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_5
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_5

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: 0.7038
- Codebleu: 0.1018
- Ngram Match Score: 0.0300
- Weighted Ngram Match Score: 0.0510
- Syntax Match Score: 0.1177
- 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9815        | 1.0   | 15   | 0.9243          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9633        | 2.0   | 30   | 0.9220          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9699        | 3.0   | 45   | 0.9170          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9419        | 4.0   | 60   | 0.9062          | 0.0096   | 0.0000            | 0.0002                     | 0.0079             | 0.0161               |
| 0.9391        | 5.0   | 75   | 0.8859          | 0.0472   | 0.0015            | 0.0261                     | 0.0489             | 0.0622               |
| 0.9233        | 6.0   | 90   | 0.8616          | 0.0901   | 0.0166            | 0.0463                     | 0.1151             | 0.0944               |
| 0.9078        | 7.0   | 105  | 0.8475          | 0.0989   | 0.0211            | 0.0502                     | 0.1270             | 0.1024               |
| 0.8665        | 8.0   | 120  | 0.8388          | 0.1003   | 0.0214            | 0.0508                     | 0.1243             | 0.1084               |
| 0.8525        | 9.0   | 135  | 0.8315          | 0.1003   | 0.0214            | 0.0508                     | 0.1243             | 0.1084               |
| 0.855         | 10.0  | 150  | 0.8230          | 0.0992   | 0.0208            | 0.0508                     | 0.1217             | 0.1084               |
| 0.8455        | 11.0  | 165  | 0.8140          | 0.1012   | 0.0194            | 0.0506                     | 0.1230             | 0.1124               |
| 0.8518        | 12.0  | 180  | 0.8044          | 0.0987   | 0.0135            | 0.0390                     | 0.1190             | 0.1145               |
| 0.8266        | 13.0  | 195  | 0.7965          | 0.0903   | 0.0106            | 0.0354                     | 0.1058             | 0.1084               |
| 0.8066        | 14.0  | 210  | 0.7882          | 0.0921   | 0.0093            | 0.0337                     | 0.1111             | 0.1084               |
| 0.8148        | 15.0  | 225  | 0.7805          | 0.0960   | 0.0107            | 0.0368                     | 0.1177             | 0.1104               |
| 0.8246        | 16.0  | 240  | 0.7734          | 0.1002   | 0.0112            | 0.0382                     | 0.1257             | 0.1124               |
| 0.8043        | 17.0  | 255  | 0.7671          | 0.1006   | 0.0122            | 0.0386                     | 0.1243             | 0.1145               |
| 0.7839        | 18.0  | 270  | 0.7616          | 0.1011   | 0.0110            | 0.0373                     | 0.1283             | 0.1124               |
| 0.7932        | 19.0  | 285  | 0.7563          | 0.1024   | 0.0119            | 0.0383                     | 0.1310             | 0.1124               |
| 0.7798        | 20.0  | 300  | 0.7530          | 0.1009   | 0.0130            | 0.0434                     | 0.1257             | 0.1124               |
| 0.7689        | 21.0  | 315  | 0.7493          | 0.1009   | 0.0135            | 0.0434                     | 0.1257             | 0.1124               |
| 0.7757        | 22.0  | 330  | 0.7462          | 0.1020   | 0.0138            | 0.0433                     | 0.1283             | 0.1124               |
| 0.7679        | 23.0  | 345  | 0.7446          | 0.1023   | 0.0153            | 0.0442                     | 0.1283             | 0.1124               |
| 0.7679        | 24.0  | 360  | 0.7426          | 0.1008   | 0.0163            | 0.0447                     | 0.1243             | 0.1124               |
| 0.7886        | 25.0  | 375  | 0.7397          | 0.1046   | 0.0166            | 0.0446                     | 0.1296             | 0.1165               |
| 0.7568        | 26.0  | 390  | 0.7383          | 0.1073   | 0.0168            | 0.0449                     | 0.1323             | 0.1205               |
