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---
license: bsd-3-clause
base_model: Salesforce/codet5p-770m-py
tags:
- generated_from_trainer
datasets:
- mbpp
model-index:
- name: codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_10
results: []
---
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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_10
This model is a fine-tuned version of [Salesforce/codet5p-770m-py](https://huggingface.co/Salesforce/codet5p-770m-py) on the mbpp dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7501
- Codebleu: 0.1000
- Ngram Match Score: 0.0133
- Weighted Ngram Match Score: 0.0257
- Syntax Match Score: 0.1177
- Dataflow Match Score: 0.1225
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 300
### Training results
| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9841 | 1.0 | 15 | 0.9245 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
| 0.9648 | 2.0 | 30 | 0.9231 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
| 0.9738 | 3.0 | 45 | 0.9196 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
| 0.9405 | 4.0 | 60 | 0.9119 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 |
| 0.9472 | 5.0 | 75 | 0.8964 | 0.0297 | 0.0001 | 0.0144 | 0.0265 | 0.0442 |
| 0.9408 | 6.0 | 90 | 0.8720 | 0.0758 | 0.0092 | 0.0328 | 0.0886 | 0.0904 |
| 0.9252 | 7.0 | 105 | 0.8528 | 0.0996 | 0.0186 | 0.0485 | 0.1217 | 0.1104 |
| 0.8686 | 8.0 | 120 | 0.8405 | 0.0985 | 0.0148 | 0.0390 | 0.1204 | 0.1124 |
| 0.8533 | 9.0 | 135 | 0.8292 | 0.1009 | 0.0151 | 0.0380 | 0.1164 | 0.1225 |
| 0.8467 | 10.0 | 150 | 0.8161 | 0.1007 | 0.0142 | 0.0373 | 0.1164 | 0.1225 |
| 0.8327 | 11.0 | 165 | 0.8016 | 0.1061 | 0.0138 | 0.0390 | 0.1296 | 0.1225 |
| 0.831 | 12.0 | 180 | 0.7903 | 0.1129 | 0.0169 | 0.0455 | 0.1362 | 0.1305 |
| 0.8119 | 13.0 | 195 | 0.7819 | 0.1125 | 0.0157 | 0.0447 | 0.1376 | 0.1285 |
| 0.7917 | 14.0 | 210 | 0.7744 | 0.1084 | 0.0136 | 0.0431 | 0.1323 | 0.1245 |
| 0.7957 | 15.0 | 225 | 0.7676 | 0.1063 | 0.0140 | 0.0431 | 0.1310 | 0.1205 |
| 0.7948 | 16.0 | 240 | 0.7630 | 0.1091 | 0.0142 | 0.0388 | 0.1310 | 0.1285 |
| 0.7863 | 17.0 | 255 | 0.7596 | 0.1090 | 0.0138 | 0.0375 | 0.1230 | 0.1365 |
| 0.7624 | 18.0 | 270 | 0.7565 | 0.1070 | 0.0129 | 0.0373 | 0.1243 | 0.1305 |
| 0.7705 | 19.0 | 285 | 0.7526 | 0.0972 | 0.0150 | 0.0385 | 0.1151 | 0.1145 |
| 0.7602 | 20.0 | 300 | 0.7487 | 0.1005 | 0.0122 | 0.0375 | 0.1164 | 0.1225 |
| 0.745 | 21.0 | 315 | 0.7441 | 0.1047 | 0.0134 | 0.0378 | 0.1204 | 0.1285 |
| 0.7392 | 22.0 | 330 | 0.7406 | 0.1033 | 0.0178 | 0.0462 | 0.1177 | 0.1245 |
| 0.736 | 23.0 | 345 | 0.7386 | 0.1048 | 0.0177 | 0.0458 | 0.1177 | 0.1285 |
| 0.7325 | 24.0 | 360 | 0.7363 | 0.1037 | 0.0137 | 0.0354 | 0.1124 | 0.1345 |
| 0.758 | 25.0 | 375 | 0.7326 | 0.0997 | 0.0134 | 0.0356 | 0.1085 | 0.1285 |
| 0.7258 | 26.0 | 390 | 0.7323 | 0.1089 | 0.0230 | 0.0541 | 0.1243 | 0.1285 |
| 0.7114 | 27.0 | 405 | 0.7313 | 0.1019 | 0.0199 | 0.0460 | 0.1217 | 0.1165 |
| 0.7222 | 28.0 | 420 | 0.7297 | 0.1013 | 0.0160 | 0.0391 | 0.1151 | 0.1245 |
| 0.7071 | 29.0 | 435 | 0.7289 | 0.1028 | 0.0183 | 0.0457 | 0.1164 | 0.1245 |
