generated_from_trainer dataset:mbpp base_model:Salesforce/codet5p-770m-py license:bsd-3-clause region:us
---
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_4
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_4

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: 0.6972
- Codebleu: 0.0922
- Ngram Match Score: 0.0220
- Weighted Ngram Match Score: 0.0422
- Syntax Match Score: 0.0979
- Dataflow Match Score: 0.1165

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9777        | 1.0   | 15   | 0.9242          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9642        | 2.0   | 30   | 0.9216          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9673        | 3.0   | 45   | 0.9162          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.94          | 4.0   | 60   | 0.9051          | 0.0198   | 0.0000            | 0.0039                     | 0.0185             | 0.0301               |
| 0.9354        | 5.0   | 75   | 0.8846          | 0.0491   | 0.0015            | 0.0261                     | 0.0516             | 0.0643               |
| 0.9196        | 6.0   | 90   | 0.8609          | 0.0926   | 0.0178            | 0.0467                     | 0.1190             | 0.0964               |
| 0.8959        | 7.0   | 105  | 0.8479          | 0.0960   | 0.0216            | 0.0506                     | 0.1257             | 0.0964               |
| 0.859         | 8.0   | 120  | 0.8408          | 0.0992   | 0.0230            | 0.0518                     | 0.1270             | 0.1024               |
| 0.8458        | 9.0   | 135  | 0.8336          | 0.0992   | 0.0229            | 0.0518                     | 0.1270             | 0.1024               |
| 0.8516        | 10.0  | 150  | 0.8240          | 0.1028   | 0.0219            | 0.0508                     | 0.1323             | 0.1064               |
| 0.841         | 11.0  | 165  | 0.8123          | 0.1028   | 0.0219            | 0.0508                     | 0.1323             | 0.1064               |
| 0.8445        | 12.0  | 180  | 0.7998          | 0.0994   | 0.0204            | 0.0502                     | 0.1243             | 0.1064               |
| 0.821         | 13.0  | 195  | 0.7897          | 0.1021   | 0.0174            | 0.0486                     | 0.1243             | 0.1145               |
| 0.8037        | 14.0  | 210  | 0.7805          | 0.1042   | 0.0166            | 0.0485                     | 0.1257             | 0.1185               |
| 0.8125        | 15.0  | 225  | 0.7736          | 0.1026   | 0.0167            | 0.0485                     | 0.1257             | 0.1145               |
| 0.8223        | 16.0  | 240  | 0.7680          | 0.1014   | 0.0132            | 0.0375                     | 0.1243             | 0.1165               |
| 0.802         | 17.0  | 255  | 0.7620          | 0.1076   | 0.0127            | 0.0360                     | 0.1362             | 0.1205               |
| 0.7802        | 18.0  | 270  | 0.7568          | 0.1111   | 0.0119            | 0.0346                     | 0.1415             | 0.1245               |
| 0.7897        | 19.0  | 285  | 0.7520          | 0.1137   | 0.0117            | 0.0346                     | 0.1442             | 0.1285               |
| 0.7832        | 20.0  | 300  | 0.7485          | 0.1151   | 0.0129            | 0.0366                     | 0.1468             | 0.1285               |
| 0.766         | 21.0  | 315  | 0.7454          | 0.1110   | 0.0122            | 0.0340                     | 0.1415             | 0.1245               |
| 0.7754        | 22.0  | 330  | 0.7429          | 0.1169   | 0.0161            | 0.0405                     | 0.1455             | 0.1325               |
| 0.7662        | 23.0  | 345  | 0.7409          | 0.1161   | 0.0163            | 0.0405                     | 0.1455             | 0.1305               |
| 0.7727        | 24.0  | 360  | 0.7393          | 0.1177   | 0.0162            | 0.0408                     | 0.1495             | 0.1305               |
| 0.7873        | 25.0  | 375  | 0.7364          | 0.1211   | 0.0176            | 0.0442                     | 0.1508             | 0.1365               |
| 0.7585        | 26.0  | 390  | 0.7343          | 0.1231   | 0.0183            | 0.0445                     | 0.1534             | 0.1386               |
| 0.744         | 27.0  | 405  | 0.7323          | 0.1231   | 0.0188            | 0.0446                     | 0.1534             | 0.1386               |
| 0.7558        | 28.0  | 420  | 0.7308          | 0.1261   | 0.0189            | 0.0446                     | 0.1548             | 0.1446               |
| 0.7418        | 29.0  | 435  | 0.7293          | 0.1163   | 0.0178            | 0.0438                     | 0.1389             | 0.1365               |
| 0.7347        | 30.0  | 450  | 0.7260          | 0.1224   | 0.0172            | 0.0438                     | 0.1521             | 0.1386               |
| 0.7391        | 31.0  | 465  | 0.7231          | 0.1151   | 0.0162            | 0.0432                     | 0.1362             | 0.1365               |
| 0.7333        | 32.0  | 480  | 0.7210          | 0.1115   | 0.0164            | 0.0393                     | 0.1243             | 0.1406               |
| 0.722         | 33.0  | 495  | 0.7196          | 0.1177   | 0.0167            | 0.0395                     | 0.1376             | 0.1426               |
