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_8
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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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| 0.9839 | 1.0 | 15 | 0.9244 | 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_8
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results: []
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---
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| 12 |
|
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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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|
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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: 0.7328
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+
- Codebleu: 0.1166
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- Ngram Match Score: 0.0342
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- Weighted Ngram Match Score: 0.0566
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- Syntax Match Score: 0.1283
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- Dataflow Match Score: 0.1406
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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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| 0.9839 | 1.0 | 15 | 0.9244 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9639 | 2.0 | 30 | 0.9227 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
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| 0.9712 | 3.0 | 45 | 0.9186 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 |
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| 0.9418 | 4.0 | 60 | 0.9098 | 0.0096 | 0.0000 | 0.0001 | 0.0079 | 0.0161 |
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| 0.9483 | 5.0 | 75 | 0.8931 | 0.0432 | 0.0009 | 0.0230 | 0.0397 | 0.0622 |
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| 0.9433 | 6.0 | 90 | 0.8701 | 0.0794 | 0.0100 | 0.0362 | 0.0926 | 0.0944 |
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| 0.9247 | 7.0 | 105 | 0.8526 | 0.1005 | 0.0181 | 0.0479 | 0.1204 | 0.1145 |
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| 0.8731 | 8.0 | 120 | 0.8400 | 0.0998 | 0.0211 | 0.0506 | 0.1190 | 0.1124 |
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| 0.8526 | 9.0 | 135 | 0.8289 | 0.1039 | 0.0179 | 0.0496 | 0.1283 | 0.1145 |
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| 0.8506 | 10.0 | 150 | 0.8171 | 0.1036 | 0.0126 | 0.0357 | 0.1243 | 0.1225 |
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| 0.8413 | 11.0 | 165 | 0.8044 | 0.0977 | 0.0109 | 0.0344 | 0.1204 | 0.1124 |
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| 0.8355 | 12.0 | 180 | 0.7931 | 0.0995 | 0.0117 | 0.0363 | 0.1204 | 0.1165 |
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| 0.8173 | 13.0 | 195 | 0.7857 | 0.0979 | 0.0114 | 0.0363 | 0.1164 | 0.1165 |
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| 0.794 | 14.0 | 210 | 0.7785 | 0.1066 | 0.0160 | 0.0489 | 0.1217 | 0.1285 |
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| 0.8087 | 15.0 | 225 | 0.7727 | 0.1053 | 0.0156 | 0.0476 | 0.1190 | 0.1285 |
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| 0.8078 | 16.0 | 240 | 0.7670 | 0.1105 | 0.0185 | 0.0511 | 0.1243 | 0.1345 |
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| 0.7929 | 17.0 | 255 | 0.7619 | 0.1089 | 0.0240 | 0.0591 | 0.1190 | 0.1325 |
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| 0.7698 | 18.0 | 270 | 0.7576 | 0.1089 | 0.0240 | 0.0591 | 0.1190 | 0.1325 |
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| 0.7808 | 19.0 | 285 | 0.7533 | 0.0950 | 0.0147 | 0.0410 | 0.1111 | 0.1124 |
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| 0.7647 | 20.0 | 300 | 0.7494 | 0.0933 | 0.0135 | 0.0410 | 0.1111 | 0.1084 |
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| 0.755 | 21.0 | 315 | 0.7460 | 0.0991 | 0.0153 | 0.0413 | 0.1151 | 0.1185 |