| 0.7006 | 30.0 | 450 | 0.7273 | 0.1019 | 0.0201 | 0.0460 | 0.1217 | 0.1165 |
| 0.6988 | 31.0 | 465 | 0.7265 | 0.1020 | 0.0192 | 0.0456 | 0.1204 | 0.1185 |
| 0.6986 | 32.0 | 480 | 0.7239 | 0.1132 | 0.0220 | 0.0484 | 0.1310 | 0.1345 |
| 0.6931 | 33.0 | 495 | 0.7205 | 0.1022 | 0.0152 | 0.0384 | 0.1177 | 0.1245 |
| 0.6923 | 34.0 | 510 | 0.7189 | 0.0973 | 0.0124 | 0.0317 | 0.1138 | 0.1185 |
| 0.6746 | 35.0 | 525 | 0.7183 | 0.1000 | 0.0133 | 0.0339 | 0.1217 | 0.1165 |
| 0.6987 | 36.0 | 540 | 0.7165 | 0.0991 | 0.0137 | 0.0328 | 0.1177 | 0.1185 |
| 0.6871 | 37.0 | 555 | 0.7161 | 0.0991 | 0.0168 | 0.0398 | 0.1151 | 0.1185 |
| 0.6823 | 38.0 | 570 | 0.7173 | 0.1052 | 0.0237 | 0.0486 | 0.1204 | 0.1245 |
| 0.6805 | 39.0 | 585 | 0.7145 | 0.1093 | 0.0227 | 0.0484 | 0.1270 | 0.1285 |
| 0.6878 | 40.0 | 600 | 0.7141 | 0.1071 | 0.0173 | 0.0402 | 0.1270 | 0.1265 |
| 0.6692 | 41.0 | 615 | 0.7153 | 0.1026 | 0.0185 | 0.0414 | 0.1190 | 0.1225 |
| 0.6686 | 42.0 | 630 | 0.7137 | 0.1077 | 0.0217 | 0.0465 | 0.1257 | 0.1265 |
| 0.6698 | 43.0 | 645 | 0.7130 | 0.1072 | 0.0232 | 0.0477 | 0.1217 | 0.1285 |
| 0.673 | 44.0 | 660 | 0.7119 | 0.1074 | 0.0212 | 0.0467 | 0.1270 | 0.1245 |
| 0.6709 | 45.0 | 675 | 0.7116 | 0.1074 | 0.0212 | 0.0467 | 0.1270 | 0.1245 |
| 0.6615 | 46.0 | 690 | 0.7125 | 0.1116 | 0.0218 | 0.0485 | 0.1270 | 0.1345 |
| 0.668 | 47.0 | 705 | 0.7124 | 0.1055 | 0.0212 | 0.0486 | 0.1217 | 0.1245 |
| 0.6618 | 48.0 | 720 | 0.7126 | 0.1093 | 0.0224 | 0.0487 | 0.1270 | 0.1285 |
| 0.6632 | 49.0 | 735 | 0.7108 | 0.1092 | 0.0219 | 0.0485 | 0.1270 | 0.1285 |
| 0.6481 | 50.0 | 750 | 0.7126 | 0.1129 | 0.0216 | 0.0479 | 0.1323 | 0.1325 |
| 0.6673 | 51.0 | 765 | 0.7117 | 0.1061 | 0.0169 | 0.0436 | 0.1296 | 0.1205 |
| 0.6661 | 52.0 | 780 | 0.7106 | 0.1089 | 0.0208 | 0.0436 | 0.1296 | 0.1265 |
| 0.6638 | 53.0 | 795 | 0.7105 | 0.1052 | 0.0214 | 0.0483 | 0.1190 | 0.1265 |
| 0.6301 | 54.0 | 810 | 0.7103 | 0.1132 | 0.0230 | 0.0497 | 0.1283 | 0.1365 |
| 0.6539 | 55.0 | 825 | 0.7099 | 0.1081 | 0.0222 | 0.0475 | 0.1204 | 0.1325 |
| 0.6605 | 56.0 | 840 | 0.7110 | 0.1094 | 0.0210 | 0.0483 | 0.1296 | 0.1265 |
| 0.6664 | 57.0 | 855 | 0.7086 | 0.1143 | 0.0217 | 0.0489 | 0.1296 | 0.1386 |
| 0.6424 | 58.0 | 870 | 0.7095 | 0.1144 | 0.0237 | 0.0475 | 0.1296 | 0.1386 |
| 0.6563 | 59.0 | 885 | 0.7091 | 0.0995 | 0.0184 | 0.0397 | 0.1098 | 0.1245 |
| 0.634 | 60.0 | 900 | 0.7111 | 0.1038 | 0.0191 | 0.0414 | 0.1138 | 0.1305 |
| 0.6568 | 61.0 | 915 | 0.7123 | 0.1030 | 0.0192 | 0.0414 | 0.1138 | 0.1285 |
| 0.6394 | 62.0 | 930 | 0.7125 | 0.1058 | 0.0198 | 0.0422 | 0.1204 | 0.1285 |
| 0.6422 | 63.0 | 945 | 0.7111 | 0.1032 | 0.0190 | 0.0438 | 0.1177 | 0.1245 |
| 0.6277 | 64.0 | 960 | 0.7145 | 0.1137 | 0.0203 | 0.0439 | 0.1296 | 0.1386 |
| 0.6659 | 65.0 | 975 | 0.7119 | 0.1005 | 0.0169 | 0.0407 | 0.1164 | 0.1205 |
| 0.6258 | 66.0 | 990 | 0.7126 | 0.1211 | 0.0236 | 0.0459 | 0.1429 | 0.1426 |
| 0.6515 | 67.0 | 1005 | 0.7096 | 0.0988 | 0.0190 | 0.0398 | 0.1098 | 0.1225 |
| 0.6355 | 68.0 | 1020 | 0.7095 | 0.1091 | 0.0217 | 0.0477 | 0.1270 | 0.1285 |
| 0.619 | 69.0 | 1035 | 0.7127 | 0.1214 | 0.0248 | 0.0473 | 0.1429 | 0.1426 |