| 0.738         | 34.0  | 510  | 0.7182          | 0.1115   | 0.0164            | 0.0393                     | 0.1243             | 0.1406               |
| 0.7195        | 35.0  | 525  | 0.7185          | 0.1157   | 0.0151            | 0.0375                     | 0.1376             | 0.1386               |
| 0.7423        | 36.0  | 540  | 0.7169          | 0.1079   | 0.0179            | 0.0415                     | 0.1204             | 0.1345               |
| 0.7284        | 37.0  | 555  | 0.7167          | 0.1156   | 0.0170            | 0.0395                     | 0.1362             | 0.1386               |
| 0.7263        | 38.0  | 570  | 0.7165          | 0.1049   | 0.0150            | 0.0355                     | 0.1151             | 0.1345               |
| 0.7215        | 39.0  | 585  | 0.7146          | 0.1140   | 0.0155            | 0.0360                     | 0.1336             | 0.1386               |
| 0.7358        | 40.0  | 600  | 0.7147          | 0.1145   | 0.0171            | 0.0394                     | 0.1336             | 0.1386               |
| 0.7141        | 41.0  | 615  | 0.7150          | 0.1175   | 0.0180            | 0.0394                     | 0.1389             | 0.1406               |
| 0.7088        | 42.0  | 630  | 0.7144          | 0.1060   | 0.0170            | 0.0394                     | 0.1204             | 0.1305               |
| 0.7153        | 43.0  | 645  | 0.7138          | 0.1106   | 0.0174            | 0.0394                     | 0.1257             | 0.1365               |
| 0.7188        | 44.0  | 660  | 0.7149          | 0.1063   | 0.0173            | 0.0391                     | 0.1190             | 0.1325               |
| 0.7171        | 45.0  | 675  | 0.7135          | 0.1040   | 0.0177            | 0.0401                     | 0.1190             | 0.1265               |
| 0.7097        | 46.0  | 690  | 0.7130          | 0.1034   | 0.0217            | 0.0460                     | 0.1190             | 0.1225               |
| 0.7108        | 47.0  | 705  | 0.7125          | 0.1054   | 0.0184            | 0.0395                     | 0.1164             | 0.1325               |
| 0.714         | 48.0  | 720  | 0.7126          | 0.1041   | 0.0185            | 0.0400                     | 0.1190             | 0.1265               |
| 0.7142        | 49.0  | 735  | 0.7119          | 0.1026   | 0.0215            | 0.0460                     | 0.1190             | 0.1205               |
| 0.6983        | 50.0  | 750  | 0.7104          | 0.1010   | 0.0172            | 0.0397                     | 0.1177             | 0.1205               |
| 0.7204        | 51.0  | 765  | 0.7100          | 0.1083   | 0.0189            | 0.0397                     | 0.1217             | 0.1345               |
| 0.7114        | 52.0  | 780  | 0.7099          | 0.1038   | 0.0183            | 0.0396                     | 0.1164             | 0.1285               |
| 0.7073        | 53.0  | 795  | 0.7090          | 0.1025   | 0.0244            | 0.0479                     | 0.1217             | 0.1165               |
| 0.6793        | 54.0  | 810  | 0.7081          | 0.1054   | 0.0187            | 0.0399                     | 0.1164             | 0.1325               |
| 0.7045        | 55.0  | 825  | 0.7072          | 0.1055   | 0.0194            | 0.0399                     | 0.1164             | 0.1325               |
| 0.7044        | 56.0  | 840  | 0.7064          | 0.1083   | 0.0195            | 0.0410                     | 0.1230             | 0.1325               |
| 0.7166        | 57.0  | 855  | 0.7060          | 0.1113   | 0.0228            | 0.0472                     | 0.1283             | 0.1325               |
| 0.6937        | 58.0  | 870  | 0.7056          | 0.1128   | 0.0196            | 0.0412                     | 0.1283             | 0.1386               |
| 0.7047        | 59.0  | 885  | 0.7055          | 0.1128   | 0.0196            | 0.0412                     | 0.1283             | 0.1386               |
| 0.6862        | 60.0  | 900  | 0.7064          | 0.1055   | 0.0199            | 0.0399                     | 0.1204             | 0.1285               |
| 0.7056        | 61.0  | 915  | 0.7072          | 0.1058   | 0.0210            | 0.0418                     | 0.1243             | 0.1245               |
| 0.689         | 62.0  | 930  | 0.7060          | 0.1175   | 0.0222            | 0.0432                     | 0.1349             | 0.1426               |
| 0.6955        | 63.0  | 945  | 0.7058          | 0.1096   | 0.0208            | 0.0418                     | 0.1217             | 0.1365               |
| 0.6828        | 64.0  | 960  | 0.7067          | 0.1046   | 0.0205            | 0.0408                     | 0.1217             | 0.1245               |
| 0.7177        | 65.0  | 975  | 0.7052          | 0.1056   | 0.0211            | 0.0423                     | 0.1257             | 0.1225               |
| 0.6792        | 66.0  | 990  | 0.7044          | 0.1115   | 0.0209            | 0.0432                     | 0.1283             | 0.1345               |
| 0.6992        | 67.0  | 1005 | 0.7038          | 0.1137   | 0.0213            | 0.0432                     | 0.1336             | 0.1345               |
| 0.69          | 68.0  | 1020 | 0.7041          | 0.1024   | 0.0196            | 0.0404                     | 0.1164             | 0.1245               |