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| 0.7539 | 22.0 | 330 | 0.7428 | 0.0967 | 0.0152 | 0.0414 | 0.1151 | 0.1124 |
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| 0.7481 | 23.0 | 345 | 0.7410 | 0.0984 | 0.0161 | 0.0420 | 0.1190 | 0.1124 |
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| 0.7458 | 24.0 | 360 | 0.7398 | 0.0967 | 0.0156 | 0.0416 | 0.1190 | 0.1084 |
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| 0.7709 | 25.0 | 375 | 0.7375 | 0.1048 | 0.0173 | 0.0415 | 0.1310 | 0.1165 |
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| 0.7321 | 26.0 | 390 | 0.7361 | 0.1043 | 0.0170 | 0.0414 | 0.1257 | 0.1205 |
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| 0.7233 | 27.0 | 405 | 0.7343 | 0.1063 | 0.0175 | 0.0424 | 0.1283 | 0.1225 |
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| 0.7295 | 28.0 | 420 | 0.7332 | 0.1039 | 0.0159 | 0.0413 | 0.1310 | 0.1145 |
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| 0.7186 | 29.0 | 435 | 0.7325 | 0.1046 | 0.0169 | 0.0426 | 0.1323 | 0.1145 |
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| 0.7113 | 30.0 | 450 | 0.7316 | 0.1036 | 0.0165 | 0.0408 | 0.1283 | 0.1165 |
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| 0.7136 | 31.0 | 465 | 0.7304 | 0.1036 | 0.0162 | 0.0408 | 0.1283 | 0.1165 |
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| 0.7145 | 32.0 | 480 | 0.7283 | 0.1037 | 0.0169 | 0.0413 | 0.1283 | 0.1165 |
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| 0.7073 | 33.0 | 495 | 0.7267 | 0.1049 | 0.0173 | 0.0417 | 0.1310 | 0.1165 |
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| 0.7129 | 34.0 | 510 | 0.7259 | 0.1069 | 0.0194 | 0.0435 | 0.1310 | 0.1205 |
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| 0.6861 | 35.0 | 525 | 0.7254 | 0.1065 | 0.0181 | 0.0417 | 0.1310 | 0.1205 |
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| 0.7154 | 36.0 | 540 | 0.7245 | 0.1087 | 0.0185 | 0.0417 | 0.1362 | 0.1205 |
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| 0.6996 | 37.0 | 555 | 0.7246 | 0.1085 | 0.0180 | 0.0402 | 0.1323 | 0.1245 |
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| 0.6974 | 38.0 | 570 | 0.7252 | 0.1120 | 0.0236 | 0.0481 | 0.1336 | 0.1285 |
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| 0.6906 | 39.0 | 585 | 0.7239 | 0.1136 | 0.0235 | 0.0479 | 0.1336 | 0.1325 |
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| 0.6995 | 40.0 | 600 | 0.7236 | 0.1141 | 0.0231 | 0.0478 | 0.1310 | 0.1365 |
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| 0.6798 | 41.0 | 615 | 0.7234 | 0.1124 | 0.0227 | 0.0478 | 0.1310 | 0.1325 |
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| 0.6777 | 42.0 | 630 | 0.7224 | 0.1117 | 0.0230 | 0.0480 | 0.1310 | 0.1305 |
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| 0.6773 | 43.0 | 645 | 0.7246 | 0.1067 | 0.0218 | 0.0444 | 0.1217 | 0.1285 |
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| 0.6835 | 44.0 | 660 | 0.7242 | 0.1111 | 0.0226 | 0.0483 | 0.1336 | 0.1265 |
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| 0.6785 | 45.0 | 675 | 0.7255 | 0.1064 | 0.0227 | 0.0451 | 0.1164 | 0.1325 |
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| 0.6749 | 46.0 | 690 | 0.7236 | 0.1017 | 0.0220 | 0.0441 | 0.1111 | 0.1265 |
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| 0.6741 | 47.0 | 705 | 0.7216 | 0.1060 | 0.0229 | 0.0474 | 0.1190 | 0.1285 |
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| 0.6699 | 48.0 | 720 | 0.7218 | 0.1118 | 0.0242 | 0.0481 | 0.1310 | 0.1305 |
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| 0.6737 | 49.0 | 735 | 0.7218 | 0.1102 | 0.0239 | 0.0481 | 0.1270 | 0.1305 |
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| 0.6593 | 50.0 | 750 | 0.7225 | 0.1118 | 0.0240 | 0.0481 | 0.1310 | 0.1305 |
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| 0.6768 | 51.0 | 765 | 0.7228 | 0.1079 | 0.0228 | 0.0474 | 0.1257 | 0.1265 |