| 0.6505 | 70.0 | 1050 | 0.7125 | 0.1201 | 0.0229 | 0.0472 | 0.1402 | 0.1426 |
| 0.6315 | 71.0 | 1065 | 0.7133 | 0.1199 | 0.0221 | 0.0458 | 0.1402 | 0.1426 |
| 0.6282 | 72.0 | 1080 | 0.7127 | 0.1100 | 0.0207 | 0.0467 | 0.1296 | 0.1285 |
| 0.6394 | 73.0 | 1095 | 0.7129 | 0.1164 | 0.0240 | 0.0489 | 0.1402 | 0.1325 |
| 0.6174 | 74.0 | 1110 | 0.7135 | 0.1164 | 0.0242 | 0.0486 | 0.1402 | 0.1325 |
| 0.6191 | 75.0 | 1125 | 0.7133 | 0.1132 | 0.0236 | 0.0488 | 0.1323 | 0.1325 |
| 0.6237 | 76.0 | 1140 | 0.7138 | 0.1212 | 0.0247 | 0.0481 | 0.1442 | 0.1406 |
| 0.6327 | 77.0 | 1155 | 0.7125 | 0.1212 | 0.0247 | 0.0481 | 0.1442 | 0.1406 |
| 0.6154 | 78.0 | 1170 | 0.7135 | 0.1236 | 0.0248 | 0.0479 | 0.1442 | 0.1466 |
| 0.62 | 79.0 | 1185 | 0.7153 | 0.1178 | 0.0224 | 0.0457 | 0.1349 | 0.1426 |
| 0.617 | 80.0 | 1200 | 0.7129 | 0.1154 | 0.0233 | 0.0450 | 0.1349 | 0.1365 |
| 0.6157 | 81.0 | 1215 | 0.7155 | 0.1219 | 0.0245 | 0.0478 | 0.1402 | 0.1466 |
| 0.6179 | 82.0 | 1230 | 0.7160 | 0.1120 | 0.0218 | 0.0446 | 0.1270 | 0.1365 |
| 0.6355 | 83.0 | 1245 | 0.7147 | 0.1235 | 0.0242 | 0.0476 | 0.1442 | 0.1466 |
| 0.6196 | 84.0 | 1260 | 0.7140 | 0.1203 | 0.0242 | 0.0476 | 0.1402 | 0.1426 |
| 0.5984 | 85.0 | 1275 | 0.7147 | 0.1308 | 0.0297 | 0.0541 | 0.1455 | 0.1606 |
| 0.6024 | 86.0 | 1290 | 0.7162 | 0.1295 | 0.0284 | 0.0499 | 0.1415 | 0.1627 |
| 0.5975 | 87.0 | 1305 | 0.7154 | 0.1299 | 0.0287 | 0.0537 | 0.1495 | 0.1546 |
| 0.6062 | 88.0 | 1320 | 0.7173 | 0.1240 | 0.0268 | 0.0523 | 0.1415 | 0.1486 |
| 0.6081 | 89.0 | 1335 | 0.7179 | 0.1190 | 0.0255 | 0.0515 | 0.1336 | 0.1446 |
| 0.6079 | 90.0 | 1350 | 0.7173 | 0.1250 | 0.0278 | 0.0533 | 0.1415 | 0.1506 |
| 0.6027 | 91.0 | 1365 | 0.7191 | 0.1252 | 0.0297 | 0.0538 | 0.1415 | 0.1506 |
| 0.6002 | 92.0 | 1380 | 0.7182 | 0.1240 | 0.0302 | 0.0543 | 0.1402 | 0.1486 |
| 0.5834 | 93.0 | 1395 | 0.7182 | 0.1237 | 0.0287 | 0.0508 | 0.1389 | 0.1506 |
| 0.5887 | 94.0 | 1410 | 0.7175 | 0.1175 | 0.0260 | 0.0524 | 0.1336 | 0.1406 |
| 0.6087 | 95.0 | 1425 | 0.7186 | 0.1171 | 0.0252 | 0.0520 | 0.1349 | 0.1386 |
| 0.6059 | 96.0 | 1440 | 0.7204 | 0.1249 | 0.0296 | 0.0539 | 0.1429 | 0.1486 |
| 0.602 | 97.0 | 1455 | 0.7202 | 0.1249 | 0.0296 | 0.0539 | 0.1429 | 0.1486 |
| 0.5912 | 98.0 | 1470 | 0.7187 | 0.1237 | 0.0301 | 0.0548 | 0.1415 | 0.1466 |
| 0.6163 | 99.0 | 1485 | 0.7184 | 0.1195 | 0.0281 | 0.0541 | 0.1336 | 0.1446 |
| 0.6016 | 100.0 | 1500 | 0.7202 | 0.1178 | 0.0258 | 0.0476 | 0.1376 | 0.1386 |
| 0.5881 | 101.0 | 1515 | 0.7204 | 0.1188 | 0.0243 | 0.0455 | 0.1389 | 0.1406 |
| 0.5883 | 102.0 | 1530 | 0.7152 | 0.1187 | 0.0270 | 0.0476 | 0.1336 | 0.1446 |
| 0.5946 | 103.0 | 1545 | 0.7171 | 0.1150 | 0.0264 | 0.0478 | 0.1243 | 0.1446 |
| 0.5883 | 104.0 | 1560 | 0.7216 | 0.1188 | 0.0272 | 0.0480 | 0.1336 | 0.1446 |
| 0.5886 | 105.0 | 1575 | 0.7209 | 0.1182 | 0.0269 | 0.0476 | 0.1323 | 0.1446 |
| 0.6019 | 106.0 | 1590 | 0.7190 | 0.1173 | 0.0261 | 0.0473 | 0.1323 | 0.1426 |
| 0.6065 | 107.0 | 1605 | 0.7197 | 0.1173 | 0.0261 | 0.0473 | 0.1323 | 0.1426 |
| 0.5764 | 108.0 | 1620 | 0.7199 | 0.1141 | 0.0259 | 0.0474 | 0.1243 | 0.1426 |