| 0.6777        | 69.0  | 1035 | 0.7048          | 0.1004   | 0.0202            | 0.0420                     | 0.1151             | 0.1205               |
| 0.7014        | 70.0  | 1050 | 0.7039          | 0.1045   | 0.0208            | 0.0419                     | 0.1230             | 0.1225               |
| 0.6837        | 71.0  | 1065 | 0.7019          | 0.1020   | 0.0202            | 0.0418                     | 0.1190             | 0.1205               |
| 0.6816        | 72.0  | 1080 | 0.7011          | 0.0997   | 0.0198            | 0.0405                     | 0.1177             | 0.1165               |
| 0.6865        | 73.0  | 1095 | 0.7020          | 0.1027   | 0.0201            | 0.0404                     | 0.1190             | 0.1225               |
| 0.6815        | 74.0  | 1110 | 0.7016          | 0.1083   | 0.0216            | 0.0422                     | 0.1243             | 0.1305               |
| 0.6661        | 75.0  | 1125 | 0.7018          | 0.1019   | 0.0199            | 0.0409                     | 0.1230             | 0.1165               |
| 0.6834        | 76.0  | 1140 | 0.7010          | 0.1021   | 0.0209            | 0.0427                     | 0.1230             | 0.1165               |
| 0.6941        | 77.0  | 1155 | 0.7017          | 0.1030   | 0.0204            | 0.0415                     | 0.1257             | 0.1165               |
| 0.6636        | 78.0  | 1170 | 0.7029          | 0.1116   | 0.0219            | 0.0427                     | 0.1323             | 0.1305               |
| 0.6807        | 79.0  | 1185 | 0.7024          | 0.1003   | 0.0199            | 0.0410                     | 0.1111             | 0.1245               |
| 0.6644        | 80.0  | 1200 | 0.7015          | 0.0929   | 0.0175            | 0.0383                     | 0.1058             | 0.1124               |
| 0.6646        | 81.0  | 1215 | 0.7025          | 0.1003   | 0.0190            | 0.0397                     | 0.1217             | 0.1145               |
| 0.6695        | 82.0  | 1230 | 0.7023          | 0.1009   | 0.0192            | 0.0396                     | 0.1190             | 0.1185               |
| 0.6926        | 83.0  | 1245 | 0.7007          | 0.1003   | 0.0190            | 0.0397                     | 0.1217             | 0.1145               |
| 0.6742        | 84.0  | 1260 | 0.7011          | 0.1057   | 0.0190            | 0.0400                     | 0.1190             | 0.1305               |
| 0.6574        | 85.0  | 1275 | 0.7012          | 0.0983   | 0.0195            | 0.0400                     | 0.1124             | 0.1185               |
| 0.6597        | 86.0  | 1290 | 0.7008          | 0.0969   | 0.0194            | 0.0393                     | 0.1151             | 0.1124               |
| 0.6583        | 87.0  | 1305 | 0.6999          | 0.1020   | 0.0195            | 0.0397                     | 0.1257             | 0.1145               |
| 0.6651        | 88.0  | 1320 | 0.6995          | 0.1036   | 0.0194            | 0.0397                     | 0.1257             | 0.1185               |
| 0.6682        | 89.0  | 1335 | 0.6995          | 0.1036   | 0.0194            | 0.0397                     | 0.1257             | 0.1185               |
| 0.6648        | 90.0  | 1350 | 0.7004          | 0.0959   | 0.0193            | 0.0408                     | 0.1164             | 0.1084               |
| 0.6648        | 91.0  | 1365 | 0.6995          | 0.1024   | 0.0196            | 0.0412                     | 0.1243             | 0.1165               |
| 0.6655        | 92.0  | 1380 | 0.6990          | 0.1044   | 0.0193            | 0.0397                     | 0.1257             | 0.1205               |
| 0.6447        | 93.0  | 1395 | 0.6988          | 0.1043   | 0.0193            | 0.0395                     | 0.1257             | 0.1205               |
| 0.6444        | 94.0  | 1410 | 0.6984          | 0.0961   | 0.0178            | 0.0383                     | 0.1098             | 0.1165               |
| 0.6676        | 95.0  | 1425 | 0.6988          | 0.0971   | 0.0187            | 0.0393                     | 0.1138             | 0.1145               |
| 0.6701        | 96.0  | 1440 | 0.6999          | 0.0950   | 0.0188            | 0.0394                     | 0.1124             | 0.1104               |
| 0.6545        | 97.0  | 1455 | 0.6996          | 0.0950   | 0.0190            | 0.0394                     | 0.1124             | 0.1104               |
| 0.656         | 98.0  | 1470 | 0.6989          | 0.1015   | 0.0194            | 0.0398                     | 0.1204             | 0.1185               |
| 0.6796        | 99.0  | 1485 | 0.6975          | 0.1036   | 0.0193            | 0.0397                     | 0.1217             | 0.1225               |
| 0.6589        | 100.0 | 1500 | 0.6983          | 0.1008   | 0.0194            | 0.0409                     | 0.1204             | 0.1165               |
| 0.6474        | 101.0 | 1515 | 0.6988          | 0.1000   | 0.0195            | 0.0410                     | 0.1204             | 0.1145               |
| 0.6527        | 102.0 | 1530 | 0.6975          | 0.0971   | 0.0188            | 0.0392                     | 0.1138             | 0.1145               |
