126.0 | 1890 | 0.7178 | 0.0970 | 0.0214 | 0.0420 | 0.1243 | 0.1024 | |
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| 0.5582 | 127.0 | 1905 | 0.7202 | 0.0971 | 0.0217 | 0.0420 | 0.1243 | 0.1024 | |
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| 0.5576 | 128.0 | 1920 | 0.7182 | 0.0971 | 0.0216 | 0.0427 | 0.1243 | 0.1024 | |
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| 0.5558 | 129.0 | 1935 | 0.7188 | 0.0970 | 0.0211 | 0.0422 | 0.1243 | 0.1024 | |
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| 0.5581 | 130.0 | 1950 | 0.7191 | 0.0958 | 0.0222 | 0.0420 | 0.1190 | 0.1044 | |
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| 0.5542 | 131.0 | 1965 | 0.7167 | 0.1012 | 0.0214 | 0.0413 | 0.1270 | 0.1104 | |
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| 0.5671 | 132.0 | 1980 | 0.7181 | 0.1032 | 0.0273 | 0.0527 | 0.1296 | 0.1084 | |
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| 0.5648 | 133.0 | 1995 | 0.7187 | 0.0972 | 0.0222 | 0.0425 | 0.1243 | 0.1024 | |
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| 0.5531 | 134.0 | 2010 | 0.7177 | 0.0971 | 0.0218 | 0.0427 | 0.1243 | 0.1024 | |
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| 0.5547 | 135.0 | 2025 | 0.7150 | 0.1013 | 0.0214 | 0.0420 | 0.1270 | 0.1104 | |
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| 0.5521 | 136.0 | 2040 | 0.7165 | 0.1014 | 0.0220 | 0.0419 | 0.1270 | 0.1104 | |
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| 0.5359 | 137.0 | 2055 | 0.7166 | 0.1014 | 0.0223 | 0.0419 | 0.1270 | 0.1104 | |
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| 0.5558 | 138.0 | 2070 | 0.7172 | 0.1014 | 0.0223 | 0.0419 | 0.1270 | 0.1104 | |
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| 0.5542 | 139.0 | 2085 | 0.7186 | 0.1012 | 0.0207 | 0.0415 | 0.1270 | 0.1104 | |
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| 0.5498 | 140.0 | 2100 | 0.7183 | 0.1012 | 0.0214 | 0.0413 | 0.1270 | 0.1104 | |
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| 0.5618 | 141.0 | 2115 | 0.7184 | 0.0972 | 0.0222 | 0.0425 | 0.1243 | 0.1024 | |
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| 0.5655 | 142.0 | 2130 | 0.7170 | 0.1006 | 0.0224 | 0.0418 | 0.1230 | 0.1124 | |
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| 0.5444 | 143.0 | 2145 | 0.7190 | 0.0964 | 0.0226 | 0.0424 | 0.1204 | 0.1044 | |
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| 0.5603 | 144.0 | 2160 | 0.7199 | 0.1005 | 0.0221 | 0.0414 | 0.1230 | 0.1124 | |
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| 0.5446 | 145.0 | 2175 | 0.7221 | 0.0964 | 0.0228 | 0.0424 | 0.1204 | 0.1044 | |