| 0.5776 | 109.0 | 1635 | 0.7206 | 0.1161 | 0.0267 | 0.0483 | 0.1230 | 0.1486 |
| 0.5966 | 110.0 | 1650 | 0.7206 | 0.1164 | 0.0251 | 0.0452 | 0.1310 | 0.1426 |
| 0.5922 | 111.0 | 1665 | 0.7186 | 0.1137 | 0.0263 | 0.0479 | 0.1230 | 0.1426 |
| 0.5741 | 112.0 | 1680 | 0.7225 | 0.1117 | 0.0223 | 0.0436 | 0.1243 | 0.1386 |
| 0.5677 | 113.0 | 1695 | 0.7227 | 0.1148 | 0.0237 | 0.0434 | 0.1257 | 0.1446 |
| 0.5826 | 114.0 | 1710 | 0.7232 | 0.1138 | 0.0226 | 0.0427 | 0.1257 | 0.1426 |
| 0.579 | 115.0 | 1725 | 0.7242 | 0.1155 | 0.0230 | 0.0434 | 0.1296 | 0.1426 |
| 0.5758 | 116.0 | 1740 | 0.7240 | 0.1130 | 0.0229 | 0.0425 | 0.1296 | 0.1365 |
| 0.5736 | 117.0 | 1755 | 0.7230 | 0.1144 | 0.0225 | 0.0430 | 0.1270 | 0.1426 |
| 0.5885 | 118.0 | 1770 | 0.7251 | 0.1153 | 0.0231 | 0.0433 | 0.1270 | 0.1446 |
| 0.5873 | 119.0 | 1785 | 0.7250 | 0.1122 | 0.0220 | 0.0431 | 0.1296 | 0.1345 |
| 0.5708 | 120.0 | 1800 | 0.7237 | 0.1126 | 0.0228 | 0.0440 | 0.1283 | 0.1365 |
| 0.5748 | 121.0 | 1815 | 0.7258 | 0.1143 | 0.0234 | 0.0438 | 0.1283 | 0.1406 |
| 0.5767 | 122.0 | 1830 | 0.7248 | 0.1150 | 0.0244 | 0.0449 | 0.1296 | 0.1406 |
| 0.5848 | 123.0 | 1845 | 0.7252 | 0.1140 | 0.0243 | 0.0452 | 0.1270 | 0.1406 |
| 0.5738 | 124.0 | 1860 | 0.7239 | 0.1151 | 0.0226 | 0.0426 | 0.1349 | 0.1365 |
| 0.5807 | 125.0 | 1875 | 0.7239 | 0.1160 | 0.0236 | 0.0429 | 0.1389 | 0.1345 |
| 0.5618 | 126.0 | 1890 | 0.7237 | 0.1182 | 0.0242 | 0.0454 | 0.1376 | 0.1406 |
| 0.5655 | 127.0 | 1905 | 0.7251 | 0.1162 | 0.0239 | 0.0441 | 0.1349 | 0.1386 |
| 0.5672 | 128.0 | 1920 | 0.7275 | 0.1184 | 0.0251 | 0.0441 | 0.1442 | 0.1345 |
| 0.5722 | 129.0 | 1935 | 0.7285 | 0.1105 | 0.0232 | 0.0435 | 0.1270 | 0.1325 |
| 0.5601 | 130.0 | 1950 | 0.7285 | 0.1087 | 0.0186 | 0.0350 | 0.1177 | 0.1406 |
| 0.565 | 131.0 | 1965 | 0.7266 | 0.1106 | 0.0209 | 0.0413 | 0.1283 | 0.1325 |
| 0.5745 | 132.0 | 1980 | 0.7291 | 0.1092 | 0.0198 | 0.0370 | 0.1243 | 0.1345 |
| 0.5778 | 133.0 | 1995 | 0.7271 | 0.1098 | 0.0213 | 0.0411 | 0.1283 | 0.1305 |
| 0.5586 | 134.0 | 2010 | 0.7256 | 0.1109 | 0.0221 | 0.0430 | 0.1243 | 0.1365 |
| 0.5619 | 135.0 | 2025 | 0.7264 | 0.1110 | 0.0236 | 0.0425 | 0.1243 | 0.1365 |
| 0.5589 | 136.0 | 2040 | 0.7273 | 0.1114 | 0.0246 | 0.0432 | 0.1270 | 0.1345 |
| 0.5443 | 137.0 | 2055 | 0.7290 | 0.1130 | 0.0200 | 0.0347 | 0.1283 | 0.1406 |
| 0.5664 | 138.0 | 2070 | 0.7319 | 0.1188 | 0.0208 | 0.0359 | 0.1323 | 0.1506 |
| 0.5646 | 139.0 | 2085 | 0.7296 | 0.1057 | 0.0173 | 0.0336 | 0.1151 | 0.1365 |
| 0.5612 | 140.0 | 2100 | 0.7291 | 0.1149 | 0.0213 | 0.0413 | 0.1310 | 0.1406 |
| 0.5608 | 141.0 | 2115 | 0.7325 | 0.1144 | 0.0194 | 0.0357 | 0.1217 | 0.1506 |
| 0.5708 | 142.0 | 2130 | 0.7335 | 0.1123 | 0.0186 | 0.0339 | 0.1230 | 0.1446 |
| 0.5583 | 143.0 | 2145 | 0.7292 | 0.1104 | 0.0173 | 0.0324 | 0.1151 | 0.1486 |
| 0.5727 | 144.0 | 2160 | 0.7291 | 0.1093 | 0.0174 | 0.0329 | 0.1323 | 0.1285 |
| 0.5406 | 145.0 | 2175 | 0.7312 | 0.1151 | 0.0201 | 0.0362 | 0.1230 | 0.1506 |
| 0.5629 | 146.0 | 2190 | 0.7327 | 0.1115 | 0.0170 | 0.0324 | 0.1177 | 0.1486 |
| 0.5624 | 147.0 | 2205 | 0.7328 | 0.1020 | 0.0130 | 0.0245 | 0.1151 | 0.1305 |