| 0.6573        | 103.0 | 1545 | 0.6989          | 0.0977   | 0.0196            | 0.0392                     | 0.1111             | 0.1185               |
| 0.6527        | 104.0 | 1560 | 0.6992          | 0.0972   | 0.0194            | 0.0392                     | 0.1098             | 0.1185               |
| 0.646         | 105.0 | 1575 | 0.7004          | 0.0997   | 0.0196            | 0.0408                     | 0.1138             | 0.1205               |
| 0.6566        | 106.0 | 1590 | 0.7002          | 0.1049   | 0.0206            | 0.0406                     | 0.1204             | 0.1265               |
| 0.6645        | 107.0 | 1605 | 0.6980          | 0.0992   | 0.0193            | 0.0410                     | 0.1164             | 0.1165               |
| 0.6413        | 108.0 | 1620 | 0.6978          | 0.0990   | 0.0193            | 0.0389                     | 0.1164             | 0.1165               |
| 0.6539        | 109.0 | 1635 | 0.6972          | 0.0981   | 0.0190            | 0.0387                     | 0.1164             | 0.1145               |
| 0.6626        | 110.0 | 1650 | 0.6970          | 0.0982   | 0.0193            | 0.0389                     | 0.1164             | 0.1145               |
| 0.6512        | 111.0 | 1665 | 0.6972          | 0.0999   | 0.0194            | 0.0402                     | 0.1204             | 0.1145               |
| 0.6421        | 112.0 | 1680 | 0.6978          | 0.0960   | 0.0186            | 0.0390                     | 0.1111             | 0.1145               |
| 0.6394        | 113.0 | 1695 | 0.6977          | 0.0955   | 0.0194            | 0.0389                     | 0.1138             | 0.1104               |
| 0.6551        | 114.0 | 1710 | 0.6976          | 0.0944   | 0.0189            | 0.0389                     | 0.1111             | 0.1104               |
| 0.6523        | 115.0 | 1725 | 0.6976          | 0.0944   | 0.0187            | 0.0390                     | 0.1111             | 0.1104               |
| 0.6426        | 116.0 | 1740 | 0.6990          | 0.0944   | 0.0186            | 0.0390                     | 0.1111             | 0.1104               |
| 0.6449        | 117.0 | 1755 | 0.6997          | 0.0928   | 0.0185            | 0.0390                     | 0.1071             | 0.1104               |
| 0.6541        | 118.0 | 1770 | 0.6999          | 0.0936   | 0.0187            | 0.0390                     | 0.1071             | 0.1124               |
| 0.6495        | 119.0 | 1785 | 0.6990          | 0.0944   | 0.0187            | 0.0390                     | 0.1071             | 0.1145               |
| 0.633         | 120.0 | 1800 | 0.6990          | 0.0936   | 0.0184            | 0.0390                     | 0.1071             | 0.1124               |
| 0.6377        | 121.0 | 1815 | 0.6988          | 0.0939   | 0.0180            | 0.0403                     | 0.1058             | 0.1145               |
| 0.6529        | 122.0 | 1830 | 0.6977          | 0.0944   | 0.0186            | 0.0390                     | 0.1071             | 0.1145               |
| 0.6509        | 123.0 | 1845 | 0.6981          | 0.0949   | 0.0195            | 0.0403                     | 0.1138             | 0.1084               |
| 0.6417        | 124.0 | 1860 | 0.6971          | 0.0949   | 0.0199            | 0.0407                     | 0.1138             | 0.1084               |
| 0.6479        | 125.0 | 1875 | 0.6971          | 0.0936   | 0.0188            | 0.0389                     | 0.1071             | 0.1124               |
| 0.6308        | 126.0 | 1890 | 0.6970          | 0.0940   | 0.0188            | 0.0406                     | 0.1098             | 0.1104               |
| 0.6437        | 127.0 | 1905 | 0.6964          | 0.0965   | 0.0190            | 0.0409                     | 0.1098             | 0.1165               |
| 0.6432        | 128.0 | 1920 | 0.6960          | 0.0947   | 0.0196            | 0.0407                     | 0.1111             | 0.1104               |
| 0.6462        | 129.0 | 1935 | 0.6963          | 0.0929   | 0.0191            | 0.0393                     | 0.1071             | 0.1104               |
| 0.6287        | 130.0 | 1950 | 0.6964          | 0.0941   | 0.0191            | 0.0411                     | 0.1098             | 0.1104               |
| 0.6432        | 131.0 | 1965 | 0.6972          | 0.0937   | 0.0191            | 0.0395                     | 0.1071             | 0.1124               |
| 0.6426        | 132.0 | 1980 | 0.6983          | 0.0913   | 0.0199            | 0.0411                     | 0.1045             | 0.1084               |
| 0.6525        | 133.0 | 1995 | 0.6978          | 0.0939   | 0.0197            | 0.0407                     | 0.1111             | 0.1084               |
| 0.6252        | 134.0 | 2010 | 0.6974          | 0.0935   | 0.0206            | 0.0410                     | 0.1058             | 0.1124               |
| 0.6354        | 135.0 | 2025 | 0.6976          | 0.0910   | 0.0204            | 0.0410                     | 0.1058             | 0.1064               |
| 0.6369        | 136.0 | 2040 | 0.6996          | 0.0939   | 0.0198            | 0.0407                     | 0.1111             | 0.1084               |
| 0.6227        | 137.0 | 2055 | 0.7000          | 0.0947   | 0.0198            | 0.0407                     | 0.1111             | 0.1104               |