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| 0.6743 | 52.0 | 780 | 0.7215 | 0.1108 | 0.0242 | 0.0481 | 0.1283 | 0.1305 |
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| 0.6695 | 53.0 | 795 | 0.7210 | 0.0983 | 0.0193 | 0.0378 | 0.1151 | 0.1165 |
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| 0.6372 | 54.0 | 810 | 0.7213 | 0.1063 | 0.0248 | 0.0482 | 0.1270 | 0.1205 |
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| 0.6644 | 55.0 | 825 | 0.7207 | 0.1073 | 0.0258 | 0.0488 | 0.1270 | 0.1225 |
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| 0.6634 | 56.0 | 840 | 0.7220 | 0.1075 | 0.0259 | 0.0488 | 0.1296 | 0.1205 |
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| 0.6686 | 57.0 | 855 | 0.7203 | 0.0983 | 0.0202 | 0.0390 | 0.1164 | 0.1145 |
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| 0.6459 | 58.0 | 870 | 0.7201 | 0.0983 | 0.0202 | 0.0390 | 0.1164 | 0.1145 |
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| 115 |
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| 0.6594 | 59.0 | 885 | 0.7206 | 0.1068 | 0.0260 | 0.0497 | 0.1257 | 0.1225 |
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| 116 |
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| 0.6461 | 60.0 | 900 | 0.7212 | 0.1060 | 0.0272 | 0.0503 | 0.1230 | 0.1225 |
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| 117 |
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| 0.6594 | 61.0 | 915 | 0.7219 | 0.1129 | 0.0260 | 0.0518 | 0.1362 | 0.1265 |
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| 0.6493 | 62.0 | 930 | 0.7220 | 0.1073 | 0.0254 | 0.0493 | 0.1230 | 0.1265 |
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| 0.648 | 63.0 | 945 | 0.7201 | 0.1046 | 0.0253 | 0.0495 | 0.1204 | 0.1225 |
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| 0.6339 | 64.0 | 960 | 0.7233 | 0.1052 | 0.0275 | 0.0501 | 0.1230 | 0.1205 |
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| 121 |
+
| 0.6654 | 65.0 | 975 | 0.7218 | 0.1118 | 0.0313 | 0.0547 | 0.1376 | 0.1205 |
|
| 122 |
+
| 0.6368 | 66.0 | 990 | 0.7212 | 0.1105 | 0.0314 | 0.0546 | 0.1323 | 0.1225 |
|
| 123 |
+
| 0.6554 | 67.0 | 1005 | 0.7204 | 0.1060 | 0.0273 | 0.0488 | 0.1296 | 0.1165 |
|
| 124 |
+
| 0.6454 | 68.0 | 1020 | 0.7204 | 0.1074 | 0.0241 | 0.0467 | 0.1323 | 0.1185 |
|
| 125 |
+
| 0.6284 | 69.0 | 1035 | 0.7207 | 0.1109 | 0.0261 | 0.0478 | 0.1323 | 0.1265 |
|
| 126 |
+
| 0.6582 | 70.0 | 1050 | 0.7203 | 0.1022 | 0.0297 | 0.0506 | 0.1151 | 0.1205 |
|
| 127 |
+
| 0.639 | 71.0 | 1065 | 0.7193 | 0.1083 | 0.0289 | 0.0535 | 0.1336 | 0.1165 |
|
| 128 |
+
| 0.636 | 72.0 | 1080 | 0.7200 | 0.1103 | 0.0254 | 0.0476 | 0.1349 | 0.1225 |
|
| 129 |
+
| 0.6417 | 73.0 | 1095 | 0.7204 | 0.1103 | 0.0257 | 0.0472 | 0.1349 | 0.1225 |
|
| 130 |
+
| 0.6323 | 74.0 | 1110 | 0.7196 | 0.1027 | 0.0244 | 0.0443 | 0.1230 | 0.1165 |
|
| 131 |
+
| 0.6254 | 75.0 | 1125 | 0.7184 | 0.1003 | 0.0230 | 0.0438 | 0.1217 | 0.1124 |
|
| 132 |
+
| 0.6322 | 76.0 | 1140 | 0.7189 | 0.1000 | 0.0219 | 0.0441 | 0.1270 | 0.1064 |
|
| 133 |
+
| 0.6352 | 77.0 | 1155 | 0.7201 | 0.1114 | 0.0279 | 0.0537 | 0.1415 | 0.1165 |
|
| 134 |
+
| 0.6119 | 78.0 | 1170 | 0.7218 | 0.1080 | 0.0287 | 0.0533 | 0.1270 | 0.1225 |
|
| 135 |
+
| 0.6232 | 79.0 | 1185 | 0.7218 | 0.1007 | 0.0255 | 0.0495 | 0.1164 | 0.1165 |
|
| 136 |
+
| 0.6185 | 80.0 | 1200 | 0.7193 | 0.0990 | 0.0229 | 0.0437 | 0.1164 | 0.1145 |
|
| 137 |
+
| 0.622 | 81.0 | 1215 | 0.7185 | 0.1022 | 0.0231 | 0.0437 | 0.1243 | 0.1145 |
|
| 138 |
+
| 0.6218 | 82.0 | 1230 | 0.7213 | 0.1000 | 0.0218 | 0.0436 | 0.1151 | 0.1185 |
|
| 139 |
+
| 0.6413 | 83.0 | 1245 | 0.7227 | 0.0995 | 0.0225 | 0.0437 | 0.1177 | 0.1145 |
|
| 140 |
+
| 0.6292 | 84.0 | 1260 | 0.7194 | 0.1005 | 0.0224 | 0.0436 | 0.1164 | 0.1185 |
|
| 141 |
+
| 0.5999 | 85.0 | 1275 | 0.7195 | 0.1033 | 0.0227 | 0.0437 | 0.1190 | 0.1225 |
|
| 142 |
+
| 0.6062 | 86.0 | 1290 | 0.7204 | 0.1021 | 0.0241 | 0.0437 | 0.1138 | 0.1245 |
|
| 143 |
+