| 0.5478 | 148.0 | 2220 | 0.7306 | 0.1055 | 0.0164 | 0.0323 | 0.1230 | 0.1285 |
| 0.5633 | 149.0 | 2235 | 0.7317 | 0.1089 | 0.0170 | 0.0339 | 0.1190 | 0.1406 |
| 0.5454 | 150.0 | 2250 | 0.7338 | 0.1146 | 0.0166 | 0.0324 | 0.1217 | 0.1526 |
| 0.5476 | 151.0 | 2265 | 0.7326 | 0.1108 | 0.0162 | 0.0321 | 0.1204 | 0.1446 |
| 0.5597 | 152.0 | 2280 | 0.7339 | 0.1076 | 0.0177 | 0.0334 | 0.1138 | 0.1426 |
| 0.546 | 153.0 | 2295 | 0.7322 | 0.1062 | 0.0188 | 0.0340 | 0.1177 | 0.1345 |
| 0.5507 | 154.0 | 2310 | 0.7333 | 0.1058 | 0.0179 | 0.0338 | 0.1190 | 0.1325 |
| 0.5521 | 155.0 | 2325 | 0.7328 | 0.1158 | 0.0217 | 0.0419 | 0.1270 | 0.1466 |
| 0.5623 | 156.0 | 2340 | 0.7334 | 0.1160 | 0.0227 | 0.0426 | 0.1270 | 0.1466 |
| 0.5455 | 157.0 | 2355 | 0.7349 | 0.1087 | 0.0133 | 0.0243 | 0.1177 | 0.1446 |
| 0.5578 | 158.0 | 2370 | 0.7360 | 0.1144 | 0.0181 | 0.0338 | 0.1204 | 0.1526 |
| 0.5505 | 159.0 | 2385 | 0.7360 | 0.1104 | 0.0194 | 0.0358 | 0.1217 | 0.1406 |
| 0.5464 | 160.0 | 2400 | 0.7361 | 0.1046 | 0.0139 | 0.0257 | 0.1190 | 0.1325 |
| 0.5349 | 161.0 | 2415 | 0.7371 | 0.1034 | 0.0136 | 0.0249 | 0.1164 | 0.1325 |
| 0.5493 | 162.0 | 2430 | 0.7357 | 0.1057 | 0.0137 | 0.0238 | 0.1164 | 0.1386 |
| 0.5675 | 163.0 | 2445 | 0.7346 | 0.1037 | 0.0135 | 0.0248 | 0.1151 | 0.1345 |
| 0.5564 | 164.0 | 2460 | 0.7333 | 0.1037 | 0.0139 | 0.0248 | 0.1151 | 0.1345 |
| 0.5372 | 165.0 | 2475 | 0.7333 | 0.1017 | 0.0146 | 0.0254 | 0.1138 | 0.1305 |
| 0.5322 | 166.0 | 2490 | 0.7365 | 0.1153 | 0.0206 | 0.0356 | 0.1257 | 0.1486 |
| 0.5341 | 167.0 | 2505 | 0.7368 | 0.1081 | 0.0141 | 0.0256 | 0.1217 | 0.1386 |
| 0.5274 | 168.0 | 2520 | 0.7366 | 0.1025 | 0.0133 | 0.0245 | 0.1164 | 0.1305 |
| 0.5331 | 169.0 | 2535 | 0.7385 | 0.1128 | 0.0181 | 0.0338 | 0.1204 | 0.1486 |
| 0.5478 | 170.0 | 2550 | 0.7379 | 0.1069 | 0.0124 | 0.0236 | 0.1177 | 0.1406 |
| 0.5412 | 171.0 | 2565 | 0.7377 | 0.1102 | 0.0140 | 0.0255 | 0.1230 | 0.1426 |
| 0.5515 | 172.0 | 2580 | 0.7363 | 0.1041 | 0.0143 | 0.0253 | 0.1177 | 0.1325 |
| 0.5422 | 173.0 | 2595 | 0.7367 | 0.1105 | 0.0142 | 0.0253 | 0.1217 | 0.1446 |
| 0.5348 | 174.0 | 2610 | 0.7365 | 0.1088 | 0.0136 | 0.0258 | 0.1217 | 0.1406 |
| 0.5396 | 175.0 | 2625 | 0.7359 | 0.1094 | 0.0142 | 0.0255 | 0.1230 | 0.1406 |
| 0.5461 | 176.0 | 2640 | 0.7380 | 0.1165 | 0.0188 | 0.0358 | 0.1270 | 0.1506 |
| 0.5342 | 177.0 | 2655 | 0.7389 | 0.1165 | 0.0187 | 0.0358 | 0.1270 | 0.1506 |
| 0.5336 | 178.0 | 2670 | 0.7393 | 0.1164 | 0.0184 | 0.0353 | 0.1270 | 0.1506 |
| 0.5506 | 179.0 | 2685 | 0.7380 | 0.1097 | 0.0146 | 0.0255 | 0.1177 | 0.1466 |
| 0.5271 | 180.0 | 2700 | 0.7393 | 0.1030 | 0.0117 | 0.0228 | 0.1124 | 0.1365 |
| 0.5463 | 181.0 | 2715 | 0.7402 | 0.1039 | 0.0123 | 0.0229 | 0.1164 | 0.1345 |
| 0.5382 | 182.0 | 2730 | 0.7397 | 0.1009 | 0.0122 | 0.0229 | 0.1190 | 0.1245 |
| 0.5343 | 183.0 | 2745 | 0.7385 | 0.1029 | 0.0148 | 0.0272 | 0.1243 | 0.1225 |
| 0.5249 | 184.0 | 2760 | 0.7403 | 0.1099 | 0.0141 | 0.0257 | 0.1243 | 0.1406 |
| 0.5278 | 185.0 | 2775 | 0.7420 | 0.1032 | 0.0138 | 0.0253 | 0.1177 | 0.1305 |