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| 0.5517 | 146.0 | 2190 | 0.7212 | 0.0984 | 0.0201 | 0.0375 | 0.1190 | 0.1124 | |
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| 0.5497 | 147.0 | 2205 | 0.7203 | 0.0991 | 0.0196 | 0.0377 | 0.1230 | 0.1104 | |
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| 0.5445 | 148.0 | 2220 | 0.7206 | 0.1015 | 0.0223 | 0.0429 | 0.1270 | 0.1104 | |
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| 0.551 | 149.0 | 2235 | 0.7200 | 0.0996 | 0.0219 | 0.0430 | 0.1243 | 0.1084 | |
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| 0.536 | 150.0 | 2250 | 0.7222 | 0.0992 | 0.0194 | 0.0388 | 0.1230 | 0.1104 | |
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| 0.5453 | 151.0 | 2265 | 0.7214 | 0.1020 | 0.0220 | 0.0429 | 0.1283 | 0.1104 | |
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| 0.5451 | 152.0 | 2280 | 0.7231 | 0.1012 | 0.0202 | 0.0387 | 0.1217 | 0.1165 | |
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| 0.5426 | 153.0 | 2295 | 0.7215 | 0.1017 | 0.0200 | 0.0387 | 0.1230 | 0.1165 | |
|
| 0.5487 | 154.0 | 2310 | 0.7205 | 0.0976 | 0.0198 | 0.0387 | 0.1190 | 0.1104 | |
|
| 0.5495 | 155.0 | 2325 | 0.7205 | 0.0971 | 0.0201 | 0.0387 | 0.1177 | 0.1104 | |
|
| 0.5579 | 156.0 | 2340 | 0.7225 | 0.1026 | 0.0225 | 0.0429 | 0.1296 | 0.1104 | |
|
| 0.5335 | 157.0 | 2355 | 0.7218 | 0.1026 | 0.0225 | 0.0429 | 0.1296 | 0.1104 | |
|
| 0.5564 | 158.0 | 2370 | 0.7219 | 0.0961 | 0.0217 | 0.0430 | 0.1217 | 0.1024 | |
|
| 0.5398 | 159.0 | 2385 | 0.7228 | 0.0966 | 0.0197 | 0.0388 | 0.1164 | 0.1104 | |
|
| 0.5368 | 160.0 | 2400 | 0.7240 | 0.1028 | 0.0218 | 0.0430 | 0.1243 | 0.1165 | |
|
| 0.5441 | 161.0 | 2415 | 0.7254 | 0.1020 | 0.0215 | 0.0430 | 0.1243 | 0.1145 | |
|
| 0.5361 | 162.0 | 2430 | 0.7222 | 0.1039 | 0.0221 | 0.0429 | 0.1270 | 0.1165 | |
|
| 0.5607 | 163.0 | 2445 | 0.7204 | 0.0942 | 0.0192 | 0.0388 | 0.1124 | 0.1084 | |
|
| 0.5423 | 164.0 | 2460 | 0.7202 | 0.0999 | 0.0225 | 0.0429 | 0.1270 | 0.1064 | |
|
| 0.5318 | 165.0 | 2475 | 0.7176 | 0.0993 | 0.0219 | 0.0430 | 0.1217 | 0.1104 | |
|
| 0.53 | 166.0 | 2490 | 0.7209 | 0.1004 | 0.0221 | 0.0429 | 0.1243 | 0.1104 | |
|
| 0.5366 | 167.0 | 2505 | 0.7210 | 0.0956 | 0.0201 | 0.0387 | 0.1138 | 0.1104 | |
|
| 0.5298 | 168.0 | 2520 | 0.7210 | 0.0942 | 0.0201 | 0.0384 | 0.1085 | 0.1124 | |
|
| 0.5251 | 169.0 | 2535 | 0.7216 | 0.0980 | 0.0220 | 0.0427 | 0.1164 | 0.1124 | |
|
| 0.5358 | 170.0 | 2550 | 0.7236 | 0.0980 | 0.0220 | 0.0430 | 0.1204 | 0.1084 | |
|
| 0.5429 | 171.0 | 2565 | 0.7221 | 0.1001 | 0.0218 | 0.0430 | 0.1217 | 0.1124 | |
|
| 0.5434 | 172.0 | 2580 | 0.7232 | 0.0993 | 0.0217 | 0.0430 | 0.1217 | 0.1104 | |
|
| 0.5418 | 173.0 | 2595 | 0.7241 | 0.1001 | 0.0219 | 0.0430 | 0.1217 | 0.1124 | |