| 0.6073 | 87.0 | 1305 | 0.7184 | 0.1089 | 0.0252 | 0.0472 | 0.1296 | 0.1245 |
|
| 144 |
+
| 0.6145 | 88.0 | 1320 | 0.7176 | 0.1108 | 0.0253 | 0.0477 | 0.1323 | 0.1265 |
|
| 145 |
+
| 0.6114 | 89.0 | 1335 | 0.7216 | 0.0997 | 0.0224 | 0.0436 | 0.1164 | 0.1165 |
|
| 146 |
+
| 0.6138 | 90.0 | 1350 | 0.7192 | 0.1017 | 0.0229 | 0.0437 | 0.1190 | 0.1185 |
|
| 147 |
+
| 0.6096 | 91.0 | 1365 | 0.7169 | 0.1049 | 0.0232 | 0.0436 | 0.1230 | 0.1225 |
|
| 148 |
+
| 0.6119 | 92.0 | 1380 | 0.7185 | 0.1040 | 0.0243 | 0.0436 | 0.1164 | 0.1265 |
|
| 149 |
+
| 0.5908 | 93.0 | 1395 | 0.7200 | 0.0996 | 0.0238 | 0.0432 | 0.1138 | 0.1185 |
|
| 150 |
+
| 0.5943 | 94.0 | 1410 | 0.7187 | 0.1079 | 0.0259 | 0.0473 | 0.1230 | 0.1285 |
|
| 151 |
+
| 0.6172 | 95.0 | 1425 | 0.7189 | 0.1097 | 0.0251 | 0.0475 | 0.1296 | 0.1265 |
|
| 152 |
+
| 0.6154 | 96.0 | 1440 | 0.7188 | 0.1075 | 0.0247 | 0.0476 | 0.1283 | 0.1225 |
|
| 153 |
+
| 0.6025 | 97.0 | 1455 | 0.7205 | 0.1106 | 0.0254 | 0.0476 | 0.1296 | 0.1285 |
|
| 154 |
+
| 0.601 | 98.0 | 1470 | 0.7211 | 0.1096 | 0.0290 | 0.0506 | 0.1217 | 0.1325 |
|
| 155 |
+
| 0.6221 | 99.0 | 1485 | 0.7218 | 0.1108 | 0.0277 | 0.0506 | 0.1270 | 0.1305 |
|
| 156 |
+
| 0.6097 | 100.0 | 1500 | 0.7225 | 0.1124 | 0.0274 | 0.0510 | 0.1310 | 0.1305 |
|
| 157 |
+
| 0.5939 | 101.0 | 1515 | 0.7236 | 0.1089 | 0.0286 | 0.0511 | 0.1217 | 0.1305 |
|
| 158 |
+
| 0.5909 | 102.0 | 1530 | 0.7245 | 0.1089 | 0.0289 | 0.0515 | 0.1217 | 0.1305 |
|
| 159 |
+
| 0.6038 | 103.0 | 1545 | 0.7234 | 0.1030 | 0.0266 | 0.0473 | 0.1124 | 0.1265 |
|
| 160 |
+
| 0.5947 | 104.0 | 1560 | 0.7204 | 0.1096 | 0.0284 | 0.0537 | 0.1270 | 0.1265 |
|
| 161 |
+
| 0.5931 | 105.0 | 1575 | 0.7245 | 0.1088 | 0.0287 | 0.0509 | 0.1217 | 0.1305 |
|
| 162 |
+
| 0.6119 | 106.0 | 1590 | 0.7228 | 0.1041 | 0.0252 | 0.0437 | 0.1124 | 0.1305 |
|
| 163 |
+
| 0.6118 | 107.0 | 1605 | 0.7212 | 0.1046 | 0.0273 | 0.0472 | 0.1124 | 0.1305 |
|
| 164 |
+
| 0.5812 | 108.0 | 1620 | 0.7228 | 0.1051 | 0.0268 | 0.0472 | 0.1177 | 0.1265 |
|
| 165 |
+
| 0.5913 | 109.0 | 1635 | 0.7215 | 0.1126 | 0.0289 | 0.0510 | 0.1270 | 0.1345 |
|
| 166 |
+
| 0.6083 | 110.0 | 1650 | 0.7201 | 0.1127 | 0.0291 | 0.0514 | 0.1230 | 0.1386 |
|
| 167 |
+
| 0.6012 | 111.0 | 1665 | 0.7198 | 0.1096 | 0.0286 | 0.0510 | 0.1217 | 0.1325 |
|
| 168 |
+
| 0.5938 | 112.0 | 1680 | 0.7206 | 0.1129 | 0.0266 | 0.0507 | 0.1323 | 0.1305 |
|
| 169 |
+
| 0.5826 | 113.0 | 1695 | 0.7208 | 0.1154 | 0.0292 | 0.0520 | 0.1296 | 0.1386 |
|
| 170 |
+
| 0.591 | 114.0 | 1710 | 0.7238 | 0.1037 | 0.0266 | 0.0469 | 0.1124 | 0.1285 |
|
| 171 |
+
| 0.5891 | 115.0 | 1725 | 0.7218 | 0.1088 | 0.0281 | 0.0510 | 0.1217 | 0.1305 |
|
| 172 |
+
| 0.5866 | 116.0 | 1740 | 0.7226 | 0.1092 | 0.0277 | 0.0506 | 0.1230 | 0.1305 |
|
| 173 |
+
| 0.5862 | 117.0 | 1755 | 0.7216 | 0.1095 | 0.0276 | 0.0506 | 0.1257 | 0.1285 |
|
| 174 |
+
| 0.5997 | 118.0 | 1770 | 0.7211 | 0.1075 | 0.0286 | 0.0508 | 0.1204 | 0.1285 |
|
| 175 |
+
| 0.5893 | 119.0 | 1785 | 0.7234 | 0.1091 | 0.0282 | 0.0511 | 0.1243 | 0.1285 |
|
| 176 |
+
| 0.5796 | 120.0 | 1800 | 0.7228 | 0.1087 | 0.0281 | 0.0506 | 0.1257 | 0.1265 |
|
| 177 |
+
| 0.5808 | 121.0 | 1815 | 0.7227 | 0.1099 | 0.0316 | 0.0560 | 0.1283 | 0.1245 |
|
| 178 |
+
| 0.587 | 122.0 | 1830 | 0.7216 | 0.1099 | 0.0316 | 0.0560 | 0.1283 | 0.1245 |
|
| 179 |
+
| 0.5923 | 123.0 | 1845 | 0.7217 | 0.1072 | 0.0283 | 0.0513 | 0.1217 | 0.1265 |
|
| 180 |
+
| 0.5856 | 124.0 | 1860 | 0.7215 | 0.1073 | 0.0272 | 0.0509 | 0.1243 | 0.1245 |
|
| 181 |
+
| 0.5823 | 125.0 | 1875 | 0.7228 | 0.1074 | 0.0277 | 0.0506 | 0.1204 | 0.1285 |
|
| 182 |
+
| 0.5722 | 126.0 | 1890 | 0.7222 | 0.1104 | 0.0279 | 0.0509 | 0.1257 | 0.1305 |
|
| 183 |
+
| 0.5824 | 127.0 | 1905 | 0.7210 | 0.1147 | 0.0311 | 0.0568 | 0.1323 | 0.1325 |
|
| 184 |
+
| 0.5735 | 128.0 | 1920 | 0.7222 | 0.1127 | 0.0278 | 0.0508 | 0.1257 | 0.1365 |
|
| 185 |
+
| 0.5779 | 129.0 | 1935 | 0.7226 | 0.1141 | 0.0289 | 0.0530 | 0.1323 | 0.1325 |
|
| 186 |
+