| 0.7432        | 27.0  | 405  | 0.7365          | 0.1070   | 0.0166            | 0.0449                     | 0.1296             | 0.1225               |
| 0.7523        | 28.0  | 420  | 0.7351          | 0.1095   | 0.0165            | 0.0434                     | 0.1323             | 0.1265               |
| 0.7378        | 29.0  | 435  | 0.7344          | 0.1059   | 0.0166            | 0.0450                     | 0.1270             | 0.1225               |
| 0.7356        | 30.0  | 450  | 0.7325          | 0.1081   | 0.0174            | 0.0450                     | 0.1323             | 0.1225               |
| 0.7371        | 31.0  | 465  | 0.7293          | 0.1103   | 0.0189            | 0.0460                     | 0.1349             | 0.1245               |
| 0.7336        | 32.0  | 480  | 0.7240          | 0.1100   | 0.0167            | 0.0435                     | 0.1376             | 0.1225               |
| 0.7262        | 33.0  | 495  | 0.7215          | 0.1092   | 0.0160            | 0.0435                     | 0.1376             | 0.1205               |
| 0.7369        | 34.0  | 510  | 0.7198          | 0.1082   | 0.0188            | 0.0440                     | 0.1283             | 0.1265               |
| 0.7189        | 35.0  | 525  | 0.7180          | 0.1081   | 0.0186            | 0.0438                     | 0.1323             | 0.1225               |
| 0.742         | 36.0  | 540  | 0.7164          | 0.1055   | 0.0191            | 0.0434                     | 0.1217             | 0.1265               |
| 0.7271        | 37.0  | 555  | 0.7164          | 0.1055   | 0.0191            | 0.0434                     | 0.1217             | 0.1265               |
| 0.7286        | 38.0  | 570  | 0.7157          | 0.1099   | 0.0193            | 0.0447                     | 0.1283             | 0.1305               |
| 0.7193        | 39.0  | 585  | 0.7144          | 0.1098   | 0.0193            | 0.0434                     | 0.1283             | 0.1305               |
| 0.7311        | 40.0  | 600  | 0.7143          | 0.1100   | 0.0197            | 0.0448                     | 0.1283             | 0.1305               |
| 0.7043        | 41.0  | 615  | 0.7142          | 0.1081   | 0.0195            | 0.0448                     | 0.1257             | 0.1285               |
| 0.7047        | 42.0  | 630  | 0.7141          | 0.1084   | 0.0187            | 0.0433                     | 0.1310             | 0.1245               |
| 0.7122        | 43.0  | 645  | 0.7140          | 0.1091   | 0.0197            | 0.0439                     | 0.1283             | 0.1285               |
| 0.7114        | 44.0  | 660  | 0.7142          | 0.1068   | 0.0188            | 0.0437                     | 0.1270             | 0.1245               |
| 0.711         | 45.0  | 675  | 0.7125          | 0.1100   | 0.0186            | 0.0434                     | 0.1310             | 0.1285               |
| 0.7023        | 46.0  | 690  | 0.7114          | 0.1092   | 0.0194            | 0.0433                     | 0.1310             | 0.1265               |
| 0.7063        | 47.0  | 705  | 0.7109          | 0.1122   | 0.0194            | 0.0431                     | 0.1362             | 0.1285               |
| 0.7007        | 48.0  | 720  | 0.7113          | 0.1129   | 0.0186            | 0.0432                     | 0.1362             | 0.1305               |
| 0.708         | 49.0  | 735  | 0.7098          | 0.1142   | 0.0179            | 0.0437                     | 0.1415             | 0.1285               |
| 0.6929        | 50.0  | 750  | 0.7101          | 0.1133   | 0.0179            | 0.0434                     | 0.1415             | 0.1265               |
| 0.7137        | 51.0  | 765  | 0.7094          | 0.1114   | 0.0190            | 0.0438                     | 0.1362             | 0.1265               |
| 0.7028        | 52.0  | 780  | 0.7091          | 0.1130   | 0.0198            | 0.0437                     | 0.1402             | 0.1265               |
| 0.7007        | 53.0  | 795  | 0.7077          | 0.1121   | 0.0177            | 0.0421                     | 0.1389             | 0.1265               |