|
| 0.5356 | 174.0 | 2610 | 0.7232 | 0.1007 | 0.0225 | 0.0429 | 0.1270 | 0.1084 | |
|
| 0.5348 | 175.0 | 2625 | 0.7250 | 0.1008 | 0.0230 | 0.0429 | 0.1270 | 0.1084 | |
|
| 0.5322 | 176.0 | 2640 | 0.7252 | 0.1007 | 0.0223 | 0.0429 | 0.1270 | 0.1084 | |
|
| 0.5254 | 177.0 | 2655 | 0.7276 | 0.0993 | 0.0225 | 0.0424 | 0.1257 | 0.1064 | |
|
| 0.5261 | 178.0 | 2670 | 0.7257 | 0.1012 | 0.0223 | 0.0429 | 0.1243 | 0.1124 | |
|
| 0.5417 | 179.0 | 2685 | 0.7243 | 0.1004 | 0.0222 | 0.0429 | 0.1243 | 0.1104 | |
|
| 0.5238 | 180.0 | 2700 | 0.7251 | 0.0960 | 0.0197 | 0.0384 | 0.1151 | 0.1104 | |
|
| 0.5365 | 181.0 | 2715 | 0.7285 | 0.0960 | 0.0198 | 0.0384 | 0.1151 | 0.1104 | |
|
| 0.5306 | 182.0 | 2730 | 0.7258 | 0.0950 | 0.0200 | 0.0388 | 0.1124 | 0.1104 | |
|
| 0.5322 | 183.0 | 2745 | 0.7241 | 0.0950 | 0.0200 | 0.0388 | 0.1124 | 0.1104 | |
|
| 0.5226 | 184.0 | 2760 | 0.7265 | 0.0937 | 0.0204 | 0.0388 | 0.1151 | 0.1044 | |
|
| 0.5235 | 185.0 | 2775 | 0.7259 | 0.0980 | 0.0224 | 0.0430 | 0.1243 | 0.1044 | |
|
| 0.5173 | 186.0 | 2790 | 0.7260 | 0.0997 | 0.0256 | 0.0483 | 0.1204 | 0.1104 | |
|
| 0.5213 | 187.0 | 2805 | 0.7263 | 0.0996 | 0.0252 | 0.0480 | 0.1204 | 0.1104 | |
|
| 0.5338 | 188.0 | 2820 | 0.7268 | 0.0996 | 0.0248 | 0.0480 | 0.1204 | 0.1104 | |
|
| 0.5368 | 189.0 | 2835 | 0.7273 | 0.0996 | 0.0252 | 0.0480 | 0.1204 | 0.1104 | |
|
| 0.5217 | 190.0 | 2850 | 0.7278 | 0.0996 | 0.0248 | 0.0480 | 0.1204 | 0.1104 | |
|
| 0.5316 | 191.0 | 2865 | 0.7296 | 0.0988 | 0.0249 | 0.0480 | 0.1204 | 0.1084 | |
|
| 0.5284 | 192.0 | 2880 | 0.7285 | 0.0988 | 0.0249 | 0.0480 | 0.1204 | 0.1084 | |
|
| 0.5346 | 193.0 | 2895 | 0.7266 | 0.0983 | 0.0252 | 0.0480 | 0.1151 | 0.1124 | |
|
| 0.5155 | 194.0 | 2910 | 0.7276 | 0.0996 | 0.0252 | 0.0480 | 0.1204 | 0.1104 | |
|
| 0.5268 | 195.0 | 2925 | 0.7269 | 0.0983 | 0.0252 | 0.0480 | 0.1151 | 0.1124 | |
|
| 0.5396 | 196.0 | 2940 | 0.7260 | 0.0989 | 0.0252 | 0.0483 | 0.1204 | 0.1084 | |
|
| 0.5337 | 197.0 | 2955 | 0.7251 | 0.0989 | 0.0252 | 0.0483 | 0.1204 | 0.1084 | |
|
| 0.5301 | 198.0 | 2970 | 0.7258 | 0.0997 | 0.0252 | 0.0483 | 0.1204 | 0.1104 | |
|
| 0.5282 | 199.0 | 2985 | 0.7278 | 0.0989 | 0.0252 | 0.0483 | 0.1204 | 0.1084 | |
|
| 0.5296 | 200.0 | 3000 | 0.7248 | 0.1040 | 0.0277 | 0.0522 | 0.1296 | 0.1104 | |
|
| 0.5245 | 201.0 | 3015 | 0.7247 | 0.1040 | 0.0277 | 0.0522 | 0.1296 | 0.1104 | |
|
| 0.5161 | 202.0 | 3030 | 0.7257 | 0.1035 | 0.0277 | 0.0520 | 0.1243 | 0.1145 | |
|
| 0.5231 | 203.0 | 3045 | 0.7248 | 0.1035 | 0.0277 | 0.0520 | 0.1243 | 0.1145 | |
|
| 0.514 | 204.0 | 3060 | 0.7253 | 0.1016 | 0.0269 | 0.0522 | 0.1217 | 0.1124 | |
|
| 0.5273 | 205.0 | 3075 | 0.7272 | 0.1035 | 0.0277 | 0.0520 | 0.1243 | 0.1145 | |