| 0.5674 | 130.0 | 1950 | 0.7240 | 0.1092 | 0.0319 | 0.0574 | 0.1283 | 0.1225 |
|
| 187 |
+
| 0.5753 | 131.0 | 1965 | 0.7217 | 0.1085 | 0.0325 | 0.0574 | 0.1243 | 0.1245 |
|
| 188 |
+
| 0.581 | 132.0 | 1980 | 0.7212 | 0.1093 | 0.0325 | 0.0574 | 0.1243 | 0.1265 |
|
| 189 |
+
| 0.5906 | 133.0 | 1995 | 0.7213 | 0.1093 | 0.0325 | 0.0574 | 0.1243 | 0.1265 |
|
| 190 |
+
| 0.564 | 134.0 | 2010 | 0.7228 | 0.1108 | 0.0321 | 0.0542 | 0.1230 | 0.1325 |
|
| 191 |
+
| 0.5737 | 135.0 | 2025 | 0.7224 | 0.1154 | 0.0340 | 0.0581 | 0.1310 | 0.1345 |
|
| 192 |
+
| 0.578 | 136.0 | 2040 | 0.7200 | 0.1170 | 0.0342 | 0.0579 | 0.1310 | 0.1386 |
|
| 193 |
+
| 0.5543 | 137.0 | 2055 | 0.7221 | 0.1187 | 0.0345 | 0.0585 | 0.1349 | 0.1386 |
|
| 194 |
+
| 0.5858 | 138.0 | 2070 | 0.7210 | 0.1136 | 0.0314 | 0.0528 | 0.1243 | 0.1386 |
|
| 195 |
+
| 0.5762 | 139.0 | 2085 | 0.7238 | 0.1152 | 0.0311 | 0.0528 | 0.1243 | 0.1426 |
|
| 196 |
+
| 0.5682 | 140.0 | 2100 | 0.7237 | 0.1197 | 0.0313 | 0.0531 | 0.1296 | 0.1486 |
|
| 197 |
+
| 0.572 | 141.0 | 2115 | 0.7220 | 0.1147 | 0.0299 | 0.0523 | 0.1257 | 0.1406 |
|
| 198 |
+
| 0.5787 | 142.0 | 2130 | 0.7231 | 0.1193 | 0.0301 | 0.0526 | 0.1310 | 0.1466 |
|
| 199 |
+
| 0.5623 | 143.0 | 2145 | 0.7235 | 0.1134 | 0.0332 | 0.0546 | 0.1190 | 0.1426 |
|
| 200 |
+
| 0.5758 | 144.0 | 2160 | 0.7242 | 0.1142 | 0.0326 | 0.0546 | 0.1190 | 0.1446 |
|
| 201 |
+
| 0.5619 | 145.0 | 2175 | 0.7238 | 0.1159 | 0.0333 | 0.0579 | 0.1283 | 0.1386 |
|
| 202 |
+
| 0.5738 | 146.0 | 2190 | 0.7245 | 0.1159 | 0.0333 | 0.0579 | 0.1283 | 0.1386 |
|
| 203 |
+
| 0.5624 | 147.0 | 2205 | 0.7267 | 0.1204 | 0.0331 | 0.0584 | 0.1336 | 0.1446 |
|
| 204 |
+
| 0.5571 | 148.0 | 2220 | 0.7236 | 0.1204 | 0.0331 | 0.0584 | 0.1336 | 0.1446 |
|
| 205 |
+
| 0.5654 | 149.0 | 2235 | 0.7233 | 0.1161 | 0.0279 | 0.0524 | 0.1296 | 0.1406 |
|
| 206 |
+
| 0.551 | 150.0 | 2250 | 0.7263 | 0.1181 | 0.0317 | 0.0580 | 0.1323 | 0.1406 |
|
| 207 |
+
| 0.5534 | 151.0 | 2265 | 0.7254 | 0.1212 | 0.0332 | 0.0582 | 0.1336 | 0.1466 |
|
| 208 |
+
| 0.5685 | 152.0 | 2280 | 0.7273 | 0.1162 | 0.0324 | 0.0544 | 0.1243 | 0.1446 |
|
| 209 |
+
| 0.5641 | 153.0 | 2295 | 0.7250 | 0.1201 | 0.0293 | 0.0530 | 0.1310 | 0.1486 |
|
| 210 |
+
| 0.5585 | 154.0 | 2310 | 0.7242 | 0.1146 | 0.0290 | 0.0525 | 0.1257 | 0.1406 |
|
| 211 |
+
| 0.5715 | 155.0 | 2325 | 0.7238 | 0.1200 | 0.0291 | 0.0527 | 0.1310 | 0.1486 |
|
| 212 |
+
| 0.5828 | 156.0 | 2340 | 0.7231 | 0.1195 | 0.0277 | 0.0494 | 0.1310 | 0.1486 |
|
| 213 |
+
| 0.5488 | 157.0 | 2355 | 0.7217 | 0.1147 | 0.0295 | 0.0526 | 0.1257 | 0.1406 |
|
| 214 |
+
| 0.5711 | 158.0 | 2370 | 0.7250 | 0.1142 | 0.0283 | 0.0487 | 0.1217 | 0.1446 |
|
| 215 |
+
| 0.5642 | 159.0 | 2385 | 0.7238 | 0.1155 | 0.0300 | 0.0524 | 0.1257 | 0.1426 |
|
| 216 |
+
| 0.555 | 160.0 | 2400 | 0.7244 | 0.1185 | 0.0283 | 0.0514 | 0.1296 | 0.1466 |
|
| 217 |
+
| 0.5573 | 161.0 | 2415 | 0.7224 | 0.1177 | 0.0283 | 0.0514 | 0.1296 | 0.1446 |
|
| 218 |
+
| 0.5617 | 162.0 | 2430 | 0.7215 | 0.1179 | 0.0302 | 0.0524 | 0.1296 | 0.1446 |
|
| 219 |
+
| 0.5737 | 163.0 | 2445 | 0.7233 | 0.1185 | 0.0300 | 0.0528 | 0.1310 | 0.1446 |
|
| 220 |
+
| 0.5602 | 164.0 | 2460 | 0.7224 | 0.1130 | 0.0290 | 0.0491 | 0.1204 | 0.1426 |
|
| 221 |
+
| 0.5446 | 165.0 | 2475 | 0.7247 | 0.1128 | 0.0284 | 0.0481 | 0.1204 | 0.1426 |
|
| 222 |
+
| 0.5463 | 166.0 | 2490 | 0.7252 | 0.1137 | 0.0283 | 0.0487 | 0.1204 | 0.1446 |
|
| 223 |
+
| 0.5519 | 167.0 | 2505 | 0.7263 | 0.1137 | 0.0283 | 0.0487 | 0.1204 | 0.1446 |
|
| 224 |
+
| 0.5521 | 168.0 | 2520 | 0.7258 | 0.1192 | 0.0301 | 0.0520 | 0.1310 | 0.1466 |
|
| 225 |
+
| 0.5457 | 169.0 | 2535 | 0.7257 | 0.1193 | 0.0302 | 0.0522 | 0.1310 | 0.1466 |
|
| 226 |
+
| 0.5557 | 170.0 | 2550 | 0.7285 | 0.1192 | 0.0327 | 0.0569 | 0.1270 | 0.1486 |
|
| 227 |
+
| 0.5537 | 171.0 | 2565 | 0.7278 | 0.1200 | 0.0323 | 0.0571 | 0.1270 | 0.1506 |
|
| 228 |
+
| 0.5668 | 172.0 | 2580 | 0.7256 | 0.1192 | 0.0323 | 0.0571 | 0.1270 | 0.1486 |
|
| 229 |
+