| 0.6498        | 138.0 | 2070 | 0.6993          | 0.0941   | 0.0195            | 0.0409                     | 0.1098             | 0.1104               |
| 0.6435        | 139.0 | 2085 | 0.6981          | 0.0921   | 0.0200            | 0.0412                     | 0.1045             | 0.1104               |
| 0.6372        | 140.0 | 2100 | 0.6978          | 0.0913   | 0.0201            | 0.0412                     | 0.1045             | 0.1084               |
| 0.6404        | 141.0 | 2115 | 0.6971          | 0.0913   | 0.0200            | 0.0411                     | 0.1045             | 0.1084               |
| 0.6579        | 142.0 | 2130 | 0.6971          | 0.0895   | 0.0217            | 0.0406                     | 0.1019             | 0.1064               |
| 0.6368        | 143.0 | 2145 | 0.6951          | 0.0930   | 0.0207            | 0.0414                     | 0.1045             | 0.1124               |
| 0.6419        | 144.0 | 2160 | 0.6958          | 0.0930   | 0.0207            | 0.0414                     | 0.1045             | 0.1124               |
| 0.6258        | 145.0 | 2175 | 0.6958          | 0.0913   | 0.0202            | 0.0414                     | 0.1045             | 0.1084               |
| 0.6392        | 146.0 | 2190 | 0.6970          | 0.0900   | 0.0197            | 0.0397                     | 0.1019             | 0.1084               |
| 0.6327        | 147.0 | 2205 | 0.6978          | 0.0900   | 0.0195            | 0.0393                     | 0.1019             | 0.1084               |
| 0.6242        | 148.0 | 2220 | 0.6961          | 0.0901   | 0.0200            | 0.0400                     | 0.1019             | 0.1084               |
| 0.6299        | 149.0 | 2235 | 0.6967          | 0.0901   | 0.0200            | 0.0400                     | 0.1019             | 0.1084               |
| 0.6206        | 150.0 | 2250 | 0.6969          | 0.0914   | 0.0208            | 0.0414                     | 0.1045             | 0.1084               |
| 0.6273        | 151.0 | 2265 | 0.6962          | 0.0914   | 0.0209            | 0.0414                     | 0.1045             | 0.1084               |
| 0.6379        | 152.0 | 2280 | 0.6972          | 0.0934   | 0.0225            | 0.0413                     | 0.1071             | 0.1104               |
| 0.6249        | 153.0 | 2295 | 0.6968          | 0.0899   | 0.0200            | 0.0400                     | 0.0992             | 0.1104               |
| 0.6261        | 154.0 | 2310 | 0.6986          | 0.0942   | 0.0223            | 0.0413                     | 0.1071             | 0.1124               |
| 0.6394        | 155.0 | 2325 | 0.6975          | 0.0942   | 0.0223            | 0.0413                     | 0.1071             | 0.1124               |
| 0.6461        | 156.0 | 2340 | 0.6966          | 0.0898   | 0.0199            | 0.0400                     | 0.0992             | 0.1104               |
| 0.6165        | 157.0 | 2355 | 0.6963          | 0.0910   | 0.0205            | 0.0400                     | 0.1019             | 0.1104               |
| 0.6455        | 158.0 | 2370 | 0.6961          | 0.0898   | 0.0199            | 0.0400                     | 0.0992             | 0.1104               |
| 0.6317        | 159.0 | 2385 | 0.6970          | 0.0897   | 0.0191            | 0.0397                     | 0.0992             | 0.1104               |
| 0.6259        | 160.0 | 2400 | 0.6967          | 0.0910   | 0.0205            | 0.0400                     | 0.1019             | 0.1104               |
| 0.624         | 161.0 | 2415 | 0.6965          | 0.0945   | 0.0220            | 0.0414                     | 0.1058             | 0.1145               |
| 0.6335        | 162.0 | 2430 | 0.6969          | 0.0950   | 0.0223            | 0.0413                     | 0.1071             | 0.1145               |
| 0.6481        | 163.0 | 2445 | 0.6963          | 0.0917   | 0.0201            | 0.0397                     | 0.1019             | 0.1124               |
| 0.6297        | 164.0 | 2460 | 0.6955          | 0.0890   | 0.0200            | 0.0395                     | 0.0952             | 0.1124               |
| 0.6188        | 165.0 | 2475 | 0.6964          | 0.0925   | 0.0211            | 0.0413                     | 0.1032             | 0.1124               |
| 0.62          | 166.0 | 2490 | 0.6964          | 0.0917   | 0.0213            | 0.0411                     | 0.1032             | 0.1104               |
| 0.6206        | 167.0 | 2505 | 0.6972          | 0.0928   | 0.0218            | 0.0411                     | 0.1058             | 0.1104               |
| 0.6281        | 168.0 | 2520 | 0.6980          | 0.0936   | 0.0216            | 0.0413                     | 0.1058             | 0.1124               |
| 0.6139        | 169.0 | 2535 | 0.6971          | 0.0920   | 0.0212            | 0.0414                     | 0.1019             | 0.1124               |
| 0.6314        | 170.0 | 2550 | 0.6960          | 0.0942   | 0.0209            | 0.0400                     | 0.1019             | 0.1185               |
| 0.6331        | 171.0 | 2565 | 0.6964          | 0.0909   | 0.0211            | 0.0413                     | 0.0952             | 0.1165               |
| 0.6361        | 172.0 | 2580 | 0.6953          | 0.0890   | 0.0207            | 0.0412                     | 0.0926             | 0.1145               |