| 0.67          | 54.0  | 810  | 0.7067          | 0.1137   | 0.0182            | 0.0416                     | 0.1389             | 0.1305               |
| 0.6943        | 55.0  | 825  | 0.7068          | 0.1137   | 0.0179            | 0.0419                     | 0.1389             | 0.1305               |
| 0.6936        | 56.0  | 840  | 0.7069          | 0.1123   | 0.0170            | 0.0417                     | 0.1376             | 0.1285               |
| 0.7031        | 57.0  | 855  | 0.7059          | 0.1151   | 0.0198            | 0.0456                     | 0.1389             | 0.1325               |
| 0.6822        | 58.0  | 870  | 0.7059          | 0.1124   | 0.0178            | 0.0422                     | 0.1376             | 0.1285               |
| 0.6981        | 59.0  | 885  | 0.7058          | 0.1147   | 0.0192            | 0.0420                     | 0.1389             | 0.1325               |
| 0.684         | 60.0  | 900  | 0.7062          | 0.1202   | 0.0216            | 0.0443                     | 0.1495             | 0.1345               |
| 0.6984        | 61.0  | 915  | 0.7056          | 0.1202   | 0.0216            | 0.0443                     | 0.1495             | 0.1345               |
| 0.683         | 62.0  | 930  | 0.7055          | 0.1147   | 0.0190            | 0.0421                     | 0.1389             | 0.1325               |
| 0.6836        | 63.0  | 945  | 0.7056          | 0.1166   | 0.0216            | 0.0432                     | 0.1429             | 0.1325               |
| 0.6753        | 64.0  | 960  | 0.7058          | 0.1132   | 0.0211            | 0.0439                     | 0.1402             | 0.1265               |
| 0.708         | 65.0  | 975  | 0.7046          | 0.1140   | 0.0190            | 0.0434                     | 0.1389             | 0.1305               |
| 0.6657        | 66.0  | 990  | 0.7060          | 0.1135   | 0.0179            | 0.0417                     | 0.1362             | 0.1325               |
| 0.6942        | 67.0  | 1005 | 0.7043          | 0.1183   | 0.0188            | 0.0415                     | 0.1402             | 0.1406               |
| 0.6873        | 68.0  | 1020 | 0.7036          | 0.1175   | 0.0179            | 0.0417                     | 0.1402             | 0.1386               |
| 0.6647        | 69.0  | 1035 | 0.7050          | 0.1161   | 0.0192            | 0.0428                     | 0.1442             | 0.1305               |
| 0.694         | 70.0  | 1050 | 0.7041          | 0.1180   | 0.0197            | 0.0428                     | 0.1429             | 0.1365               |
| 0.6727        | 71.0  | 1065 | 0.7035          | 0.1198   | 0.0207            | 0.0442                     | 0.1429             | 0.1406               |
| 0.6751        | 72.0  | 1080 | 0.7042          | 0.1132   | 0.0199            | 0.0449                     | 0.1362             | 0.1305               |
| 0.6812        | 73.0  | 1095 | 0.7038          | 0.1102   | 0.0187            | 0.0431                     | 0.1336             | 0.1265               |
| 0.6713        | 74.0  | 1110 | 0.7028          | 0.1055   | 0.0178            | 0.0396                     | 0.1270             | 0.1225               |
| 0.661         | 75.0  | 1125 | 0.7025          | 0.1101   | 0.0202            | 0.0431                     | 0.1349             | 0.1245               |
| 0.6753        | 76.0  | 1140 | 0.7031          | 0.1093   | 0.0202            | 0.0428                     | 0.1349             | 0.1225               |
| 0.6806        | 77.0  | 1155 | 0.7040          | 0.1105   | 0.0213            | 0.0464                     | 0.1429             | 0.1165               |
| 0.6524        | 78.0  | 1170 | 0.7050          | 0.1098   | 0.0196            | 0.0442                     | 0.1402             | 0.1185               |
| 0.6754        | 79.0  | 1185 | 0.7040          | 0.1070   | 0.0181            | 0.0415                     | 0.1362             | 0.1165               |
| 0.6592        | 80.0  | 1200 | 0.7025          | 0.1103   | 0.0180            | 0.0418                     | 0.1362             | 0.1245               |