|
| 0.5275 | 206.0 | 3090 | 0.7283 | 0.1040 | 0.0272 | 0.0523 | 0.1296 | 0.1104 | |
|
| 0.5143 | 207.0 | 3105 | 0.7280 | 0.1056 | 0.0275 | 0.0523 | 0.1296 | 0.1145 | |
|
| 0.5085 | 208.0 | 3120 | 0.7285 | 0.1040 | 0.0276 | 0.0523 | 0.1296 | 0.1104 | |
|
| 0.5214 | 209.0 | 3135 | 0.7274 | 0.1039 | 0.0269 | 0.0516 | 0.1217 | 0.1185 | |
|
| 0.5236 | 210.0 | 3150 | 0.7263 | 0.1057 | 0.0280 | 0.0522 | 0.1296 | 0.1145 | |
|
| 0.5295 | 211.0 | 3165 | 0.7259 | 0.1070 | 0.0283 | 0.0522 | 0.1270 | 0.1205 | |
|
| 0.5265 | 212.0 | 3180 | 0.7260 | 0.1053 | 0.0274 | 0.0520 | 0.1270 | 0.1165 | |
|
| 0.5222 | 213.0 | 3195 | 0.7253 | 0.1037 | 0.0273 | 0.0521 | 0.1270 | 0.1124 | |
|
| 0.5179 | 214.0 | 3210 | 0.7267 | 0.1049 | 0.0281 | 0.0523 | 0.1296 | 0.1124 | |
|
| 0.518 | 215.0 | 3225 | 0.7283 | 0.1044 | 0.0284 | 0.0523 | 0.1283 | 0.1124 | |
|
| 0.5128 | 216.0 | 3240 | 0.7293 | 0.1049 | 0.0281 | 0.0523 | 0.1296 | 0.1124 | |
|
| 0.5206 | 217.0 | 3255 | 0.7271 | 0.1048 | 0.0276 | 0.0520 | 0.1296 | 0.1124 | |
|
| 0.5142 | 218.0 | 3270 | 0.7278 | 0.1029 | 0.0279 | 0.0516 | 0.1230 | 0.1145 | |
|
| 0.5103 | 219.0 | 3285 | 0.7292 | 0.1049 | 0.0281 | 0.0523 | 0.1296 | 0.1124 | |
|
| 0.5054 | 220.0 | 3300 | 0.7283 | 0.1005 | 0.0256 | 0.0485 | 0.1204 | 0.1124 | |
|
| 0.5239 | 221.0 | 3315 | 0.7281 | 0.0992 | 0.0257 | 0.0482 | 0.1151 | 0.1145 | |
|
| 0.5151 | 222.0 | 3330 | 0.7287 | 0.0992 | 0.0257 | 0.0482 | 0.1151 | 0.1145 | |
|
| 0.5182 | 223.0 | 3345 | 0.7281 | 0.1034 | 0.0277 | 0.0516 | 0.1243 | 0.1145 | |
|
| 0.5192 | 224.0 | 3360 | 0.7279 | 0.1011 | 0.0275 | 0.0522 | 0.1243 | 0.1084 | |
|
| 0.5147 | 225.0 | 3375 | 0.7287 | 0.0968 | 0.0254 | 0.0483 | 0.1151 | 0.1084 | |
|
| 0.5041 | 226.0 | 3390 | 0.7288 | 0.0968 | 0.0254 | 0.0483 | 0.1151 | 0.1084 | |
|
| 0.5166 | 227.0 | 3405 | 0.7303 | 0.1011 | 0.0275 | 0.0522 | 0.1243 | 0.1084 | |
|
| 0.5186 | 228.0 | 3420 | 0.7292 | 0.1016 | 0.0269 | 0.0522 | 0.1217 | 0.1124 | |
|
| 0.5146 | 229.0 | 3435 | 0.7288 | 0.1056 | 0.0279 | 0.0518 | 0.1217 | 0.1225 | |
|
| 0.5082 | 230.0 | 3450 | 0.7297 | 0.0996 | 0.0250 | 0.0478 | 0.1124 | 0.1185 | |
|
| 0.518 | 231.0 | 3465 | 0.7303 | 0.0997 | 0.0251 | 0.0482 | 0.1124 | 0.1185 | |
|
| 0.5124 | 232.0 | 3480 | 0.7304 | 0.0997 | 0.0247 | 0.0482 | 0.1124 | 0.1185 | |
|
| 0.5089 | 233.0 | 3495 | 0.7293 | 0.1056 | 0.0276 | 0.0518 | 0.1217 | 0.1225 | |
|
| 0.5329 | 234.0 | 3510 | 0.7294 | 0.1027 | 0.0259 | 0.0484 | 0.1177 | 0.1205 | |
|
| 0.5054 | 235.0 | 3525 | 0.7299 | 0.1027 | 0.0262 | 0.0484 | 0.1177 | 0.1205 | |
|
| 0.5078 | 236.0 | 3540 | 0.7294 | 0.1004 | 0.0261 | 0.0489 | 0.1177 | 0.1145 | |
|
| 0.5133 | 237.0 | 3555 | 0.7281 | 0.0990 | 0.0254 | 0.0485 | 0.1124 | 0.1165 | |
|