| 0.5265 | 186.0 | 2790 | 0.7421 | 0.1115 | 0.0182 | 0.0339 | 0.1190 | 0.1466 |
| 0.5158 | 187.0 | 2805 | 0.7427 | 0.1080 | 0.0183 | 0.0343 | 0.1164 | 0.1406 |
| 0.5364 | 188.0 | 2820 | 0.7428 | 0.1039 | 0.0132 | 0.0244 | 0.1177 | 0.1325 |
| 0.5375 | 189.0 | 2835 | 0.7426 | 0.1039 | 0.0131 | 0.0244 | 0.1177 | 0.1325 |
| 0.5344 | 190.0 | 2850 | 0.7416 | 0.1031 | 0.0131 | 0.0244 | 0.1177 | 0.1305 |
| 0.5364 | 191.0 | 2865 | 0.7407 | 0.1089 | 0.0128 | 0.0242 | 0.1204 | 0.1426 |
| 0.5219 | 192.0 | 2880 | 0.7410 | 0.1089 | 0.0126 | 0.0242 | 0.1204 | 0.1426 |
| 0.5322 | 193.0 | 2895 | 0.7420 | 0.1092 | 0.0130 | 0.0246 | 0.1230 | 0.1406 |
| 0.5246 | 194.0 | 2910 | 0.7423 | 0.1092 | 0.0133 | 0.0246 | 0.1230 | 0.1406 |
| 0.5308 | 195.0 | 2925 | 0.7421 | 0.1028 | 0.0130 | 0.0241 | 0.1151 | 0.1325 |
| 0.5318 | 196.0 | 2940 | 0.7431 | 0.1061 | 0.0135 | 0.0254 | 0.1190 | 0.1365 |
| 0.5224 | 197.0 | 2955 | 0.7439 | 0.1028 | 0.0132 | 0.0241 | 0.1151 | 0.1325 |
| 0.5226 | 198.0 | 2970 | 0.7447 | 0.1027 | 0.0129 | 0.0241 | 0.1151 | 0.1325 |
| 0.5267 | 199.0 | 2985 | 0.7431 | 0.1027 | 0.0139 | 0.0255 | 0.1164 | 0.1305 |
| 0.5263 | 200.0 | 3000 | 0.7432 | 0.1070 | 0.0138 | 0.0254 | 0.1190 | 0.1386 |
| 0.5235 | 201.0 | 3015 | 0.7423 | 0.1070 | 0.0138 | 0.0254 | 0.1190 | 0.1386 |
| 0.5161 | 202.0 | 3030 | 0.7444 | 0.1107 | 0.0137 | 0.0254 | 0.1243 | 0.1426 |
| 0.5215 | 203.0 | 3045 | 0.7433 | 0.1056 | 0.0138 | 0.0255 | 0.1217 | 0.1325 |
| 0.5137 | 204.0 | 3060 | 0.7425 | 0.1019 | 0.0136 | 0.0255 | 0.1164 | 0.1285 |
| 0.5333 | 205.0 | 3075 | 0.7448 | 0.1089 | 0.0128 | 0.0241 | 0.1204 | 0.1426 |
| 0.5218 | 206.0 | 3090 | 0.7449 | 0.1056 | 0.0128 | 0.0241 | 0.1204 | 0.1345 |
| 0.5187 | 207.0 | 3105 | 0.7436 | 0.0985 | 0.0129 | 0.0241 | 0.1164 | 0.1205 |
| 0.5098 | 208.0 | 3120 | 0.7440 | 0.1045 | 0.0135 | 0.0255 | 0.1230 | 0.1285 |
| 0.5114 | 209.0 | 3135 | 0.7435 | 0.0985 | 0.0129 | 0.0242 | 0.1164 | 0.1205 |
| 0.5265 | 210.0 | 3150 | 0.7434 | 0.0995 | 0.0136 | 0.0255 | 0.1164 | 0.1225 |
| 0.5197 | 211.0 | 3165 | 0.7447 | 0.0997 | 0.0137 | 0.0254 | 0.1151 | 0.1245 |
| 0.5228 | 212.0 | 3180 | 0.7458 | 0.1021 | 0.0134 | 0.0254 | 0.1151 | 0.1305 |
| 0.527 | 213.0 | 3195 | 0.7447 | 0.0995 | 0.0137 | 0.0254 | 0.1164 | 0.1225 |
| 0.5183 | 214.0 | 3210 | 0.7446 | 0.1029 | 0.0136 | 0.0254 | 0.1151 | 0.1325 |
| 0.5175 | 215.0 | 3225 | 0.7447 | 0.1021 | 0.0136 | 0.0254 | 0.1151 | 0.1305 |
| 0.516 | 216.0 | 3240 | 0.7442 | 0.1029 | 0.0136 | 0.0253 | 0.1190 | 0.1285 |
| 0.5186 | 217.0 | 3255 | 0.7450 | 0.1048 | 0.0136 | 0.0253 | 0.1177 | 0.1345 |
| 0.5079 | 218.0 | 3270 | 0.7465 | 0.1057 | 0.0128 | 0.0239 | 0.1164 | 0.1386 |
| 0.5119 | 219.0 | 3285 | 0.7453 | 0.1040 | 0.0136 | 0.0253 | 0.1177 | 0.1325 |
| 0.5118 | 220.0 | 3300 | 0.7421 | 0.1056 | 0.0132 | 0.0253 | 0.1177 | 0.1365 |
| 0.5213 | 221.0 | 3315 | 0.7415 | 0.1006 | 0.0125 | 0.0243 | 0.1177 | 0.1245 |
| 0.5106 | 222.0 | 3330 | 0.7423 | 0.1038 | 0.0124 | 0.0240 | 0.1138 | 0.1365 |
| 0.5204 | 223.0 | 3345 | 0.7428 | 0.1073 | 0.0127 | 0.0239 | 0.1164 | 0.1426 |
| 0.5216 | 224.0 | 3360 | 0.7439 | 0.1073 | 0.0127 | 0.0239 | 0.1164 | 0.1426 |