| 0.5543 | 173.0 | 2595 | 0.7267 | 0.1192 | 0.0323 | 0.0571 | 0.1270 | 0.1486 |
|
| 230 |
+
| 0.5522 | 174.0 | 2610 | 0.7269 | 0.1192 | 0.0323 | 0.0571 | 0.1270 | 0.1486 |
|
| 231 |
+
| 0.5547 | 175.0 | 2625 | 0.7261 | 0.1219 | 0.0333 | 0.0593 | 0.1349 | 0.1466 |
|
| 232 |
+
| 0.5582 | 176.0 | 2640 | 0.7266 | 0.1179 | 0.0264 | 0.0480 | 0.1296 | 0.1466 |
|
| 233 |
+
| 0.5481 | 177.0 | 2655 | 0.7246 | 0.1146 | 0.0252 | 0.0481 | 0.1296 | 0.1386 |
|
| 234 |
+
| 0.5355 | 178.0 | 2670 | 0.7278 | 0.1112 | 0.0239 | 0.0439 | 0.1204 | 0.1406 |
|
| 235 |
+
| 0.5612 | 179.0 | 2685 | 0.7280 | 0.1133 | 0.0274 | 0.0481 | 0.1217 | 0.1426 |
|
| 236 |
+
| 0.5442 | 180.0 | 2700 | 0.7276 | 0.1202 | 0.0273 | 0.0487 | 0.1310 | 0.1506 |
|
| 237 |
+
| 0.5545 | 181.0 | 2715 | 0.7288 | 0.1245 | 0.0319 | 0.0572 | 0.1362 | 0.1526 |
|
| 238 |
+
| 0.5535 | 182.0 | 2730 | 0.7251 | 0.1258 | 0.0339 | 0.0603 | 0.1362 | 0.1546 |
|
| 239 |
+
| 0.5436 | 183.0 | 2745 | 0.7258 | 0.1192 | 0.0297 | 0.0521 | 0.1310 | 0.1466 |
|
| 240 |
+
| 0.5449 | 184.0 | 2760 | 0.7271 | 0.1175 | 0.0284 | 0.0529 | 0.1310 | 0.1426 |
|
| 241 |
+
| 0.5402 | 185.0 | 2775 | 0.7270 | 0.1198 | 0.0280 | 0.0523 | 0.1349 | 0.1446 |
|
| 242 |
+
| 0.5394 | 186.0 | 2790 | 0.7288 | 0.1143 | 0.0276 | 0.0481 | 0.1243 | 0.1426 |
|
| 243 |
+
| 0.5311 | 187.0 | 2805 | 0.7286 | 0.1208 | 0.0299 | 0.0520 | 0.1310 | 0.1506 |
|
| 244 |
+
| 0.5464 | 188.0 | 2820 | 0.7316 | 0.1117 | 0.0265 | 0.0472 | 0.1204 | 0.1406 |
|
| 245 |
+
| 0.5517 | 189.0 | 2835 | 0.7291 | 0.1141 | 0.0277 | 0.0481 | 0.1217 | 0.1446 |
|
| 246 |
+
| 0.5533 | 190.0 | 2850 | 0.7270 | 0.1141 | 0.0281 | 0.0481 | 0.1217 | 0.1446 |
|
| 247 |
+
| 0.5536 | 191.0 | 2865 | 0.7267 | 0.1250 | 0.0348 | 0.0601 | 0.1362 | 0.1526 |
|
| 248 |
+
| 0.5365 | 192.0 | 2880 | 0.7276 | 0.1168 | 0.0312 | 0.0555 | 0.1257 | 0.1446 |
|
| 249 |
+
| 0.5463 | 193.0 | 2895 | 0.7293 | 0.1170 | 0.0311 | 0.0555 | 0.1283 | 0.1426 |
|
| 250 |
+
| 0.531 | 194.0 | 2910 | 0.7295 | 0.1244 | 0.0337 | 0.0601 | 0.1389 | 0.1486 |
|
| 251 |
+
| 0.5407 | 195.0 | 2925 | 0.7264 | 0.1244 | 0.0342 | 0.0601 | 0.1389 | 0.1486 |
|
| 252 |
+
| 0.5449 | 196.0 | 2940 | 0.7274 | 0.1202 | 0.0329 | 0.0563 | 0.1296 | 0.1486 |
|
| 253 |
+
| 0.5459 | 197.0 | 2955 | 0.7290 | 0.1186 | 0.0325 | 0.0563 | 0.1296 | 0.1446 |
|
| 254 |
+
| 0.5332 | 198.0 | 2970 | 0.7283 | 0.1186 | 0.0325 | 0.0563 | 0.1296 | 0.1446 |
|
| 255 |
+
| 0.5399 | 199.0 | 2985 | 0.7280 | 0.1202 | 0.0331 | 0.0563 | 0.1296 | 0.1486 |
|
| 256 |
+
| 0.538 | 200.0 | 3000 | 0.7281 | 0.1154 | 0.0289 | 0.0498 | 0.1243 | 0.1446 |
|
| 257 |
+
| 0.5429 | 201.0 | 3015 | 0.7280 | 0.1216 | 0.0296 | 0.0496 | 0.1296 | 0.1546 |
|
| 258 |
+
| 0.5345 | 202.0 | 3030 | 0.7299 | 0.1195 | 0.0336 | 0.0565 | 0.1296 | 0.1466 |
|
| 259 |
+
| 0.5433 | 203.0 | 3045 | 0.7276 | 0.1192 | 0.0332 | 0.0591 | 0.1323 | 0.1426 |
|
| 260 |
+
| 0.5356 | 204.0 | 3060 | 0.7259 | 0.1199 | 0.0348 | 0.0598 | 0.1336 | 0.1426 |
|
| 261 |
+
| 0.5519 | 205.0 | 3075 | 0.7267 | 0.1208 | 0.0338 | 0.0563 | 0.1270 | 0.1526 |
|
| 262 |
+
| 0.5401 | 206.0 | 3090 | 0.7265 | 0.1251 | 0.0352 | 0.0601 | 0.1362 | 0.1526 |
|
| 263 |
+
| 0.5364 | 207.0 | 3105 | 0.7289 | 0.1205 | 0.0345 | 0.0579 | 0.1296 | 0.1486 |
|
| 264 |
+
| 0.5308 | 208.0 | 3120 | 0.7305 | 0.1250 | 0.0344 | 0.0579 | 0.1349 | 0.1546 |
|
| 265 |
+
| 0.535 | 209.0 | 3135 | 0.7290 | 0.1181 | 0.0340 | 0.0579 | 0.1296 | 0.1426 |
|
| 266 |
+
| 0.5303 | 210.0 | 3150 | 0.7286 | 0.1181 | 0.0340 | 0.0579 | 0.1296 | 0.1426 |
|
| 267 |
+
| 0.5356 | 211.0 | 3165 | 0.7299 | 0.1189 | 0.0344 | 0.0579 | 0.1296 | 0.1446 |
|
| 268 |
+
| 0.5406 | 212.0 | 3180 | 0.7299 | 0.1152 | 0.0346 | 0.0576 | 0.1243 | 0.1406 |
|
| 269 |
+
| 0.532 | 213.0 | 3195 | 0.7295 | 0.1151 | 0.0343 | 0.0576 | 0.1243 | 0.1406 |
|
| 270 |
+
| 0.5321 | 214.0 | 3210 | 0.7298 | 0.1151 | 0.0343 | 0.0576 | 0.1243 | 0.1406 |
|
| 271 |
+
| 0.5402 | 215.0 | 3225 | 0.7300 | 0.1127 | 0.0321 | 0.0568 | 0.1230 | 0.1365 |
|
| 272 |
+
| 0.5247 | 216.0 | 3240 | 0.7328 | 0.1163 | 0.0317 | 0.0557 | 0.1283 | 0.1406 |