| 0.5048 | 238.0 | 3570 | 0.7286 | 0.1013 | 0.0209 | 0.0394 | 0.1177 | 0.1205 | |
|
| 0.5225 | 239.0 | 3585 | 0.7288 | 0.0990 | 0.0254 | 0.0485 | 0.1124 | 0.1165 | |
|
| 0.5051 | 240.0 | 3600 | 0.7301 | 0.0990 | 0.0254 | 0.0485 | 0.1124 | 0.1165 | |
|
| 0.503 | 241.0 | 3615 | 0.7309 | 0.1014 | 0.0259 | 0.0485 | 0.1124 | 0.1225 | |
|
| 0.5138 | 242.0 | 3630 | 0.7304 | 0.1014 | 0.0258 | 0.0482 | 0.1124 | 0.1225 | |
|
| 0.5112 | 243.0 | 3645 | 0.7300 | 0.0990 | 0.0254 | 0.0485 | 0.1124 | 0.1165 | |
|
| 0.5066 | 244.0 | 3660 | 0.7295 | 0.0990 | 0.0258 | 0.0485 | 0.1124 | 0.1165 | |
|
| 0.5067 | 245.0 | 3675 | 0.7285 | 0.1057 | 0.0280 | 0.0524 | 0.1217 | 0.1225 | |
|
| 0.521 | 246.0 | 3690 | 0.7285 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5115 | 247.0 | 3705 | 0.7292 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5144 | 248.0 | 3720 | 0.7287 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5168 | 249.0 | 3735 | 0.7291 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5215 | 250.0 | 3750 | 0.7296 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5023 | 251.0 | 3765 | 0.7296 | 0.1018 | 0.0226 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5081 | 252.0 | 3780 | 0.7299 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5109 | 253.0 | 3795 | 0.7298 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.504 | 254.0 | 3810 | 0.7290 | 0.1018 | 0.0226 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.516 | 255.0 | 3825 | 0.7294 | 0.1018 | 0.0226 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5053 | 256.0 | 3840 | 0.7293 | 0.1043 | 0.0228 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.502 | 257.0 | 3855 | 0.7288 | 0.1056 | 0.0275 | 0.0518 | 0.1217 | 0.1225 | |
|
| 0.4989 | 258.0 | 3870 | 0.7285 | 0.1032 | 0.0278 | 0.0520 | 0.1217 | 0.1165 | |
|
| 0.5106 | 259.0 | 3885 | 0.7284 | 0.1032 | 0.0278 | 0.0520 | 0.1217 | 0.1165 | |
|
| 0.5152 | 260.0 | 3900 | 0.7297 | 0.1033 | 0.0279 | 0.0524 | 0.1217 | 0.1165 | |
|
| 0.5061 | 261.0 | 3915 | 0.7300 | 0.1057 | 0.0280 | 0.0524 | 0.1217 | 0.1225 | |
|
| 0.5055 | 262.0 | 3930 | 0.7299 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.5052 | 263.0 | 3945 | 0.7297 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.5182 | 264.0 | 3960 | 0.7298 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.507 | 265.0 | 3975 | 0.7298 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.5053 | 266.0 | 3990 | 0.7297 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.4932 | 267.0 | 4005 | 0.7301 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.5092 | 268.0 | 4020 | 0.7295 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.5173 | 269.0 | 4035 | 0.7302 | 0.1038 | 0.0237 | 0.0435 | 0.1243 | 0.1185 | |