| 0.6365        | 173.0 | 2595 | 0.6954          | 0.0936   | 0.0209            | 0.0414                     | 0.1019             | 0.1165               |
| 0.6196        | 174.0 | 2610 | 0.6957          | 0.0917   | 0.0209            | 0.0416                     | 0.0992             | 0.1145               |
| 0.6181        | 175.0 | 2625 | 0.6957          | 0.0933   | 0.0207            | 0.0416                     | 0.0992             | 0.1185               |
| 0.6277        | 176.0 | 2640 | 0.6950          | 0.0933   | 0.0206            | 0.0414                     | 0.0992             | 0.1185               |
| 0.6166        | 177.0 | 2655 | 0.6945          | 0.0951   | 0.0206            | 0.0414                     | 0.1019             | 0.1205               |
| 0.6099        | 178.0 | 2670 | 0.6955          | 0.0917   | 0.0207            | 0.0414                     | 0.0992             | 0.1145               |
| 0.6391        | 179.0 | 2685 | 0.6961          | 0.0935   | 0.0207            | 0.0414                     | 0.1019             | 0.1165               |
| 0.6115        | 180.0 | 2700 | 0.6969          | 0.0933   | 0.0212            | 0.0413                     | 0.1032             | 0.1145               |
| 0.6256        | 181.0 | 2715 | 0.6971          | 0.0949   | 0.0211            | 0.0413                     | 0.1032             | 0.1185               |
| 0.6217        | 182.0 | 2730 | 0.6960          | 0.0917   | 0.0209            | 0.0414                     | 0.0992             | 0.1145               |
| 0.6218        | 183.0 | 2745 | 0.6958          | 0.0883   | 0.0211            | 0.0422                     | 0.0966             | 0.1084               |
| 0.6133        | 184.0 | 2760 | 0.6957          | 0.0933   | 0.0207            | 0.0414                     | 0.0992             | 0.1185               |
| 0.6136        | 185.0 | 2775 | 0.6954          | 0.0917   | 0.0210            | 0.0414                     | 0.0992             | 0.1145               |
| 0.6147        | 186.0 | 2790 | 0.6952          | 0.0922   | 0.0202            | 0.0414                     | 0.0966             | 0.1185               |
| 0.6073        | 187.0 | 2805 | 0.6953          | 0.0933   | 0.0206            | 0.0414                     | 0.0992             | 0.1185               |
| 0.6306        | 188.0 | 2820 | 0.6957          | 0.0933   | 0.0206            | 0.0414                     | 0.0992             | 0.1185               |
| 0.6272        | 189.0 | 2835 | 0.6958          | 0.0915   | 0.0212            | 0.0421                     | 0.1005             | 0.1124               |
| 0.6227        | 190.0 | 2850 | 0.6951          | 0.0912   | 0.0208            | 0.0416                     | 0.1019             | 0.1104               |
| 0.6303        | 191.0 | 2865 | 0.6956          | 0.0909   | 0.0207            | 0.0416                     | 0.0992             | 0.1124               |
| 0.6169        | 192.0 | 2880 | 0.6961          | 0.0964   | 0.0223            | 0.0415                     | 0.1045             | 0.1205               |
| 0.6191        | 193.0 | 2895 | 0.6969          | 0.0964   | 0.0223            | 0.0415                     | 0.1045             | 0.1205               |
| 0.6066        | 194.0 | 2910 | 0.6962          | 0.0948   | 0.0220            | 0.0416                     | 0.1005             | 0.1205               |
| 0.6194        | 195.0 | 2925 | 0.6967          | 0.0917   | 0.0209            | 0.0416                     | 0.0992             | 0.1145               |
| 0.6236        | 196.0 | 2940 | 0.6964          | 0.0930   | 0.0223            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6187        | 197.0 | 2955 | 0.6969          | 0.0930   | 0.0223            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6079        | 198.0 | 2970 | 0.6967          | 0.0938   | 0.0222            | 0.0422                     | 0.0979             | 0.1205               |
| 0.6046        | 199.0 | 2985 | 0.6961          | 0.0904   | 0.0205            | 0.0422                     | 0.0939             | 0.1165               |
| 0.612         | 200.0 | 3000 | 0.6960          | 0.0923   | 0.0204            | 0.0423                     | 0.0966             | 0.1185               |
| 0.6137        | 201.0 | 3015 | 0.6960          | 0.0945   | 0.0217            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6121        | 202.0 | 3030 | 0.6973          | 0.0943   | 0.0220            | 0.0421                     | 0.0992             | 0.1205               |
| 0.6139        | 203.0 | 3045 | 0.6972          | 0.0943   | 0.0219            | 0.0424                     | 0.0992             | 0.1205               |
| 0.6095        | 204.0 | 3060 | 0.6973          | 0.0927   | 0.0219            | 0.0423                     | 0.0952             | 0.1205               |
| 0.6275        | 205.0 | 3075 | 0.6976          | 0.0948   | 0.0220            | 0.0416                     | 0.1005             | 0.1205               |
| 0.6138        | 206.0 | 3090 | 0.6976          | 0.0954   | 0.0224            | 0.0421                     | 0.1019             | 0.1205               |
| 0.615         | 207.0 | 3105 | 0.6986          | 0.0946   | 0.0226            | 0.0420                     | 0.1019             | 0.1185               |