|
| 273 |
+
| 0.5437 | 217.0 | 3255 | 0.7314 | 0.1119 | 0.0323 | 0.0568 | 0.1230 | 0.1345 |
|
| 274 |
+
| 0.5255 | 218.0 | 3270 | 0.7309 | 0.1108 | 0.0307 | 0.0552 | 0.1230 | 0.1325 |
|
| 275 |
+
| 0.5307 | 219.0 | 3285 | 0.7292 | 0.1175 | 0.0329 | 0.0591 | 0.1323 | 0.1386 |
|
| 276 |
+
| 0.5215 | 220.0 | 3300 | 0.7286 | 0.1229 | 0.0327 | 0.0593 | 0.1376 | 0.1466 |
|
| 277 |
+
| 0.5329 | 221.0 | 3315 | 0.7280 | 0.1212 | 0.0322 | 0.0591 | 0.1376 | 0.1426 |
|
| 278 |
+
| 0.5264 | 222.0 | 3330 | 0.7278 | 0.1212 | 0.0322 | 0.0591 | 0.1376 | 0.1426 |
|
| 279 |
+
| 0.5364 | 223.0 | 3345 | 0.7300 | 0.1171 | 0.0313 | 0.0557 | 0.1283 | 0.1426 |
|
| 280 |
+
| 0.5439 | 224.0 | 3360 | 0.7300 | 0.1163 | 0.0318 | 0.0557 | 0.1283 | 0.1406 |
|
| 281 |
+
| 0.5328 | 225.0 | 3375 | 0.7300 | 0.1149 | 0.0327 | 0.0571 | 0.1283 | 0.1365 |
|
| 282 |
+
| 0.5212 | 226.0 | 3390 | 0.7298 | 0.1158 | 0.0333 | 0.0569 | 0.1283 | 0.1386 |
|
| 283 |
+
| 0.5313 | 227.0 | 3405 | 0.7298 | 0.1162 | 0.0313 | 0.0555 | 0.1283 | 0.1406 |
|
| 284 |
+
| 0.5339 | 228.0 | 3420 | 0.7299 | 0.1173 | 0.0324 | 0.0570 | 0.1283 | 0.1426 |
|
| 285 |
+
| 0.5306 | 229.0 | 3435 | 0.7320 | 0.1235 | 0.0332 | 0.0571 | 0.1336 | 0.1526 |
|
| 286 |
+
| 0.5327 | 230.0 | 3450 | 0.7323 | 0.1235 | 0.0332 | 0.0570 | 0.1336 | 0.1526 |
|
| 287 |
+
| 0.5346 | 231.0 | 3465 | 0.7306 | 0.1173 | 0.0328 | 0.0570 | 0.1283 | 0.1426 |
|
| 288 |
+
| 0.5208 | 232.0 | 3480 | 0.7307 | 0.1173 | 0.0328 | 0.0570 | 0.1283 | 0.1426 |
|
| 289 |
+
| 0.5189 | 233.0 | 3495 | 0.7306 | 0.1173 | 0.0322 | 0.0571 | 0.1283 | 0.1426 |
|
| 290 |
+
| 0.5399 | 234.0 | 3510 | 0.7310 | 0.1212 | 0.0338 | 0.0575 | 0.1296 | 0.1506 |
|
| 291 |
+
| 0.5255 | 235.0 | 3525 | 0.7317 | 0.1150 | 0.0333 | 0.0575 | 0.1243 | 0.1406 |
|
| 292 |
+
| 0.5188 | 236.0 | 3540 | 0.7317 | 0.1125 | 0.0323 | 0.0573 | 0.1243 | 0.1345 |
|
| 293 |
+
| 0.5278 | 237.0 | 3555 | 0.7315 | 0.1172 | 0.0335 | 0.0581 | 0.1296 | 0.1406 |
|
| 294 |
+
| 0.5282 | 238.0 | 3570 | 0.7297 | 0.1134 | 0.0330 | 0.0578 | 0.1243 | 0.1365 |
|
| 295 |
+
| 0.5321 | 239.0 | 3585 | 0.7295 | 0.1134 | 0.0330 | 0.0578 | 0.1243 | 0.1365 |
|
| 296 |
+
| 0.5233 | 240.0 | 3600 | 0.7304 | 0.1118 | 0.0313 | 0.0563 | 0.1230 | 0.1345 |
|
| 297 |
+
| 0.523 | 241.0 | 3615 | 0.7313 | 0.1118 | 0.0313 | 0.0563 | 0.1230 | 0.1345 |
|
| 298 |
+
| 0.5302 | 242.0 | 3630 | 0.7338 | 0.1146 | 0.0310 | 0.0552 | 0.1243 | 0.1406 |
|
| 299 |
+
| 0.5171 | 243.0 | 3645 | 0.7338 | 0.1115 | 0.0303 | 0.0549 | 0.1230 | 0.1345 |
|
| 300 |
+
| 0.5341 | 244.0 | 3660 | 0.7323 | 0.1117 | 0.0314 | 0.0554 | 0.1230 | 0.1345 |
|
| 301 |
+
| 0.5242 | 245.0 | 3675 | 0.7314 | 0.1117 | 0.0314 | 0.0554 | 0.1230 | 0.1345 |
|
| 302 |
+
| 0.5259 | 246.0 | 3690 | 0.7320 | 0.1141 | 0.0328 | 0.0562 | 0.1243 | 0.1386 |
|
| 303 |
+
| 0.5191 | 247.0 | 3705 | 0.7317 | 0.1203 | 0.0335 | 0.0562 | 0.1296 | 0.1486 |
|
| 304 |
+
| 0.5266 | 248.0 | 3720 | 0.7319 | 0.1117 | 0.0315 | 0.0554 | 0.1230 | 0.1345 |
|
| 305 |
+
| 0.5239 | 249.0 | 3735 | 0.7325 | 0.1141 | 0.0331 | 0.0562 | 0.1243 | 0.1386 |
|
| 306 |
+
| 0.5323 | 250.0 | 3750 | 0.7338 | 0.1084 | 0.0312 | 0.0549 | 0.1190 | 0.1305 |
|
| 307 |
+
| 0.5158 | 251.0 | 3765 | 0.7339 | 0.1093 | 0.0316 | 0.0549 | 0.1190 | 0.1325 |
|
| 308 |
+
| 0.5316 | 252.0 | 3780 | 0.7337 | 0.1170 | 0.0329 | 0.0557 | 0.1257 | 0.1446 |
|
| 309 |
+
| 0.5364 | 253.0 | 3795 | 0.7323 | 0.1185 | 0.0324 | 0.0557 | 0.1296 | 0.1446 |
|
| 310 |
+
| 0.5156 | 254.0 | 3810 | 0.7327 | 0.1185 | 0.0324 | 0.0557 | 0.1296 | 0.1446 |
|
| 311 |
+
| 0.5257 | 255.0 | 3825 | 0.7326 | 0.1185 | 0.0324 | 0.0557 | 0.1296 | 0.1446 |
|
| 312 |
+
| 0.5193 | 256.0 | 3840 | 0.7318 | 0.1185 | 0.0324 | 0.0557 | 0.1296 | 0.1446 |
|
| 313 |
+
| 0.5247 | 257.0 | 3855 | 0.7313 | 0.1193 | 0.0328 | 0.0557 | 0.1296 | 0.1466 |
|
| 314 |
+
| 0.518 | 258.0 | 3870 | 0.7312 | 0.1193 | 0.0325 | 0.0557 | 0.1296 | 0.1466 |
|
| 315 |
+
| 0.5252 | 259.0 | 3885 | 0.7309 | 0.1204 | 0.0338 | 0.0571 | 0.1296 | 0.1486 |