|
| 0.496 | 270.0 | 4050 | 0.7303 | 0.1043 | 0.0232 | 0.0435 | 0.1217 | 0.1225 | |
|
| 0.5208 | 271.0 | 4065 | 0.7300 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.507 | 272.0 | 4080 | 0.7301 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.5113 | 273.0 | 4095 | 0.7299 | 0.1038 | 0.0236 | 0.0432 | 0.1243 | 0.1185 | |
|
| 0.5044 | 274.0 | 4110 | 0.7297 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.4971 | 275.0 | 4125 | 0.7298 | 0.1043 | 0.0231 | 0.0432 | 0.1217 | 0.1225 | |
|
| 0.4936 | 276.0 | 4140 | 0.7295 | 0.1043 | 0.0232 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.5252 | 277.0 | 4155 | 0.7293 | 0.1045 | 0.0240 | 0.0444 | 0.1217 | 0.1225 | |
|
| 0.5102 | 278.0 | 4170 | 0.7291 | 0.1045 | 0.0239 | 0.0444 | 0.1217 | 0.1225 | |
|
| 0.5105 | 279.0 | 4185 | 0.7288 | 0.1021 | 0.0238 | 0.0445 | 0.1217 | 0.1165 | |
|
| 0.4974 | 280.0 | 4200 | 0.7288 | 0.1021 | 0.0238 | 0.0445 | 0.1217 | 0.1165 | |
|
| 0.5002 | 281.0 | 4215 | 0.7289 | 0.1021 | 0.0238 | 0.0445 | 0.1217 | 0.1165 | |
|
| 0.5031 | 282.0 | 4230 | 0.7292 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.5055 | 283.0 | 4245 | 0.7295 | 0.1045 | 0.0239 | 0.0444 | 0.1217 | 0.1225 | |
|
| 0.5153 | 284.0 | 4260 | 0.7297 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.5121 | 285.0 | 4275 | 0.7296 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.5056 | 286.0 | 4290 | 0.7295 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.508 | 287.0 | 4305 | 0.7297 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.5102 | 288.0 | 4320 | 0.7298 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.4981 | 289.0 | 4335 | 0.7298 | 0.1043 | 0.0231 | 0.0431 | 0.1217 | 0.1225 | |
|
| 0.4945 | 290.0 | 4350 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.4945 | 291.0 | 4365 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5054 | 292.0 | 4380 | 0.7295 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5139 | 293.0 | 4395 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5153 | 294.0 | 4410 | 0.7298 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5003 | 295.0 | 4425 | 0.7298 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5078 | 296.0 | 4440 | 0.7297 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5026 | 297.0 | 4455 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.509 | 298.0 | 4470 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5151 | 299.0 | 4485 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
| 0.5126 | 300.0 | 4500 | 0.7296 | 0.1019 | 0.0230 | 0.0432 | 0.1217 | 0.1165 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.31.0 |
|
- Pytorch 2.0.1 |
|
- Datasets 2.14.4 |
|
- Tokenizers 0.13.3 |
|
|