| 0.602         | 208.0 | 3120 | 0.6978          | 0.0971   | 0.0222            | 0.0413                     | 0.1045             | 0.1225               |
| 0.6148        | 209.0 | 3135 | 0.6967          | 0.0914   | 0.0223            | 0.0422                     | 0.0979             | 0.1145               |
| 0.6081        | 210.0 | 3150 | 0.6966          | 0.0930   | 0.0226            | 0.0421                     | 0.1019             | 0.1145               |
| 0.6061        | 211.0 | 3165 | 0.6971          | 0.0930   | 0.0226            | 0.0421                     | 0.1019             | 0.1145               |
| 0.6126        | 212.0 | 3180 | 0.6972          | 0.0943   | 0.0221            | 0.0421                     | 0.0992             | 0.1205               |
| 0.6179        | 213.0 | 3195 | 0.6972          | 0.0957   | 0.0222            | 0.0423                     | 0.1005             | 0.1225               |
| 0.6075        | 214.0 | 3210 | 0.6969          | 0.0938   | 0.0222            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6151        | 215.0 | 3225 | 0.6968          | 0.0913   | 0.0210            | 0.0424                     | 0.0979             | 0.1145               |
| 0.6073        | 216.0 | 3240 | 0.6972          | 0.0938   | 0.0222            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6166        | 217.0 | 3255 | 0.6973          | 0.0946   | 0.0227            | 0.0420                     | 0.1019             | 0.1185               |
| 0.6015        | 218.0 | 3270 | 0.6977          | 0.0946   | 0.0227            | 0.0420                     | 0.1019             | 0.1185               |
| 0.5986        | 219.0 | 3285 | 0.6981          | 0.0938   | 0.0222            | 0.0423                     | 0.0979             | 0.1205               |
| 0.5975        | 220.0 | 3300 | 0.6978          | 0.0938   | 0.0222            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6085        | 221.0 | 3315 | 0.6972          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6056        | 222.0 | 3330 | 0.6973          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6182        | 223.0 | 3345 | 0.6972          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6145        | 224.0 | 3360 | 0.6978          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6124        | 225.0 | 3375 | 0.6979          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5939        | 226.0 | 3390 | 0.6977          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6099        | 227.0 | 3405 | 0.6971          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6103        | 228.0 | 3420 | 0.6968          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6136        | 229.0 | 3435 | 0.6966          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5998        | 230.0 | 3450 | 0.6965          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6145        | 231.0 | 3465 | 0.6959          | 0.0899   | 0.0208            | 0.0422                     | 0.0966             | 0.1124               |
| 0.6007        | 232.0 | 3480 | 0.6965          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5967        | 233.0 | 3495 | 0.6963          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6192        | 234.0 | 3510 | 0.6966          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5993        | 235.0 | 3525 | 0.6971          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6022        | 236.0 | 3540 | 0.6970          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6023        | 237.0 | 3555 | 0.6968          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6053        | 238.0 | 3570 | 0.6969          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6097        | 239.0 | 3585 | 0.6963          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6101        | 240.0 | 3600 | 0.6964          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6014        | 241.0 | 3615 | 0.6969          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6096        | 242.0 | 3630 | 0.6977          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6011        | 243.0 | 3645 | 0.6978          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6076        | 244.0 | 3660 | 0.6974          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6026        | 245.0 | 3675 | 0.6971          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6113        | 246.0 | 3690 | 0.6971          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6044        | 247.0 | 3705 | 0.6972          | 0.0937   | 0.0219            | 0.0419                     | 0.0979             | 0.1205               |
| 0.6125        | 248.0 | 3720 | 0.6973          | 0.0945   | 0.0219            | 0.0419                     | 0.0979             | 0.1225               |
| 0.6067        | 249.0 | 3735 | 0.6975          | 0.0945   | 0.0219            | 0.0419                     | 0.0979             | 0.1225               |