|
| 316 |
+
| 0.5352 | 260.0 | 3900 | 0.7302 | 0.1196 | 0.0337 | 0.0571 | 0.1296 | 0.1466 |
|
| 317 |
+
| 0.5223 | 261.0 | 3915 | 0.7303 | 0.1196 | 0.0337 | 0.0571 | 0.1296 | 0.1466 |
|
| 318 |
+
| 0.5195 | 262.0 | 3930 | 0.7305 | 0.1134 | 0.0338 | 0.0571 | 0.1243 | 0.1365 |
|
| 319 |
+
| 0.5218 | 263.0 | 3945 | 0.7309 | 0.1134 | 0.0338 | 0.0571 | 0.1243 | 0.1365 |
|
| 320 |
+
| 0.533 | 264.0 | 3960 | 0.7315 | 0.1134 | 0.0338 | 0.0571 | 0.1243 | 0.1365 |
|
| 321 |
+
| 0.5234 | 265.0 | 3975 | 0.7318 | 0.1125 | 0.0337 | 0.0559 | 0.1243 | 0.1345 |
|
| 322 |
+
| 0.5274 | 266.0 | 3990 | 0.7310 | 0.1137 | 0.0352 | 0.0578 | 0.1243 | 0.1365 |
|
| 323 |
+
| 0.5103 | 267.0 | 4005 | 0.7316 | 0.1137 | 0.0352 | 0.0578 | 0.1243 | 0.1365 |
|
| 324 |
+
| 0.5287 | 268.0 | 4020 | 0.7310 | 0.1137 | 0.0352 | 0.0578 | 0.1243 | 0.1365 |
|
| 325 |
+
| 0.5293 | 269.0 | 4035 | 0.7313 | 0.1141 | 0.0336 | 0.0562 | 0.1243 | 0.1386 |
|
| 326 |
+
| 0.5076 | 270.0 | 4050 | 0.7318 | 0.1141 | 0.0331 | 0.0562 | 0.1243 | 0.1386 |
|
| 327 |
+
| 0.5247 | 271.0 | 4065 | 0.7318 | 0.1141 | 0.0336 | 0.0562 | 0.1243 | 0.1386 |
|
| 328 |
+
| 0.5231 | 272.0 | 4080 | 0.7312 | 0.1134 | 0.0338 | 0.0571 | 0.1243 | 0.1365 |
|
| 329 |
+
| 0.5252 | 273.0 | 4095 | 0.7312 | 0.1142 | 0.0338 | 0.0570 | 0.1243 | 0.1386 |
|
| 330 |
+
| 0.51 | 274.0 | 4110 | 0.7311 | 0.1152 | 0.0345 | 0.0574 | 0.1243 | 0.1406 |
|
| 331 |
+
| 0.5057 | 275.0 | 4125 | 0.7316 | 0.1213 | 0.0344 | 0.0574 | 0.1296 | 0.1506 |
|
| 332 |
+
| 0.5155 | 276.0 | 4140 | 0.7321 | 0.1213 | 0.0344 | 0.0574 | 0.1296 | 0.1506 |
|
| 333 |
+
| 0.5327 | 277.0 | 4155 | 0.7325 | 0.1172 | 0.0324 | 0.0563 | 0.1283 | 0.1426 |
|
| 334 |
+
| 0.5193 | 278.0 | 4170 | 0.7326 | 0.1179 | 0.0322 | 0.0554 | 0.1283 | 0.1446 |
|
| 335 |
+
| 0.5189 | 279.0 | 4185 | 0.7329 | 0.1179 | 0.0322 | 0.0554 | 0.1283 | 0.1446 |
|
| 336 |
+
| 0.5122 | 280.0 | 4200 | 0.7330 | 0.1172 | 0.0324 | 0.0563 | 0.1283 | 0.1426 |
|
| 337 |
+
| 0.524 | 281.0 | 4215 | 0.7331 | 0.1180 | 0.0324 | 0.0562 | 0.1283 | 0.1446 |
|
| 338 |
+
| 0.5095 | 282.0 | 4230 | 0.7332 | 0.1163 | 0.0322 | 0.0552 | 0.1283 | 0.1406 |
|
| 339 |
+
| 0.521 | 283.0 | 4245 | 0.7330 | 0.1163 | 0.0322 | 0.0552 | 0.1283 | 0.1406 |
|
| 340 |
+
| 0.5336 | 284.0 | 4260 | 0.7330 | 0.1165 | 0.0331 | 0.0566 | 0.1283 | 0.1406 |
|
| 341 |
+
| 0.5342 | 285.0 | 4275 | 0.7324 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 342 |
+
| 0.5227 | 286.0 | 4290 | 0.7322 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 343 |
+
| 0.5192 | 287.0 | 4305 | 0.7322 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 344 |
+
| 0.5277 | 288.0 | 4320 | 0.7323 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 345 |
+
| 0.5162 | 289.0 | 4335 | 0.7321 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 346 |
+
| 0.505 | 290.0 | 4350 | 0.7323 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 347 |
+
| 0.5151 | 291.0 | 4365 | 0.7324 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 348 |
+
| 0.5157 | 292.0 | 4380 | 0.7325 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 349 |
+
| 0.5303 | 293.0 | 4395 | 0.7326 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 350 |
+
| 0.5239 | 294.0 | 4410 | 0.7328 | 0.1181 | 0.0335 | 0.0562 | 0.1283 | 0.1446 |
|
| 351 |
+
| 0.5144 | 295.0 | 4425 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 352 |
+
| 0.5224 | 296.0 | 4440 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 353 |
+
| 0.5219 | 297.0 | 4455 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 354 |
+
| 0.5179 | 298.0 | 4470 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 355 |
+
| 0.5279 | 299.0 | 4485 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 356 |
+
| 0.5193 | 300.0 | 4500 | 0.7328 | 0.1166 | 0.0342 | 0.0566 | 0.1283 | 0.1406 |
|
| 357 |
|
| 358 |
|
| 359 |
### Framework versions
|
| 360 |
|
|
|
|
| 361 |
- Transformers 4.31.0
|
| 362 |
- Pytorch 2.0.1
|
| 363 |
- Datasets 2.14.4
|