| 0.5191 | 225.0 | 3375 | 0.7436 | 0.1026 | 0.0135 | 0.0254 | 0.1204 | 0.1265 |
| 0.5053 | 226.0 | 3390 | 0.7429 | 0.1027 | 0.0129 | 0.0242 | 0.1190 | 0.1285 |
| 0.5134 | 227.0 | 3405 | 0.7434 | 0.1009 | 0.0126 | 0.0243 | 0.1164 | 0.1265 |
| 0.5144 | 228.0 | 3420 | 0.7429 | 0.1009 | 0.0126 | 0.0243 | 0.1164 | 0.1265 |
| 0.5132 | 229.0 | 3435 | 0.7430 | 0.1027 | 0.0126 | 0.0242 | 0.1190 | 0.1285 |
| 0.5138 | 230.0 | 3450 | 0.7437 | 0.1027 | 0.0129 | 0.0242 | 0.1190 | 0.1285 |
| 0.522 | 231.0 | 3465 | 0.7437 | 0.0950 | 0.0127 | 0.0244 | 0.1138 | 0.1145 |
| 0.5091 | 232.0 | 3480 | 0.7448 | 0.1027 | 0.0129 | 0.0242 | 0.1190 | 0.1285 |
| 0.5006 | 233.0 | 3495 | 0.7443 | 0.0992 | 0.0125 | 0.0243 | 0.1164 | 0.1225 |
| 0.5276 | 234.0 | 3510 | 0.7456 | 0.1046 | 0.0130 | 0.0245 | 0.1217 | 0.1305 |
| 0.5048 | 235.0 | 3525 | 0.7463 | 0.1046 | 0.0130 | 0.0245 | 0.1217 | 0.1305 |
| 0.5044 | 236.0 | 3540 | 0.7454 | 0.0985 | 0.0130 | 0.0243 | 0.1164 | 0.1205 |
| 0.5027 | 237.0 | 3555 | 0.7456 | 0.1027 | 0.0129 | 0.0242 | 0.1190 | 0.1285 |
| 0.5135 | 238.0 | 3570 | 0.7457 | 0.0992 | 0.0125 | 0.0243 | 0.1164 | 0.1225 |
| 0.5238 | 239.0 | 3585 | 0.7442 | 0.1016 | 0.0123 | 0.0243 | 0.1164 | 0.1285 |
| 0.5093 | 240.0 | 3600 | 0.7451 | 0.1027 | 0.0135 | 0.0256 | 0.1204 | 0.1265 |
| 0.5029 | 241.0 | 3615 | 0.7454 | 0.1027 | 0.0135 | 0.0256 | 0.1204 | 0.1265 |
| 0.5104 | 242.0 | 3630 | 0.7466 | 0.1027 | 0.0128 | 0.0242 | 0.1190 | 0.1285 |
| 0.5039 | 243.0 | 3645 | 0.7475 | 0.0949 | 0.0124 | 0.0242 | 0.1138 | 0.1145 |
| 0.5053 | 244.0 | 3660 | 0.7487 | 0.0952 | 0.0124 | 0.0241 | 0.1124 | 0.1165 |
| 0.5121 | 245.0 | 3675 | 0.7493 | 0.0987 | 0.0128 | 0.0241 | 0.1151 | 0.1225 |
| 0.5078 | 246.0 | 3690 | 0.7478 | 0.1030 | 0.0126 | 0.0240 | 0.1177 | 0.1305 |
| 0.5086 | 247.0 | 3705 | 0.7474 | 0.0992 | 0.0124 | 0.0241 | 0.1164 | 0.1225 |
| 0.5203 | 248.0 | 3720 | 0.7467 | 0.0992 | 0.0126 | 0.0243 | 0.1164 | 0.1225 |
| 0.5087 | 249.0 | 3735 | 0.7470 | 0.1016 | 0.0131 | 0.0257 | 0.1177 | 0.1265 |
| 0.5215 | 250.0 | 3750 | 0.7481 | 0.1016 | 0.0130 | 0.0257 | 0.1177 | 0.1265 |
| 0.5031 | 251.0 | 3765 | 0.7479 | 0.1016 | 0.0133 | 0.0257 | 0.1177 | 0.1265 |
| 0.5152 | 252.0 | 3780 | 0.7491 | 0.0992 | 0.0125 | 0.0243 | 0.1164 | 0.1225 |
| 0.5122 | 253.0 | 3795 | 0.7502 | 0.1030 | 0.0128 | 0.0241 | 0.1177 | 0.1305 |
| 0.5043 | 254.0 | 3810 | 0.7495 | 0.1030 | 0.0131 | 0.0241 | 0.1177 | 0.1305 |
| 0.5055 | 255.0 | 3825 | 0.7489 | 0.1030 | 0.0138 | 0.0255 | 0.1190 | 0.1285 |
| 0.5009 | 256.0 | 3840 | 0.7492 | 0.1054 | 0.0137 | 0.0255 | 0.1190 | 0.1345 |
| 0.5153 | 257.0 | 3855 | 0.7484 | 0.1017 | 0.0127 | 0.0243 | 0.1164 | 0.1285 |
| 0.4967 | 258.0 | 3870 | 0.7476 | 0.1048 | 0.0139 | 0.0259 | 0.1257 | 0.1265 |
| 0.5144 | 259.0 | 3885 | 0.7477 | 0.1049 | 0.0140 | 0.0259 | 0.1257 | 0.1265 |
| 0.5176 | 260.0 | 3900 | 0.7479 | 0.0995 | 0.0135 | 0.0257 | 0.1204 | 0.1185 |
| 0.5063 | 261.0 | 3915 | 0.7491 | 0.1016 | 0.0133 | 0.0257 | 0.1177 | 0.1265 |
| 0.5097 | 262.0 | 3930 | 0.7502 | 0.0949 | 0.0134 | 0.0258 | 0.1151 | 0.1124 |