| 0.6139        | 250.0 | 3750 | 0.6973          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.5976        | 251.0 | 3765 | 0.6975          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6107        | 252.0 | 3780 | 0.6973          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6103        | 253.0 | 3795 | 0.6976          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.5933        | 254.0 | 3810 | 0.6974          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6116        | 255.0 | 3825 | 0.6972          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.5962        | 256.0 | 3840 | 0.6970          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6085        | 257.0 | 3855 | 0.6969          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.5908        | 258.0 | 3870 | 0.6968          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6093        | 259.0 | 3885 | 0.6965          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.6071        | 260.0 | 3900 | 0.6967          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.5981        | 261.0 | 3915 | 0.6969          | 0.0938   | 0.0221            | 0.0423                     | 0.0979             | 0.1205               |
| 0.6018        | 262.0 | 3930 | 0.6973          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.5952        | 263.0 | 3945 | 0.6971          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.61          | 264.0 | 3960 | 0.6968          | 0.0946   | 0.0220            | 0.0422                     | 0.0979             | 0.1225               |
| 0.5964        | 265.0 | 3975 | 0.6967          | 0.0946   | 0.0220            | 0.0422                     | 0.0979             | 0.1225               |
| 0.6032        | 266.0 | 3990 | 0.6966          | 0.0946   | 0.0221            | 0.0423                     | 0.0979             | 0.1225               |
| 0.5934        | 267.0 | 4005 | 0.6964          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6103        | 268.0 | 4020 | 0.6963          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6046        | 269.0 | 4035 | 0.6967          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.587         | 270.0 | 4050 | 0.6965          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6042        | 271.0 | 4065 | 0.6964          | 0.0930   | 0.0219            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6032        | 272.0 | 4080 | 0.6964          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6049        | 273.0 | 4095 | 0.6963          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5889        | 274.0 | 4110 | 0.6962          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5828        | 275.0 | 4125 | 0.6963          | 0.0930   | 0.0219            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5955        | 276.0 | 4140 | 0.6962          | 0.0930   | 0.0219            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6138        | 277.0 | 4155 | 0.6962          | 0.0922   | 0.0219            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6032        | 278.0 | 4170 | 0.6962          | 0.0922   | 0.0219            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6025        | 279.0 | 4185 | 0.6962          | 0.0922   | 0.0219            | 0.0422                     | 0.0979             | 0.1165               |
| 0.597         | 280.0 | 4200 | 0.6961          | 0.0922   | 0.0219            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6059        | 281.0 | 4215 | 0.6962          | 0.0930   | 0.0219            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5899        | 282.0 | 4230 | 0.6964          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5929        | 283.0 | 4245 | 0.6968          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6173        | 284.0 | 4260 | 0.6971          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6111        | 285.0 | 4275 | 0.6970          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.6001        | 286.0 | 4290 | 0.6972          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5997        | 287.0 | 4305 | 0.6972          | 0.0930   | 0.0220            | 0.0422                     | 0.0979             | 0.1185               |
| 0.5952        | 288.0 | 4320 | 0.6973          | 0.0935   | 0.0220            | 0.0422                     | 0.0992             | 0.1185               |
| 0.5995        | 289.0 | 4335 | 0.6974          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.5863        | 290.0 | 4350 | 0.6974          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.5879        | 291.0 | 4365 | 0.6973          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.5879        | 292.0 | 4380 | 0.6972          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.6098        | 293.0 | 4395 | 0.6972          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.609         | 294.0 | 4410 | 0.6972          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.5891        | 295.0 | 4425 | 0.6973          | 0.0927   | 0.0220            | 0.0422                     | 0.0992             | 0.1165               |
| 0.6028        | 296.0 | 4440 | 0.6973          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6043        | 297.0 | 4455 | 0.6972          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5961        | 298.0 | 4470 | 0.6972          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.6064        | 299.0 | 4485 | 0.6972          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |
| 0.5918        | 300.0 | 4500 | 0.6972          | 0.0922   | 0.0220            | 0.0422                     | 0.0979             | 0.1165               |


### Framework versions

- Transformers 4.31.0
- Pytorch 2.0.1
- Datasets 2.14.4
- Tokenizers 0.13.3