| 0.5068 | 263.0 | 3945 | 0.7495 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5087 | 264.0 | 3960 | 0.7502 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.507 | 265.0 | 3975 | 0.7505 | 0.1027 | 0.0139 | 0.0256 | 0.1204 | 0.1265 |
| 0.5058 | 266.0 | 3990 | 0.7493 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.4866 | 267.0 | 4005 | 0.7489 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5048 | 268.0 | 4020 | 0.7495 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5186 | 269.0 | 4035 | 0.7493 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.4905 | 270.0 | 4050 | 0.7492 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5046 | 271.0 | 4065 | 0.7497 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5105 | 272.0 | 4080 | 0.7497 | 0.0992 | 0.0135 | 0.0257 | 0.1177 | 0.1205 |
| 0.5084 | 273.0 | 4095 | 0.7490 | 0.1046 | 0.0140 | 0.0259 | 0.1230 | 0.1285 |
| 0.4971 | 274.0 | 4110 | 0.7492 | 0.1046 | 0.0140 | 0.0259 | 0.1230 | 0.1285 |
| 0.4922 | 275.0 | 4125 | 0.7496 | 0.1046 | 0.0140 | 0.0259 | 0.1230 | 0.1285 |
| 0.503 | 276.0 | 4140 | 0.7500 | 0.1028 | 0.0131 | 0.0242 | 0.1190 | 0.1285 |
| 0.5273 | 277.0 | 4155 | 0.7497 | 0.0985 | 0.0132 | 0.0243 | 0.1164 | 0.1205 |
| 0.5135 | 278.0 | 4170 | 0.7502 | 0.0985 | 0.0132 | 0.0243 | 0.1164 | 0.1205 |
| 0.4994 | 279.0 | 4185 | 0.7502 | 0.1028 | 0.0131 | 0.0242 | 0.1190 | 0.1285 |
| 0.498 | 280.0 | 4200 | 0.7505 | 0.1028 | 0.0131 | 0.0242 | 0.1190 | 0.1285 |
| 0.5109 | 281.0 | 4215 | 0.7508 | 0.0985 | 0.0132 | 0.0243 | 0.1164 | 0.1205 |
| 0.5049 | 282.0 | 4230 | 0.7509 | 0.1028 | 0.0131 | 0.0242 | 0.1190 | 0.1285 |
| 0.4991 | 283.0 | 4245 | 0.7510 | 0.1028 | 0.0131 | 0.0242 | 0.1190 | 0.1285 |
| 0.516 | 284.0 | 4260 | 0.7507 | 0.1035 | 0.0130 | 0.0242 | 0.1190 | 0.1305 |
| 0.5078 | 285.0 | 4275 | 0.7507 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5128 | 286.0 | 4290 | 0.7503 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.4972 | 287.0 | 4305 | 0.7503 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5064 | 288.0 | 4320 | 0.7504 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5017 | 289.0 | 4335 | 0.7505 | 0.1035 | 0.0137 | 0.0256 | 0.1204 | 0.1285 |
| 0.4874 | 290.0 | 4350 | 0.7504 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.4935 | 291.0 | 4365 | 0.7503 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5023 | 292.0 | 4380 | 0.7502 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5118 | 293.0 | 4395 | 0.7500 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5149 | 294.0 | 4410 | 0.7501 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.504 | 295.0 | 4425 | 0.7501 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.4974 | 296.0 | 4440 | 0.7502 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5083 | 297.0 | 4455 | 0.7501 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5018 | 298.0 | 4470 | 0.7502 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5162 | 299.0 | 4485 | 0.7501 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
| 0.5066 | 300.0 | 4500 | 0.7501 | 0.1000 | 0.0133 | 0.0257 | 0.1177 | 0.1225 |
### Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1
- Datasets 2.14.4
- Tokenizers 0.13.3
|