| 0.6564        | 81.0  | 1215 | 0.7035          | 0.1037   | 0.0172            | 0.0380                     | 0.1270             | 0.1185               |
| 0.6651        | 82.0  | 1230 | 0.7049          | 0.1106   | 0.0237            | 0.0469                     | 0.1362             | 0.1225               |
| 0.6792        | 83.0  | 1245 | 0.7040          | 0.1102   | 0.0245            | 0.0487                     | 0.1429             | 0.1145               |
| 0.6638        | 84.0  | 1260 | 0.7010          | 0.1018   | 0.0205            | 0.0454                     | 0.1296             | 0.1084               |
| 0.6416        | 85.0  | 1275 | 0.7016          | 0.1042   | 0.0223            | 0.0463                     | 0.1310             | 0.1124               |
| 0.6478        | 86.0  | 1290 | 0.7020          | 0.1089   | 0.0232            | 0.0475                     | 0.1402             | 0.1145               |
| 0.6479        | 87.0  | 1305 | 0.7009          | 0.1110   | 0.0268            | 0.0512                     | 0.1336             | 0.1245               |
| 0.6558        | 88.0  | 1320 | 0.7000          | 0.1039   | 0.0226            | 0.0458                     | 0.1283             | 0.1145               |
| 0.6588        | 89.0  | 1335 | 0.6998          | 0.1136   | 0.0202            | 0.0434                     | 0.1415             | 0.1265               |
| 0.6573        | 90.0  | 1350 | 0.7010          | 0.1129   | 0.0211            | 0.0437                     | 0.1415             | 0.1245               |
| 0.647         | 91.0  | 1365 | 0.7000          | 0.1071   | 0.0238            | 0.0442                     | 0.1323             | 0.1185               |
| 0.6516        | 92.0  | 1380 | 0.7009          | 0.1096   | 0.0249            | 0.0443                     | 0.1323             | 0.1245               |
| 0.6366        | 93.0  | 1395 | 0.7018          | 0.1131   | 0.0243            | 0.0429                     | 0.1376             | 0.1285               |
| 0.6357        | 94.0  | 1410 | 0.7009          | 0.1038   | 0.0235            | 0.0434                     | 0.1243             | 0.1185               |
| 0.6573        | 95.0  | 1425 | 0.6996          | 0.1052   | 0.0207            | 0.0415                     | 0.1310             | 0.1165               |
| 0.6522        | 96.0  | 1440 | 0.7003          | 0.1092   | 0.0204            | 0.0420                     | 0.1349             | 0.1225               |
| 0.6454        | 97.0  | 1455 | 0.6997          | 0.1032   | 0.0213            | 0.0417                     | 0.1257             | 0.1165               |
| 0.643         | 98.0  | 1470 | 0.6993          | 0.1115   | 0.0252            | 0.0439                     | 0.1270             | 0.1345               |
| 0.6662        | 99.0  | 1485 | 0.6988          | 0.1056   | 0.0245            | 0.0443                     | 0.1243             | 0.1225               |
| 0.6524        | 100.0 | 1500 | 0.6981          | 0.1050   | 0.0226            | 0.0426                     | 0.1257             | 0.1205               |
| 0.6343        | 101.0 | 1515 | 0.6987          | 0.1050   | 0.0226            | 0.0426                     | 0.1257             | 0.1205               |
| 0.636         | 102.0 | 1530 | 0.6989          | 0.1072   | 0.0234            | 0.0424                     | 0.1230             | 0.1285               |
| 0.6475        | 103.0 | 1545 | 0.6989          | 0.1066   | 0.0244            | 0.0437                     | 0.1230             | 0.1265               |
| 0.6382        | 104.0 | 1560 | 0.6992          | 0.1096   | 0.0237            | 0.0424                     | 0.1310             | 0.1265               |
| 0.6373        | 105.0 | 1575 | 0.7005          | 0.1144   | 0.0247            | 0.0441                     | 0.1402             | 0.1285               |
| 0.649         | 106.0 | 1590 | 0.6991          | 0.1082   | 0.0221            | 0.0406                     | 0.1283             | 0.1265               |
| 0.6515        | 107.0 | 1605 | 0.6975          | 0.1058   | 0.0267            | 0.0494                     | 0.1230             | 0.1225               |
| 0.6315        | 108.0 | 1620 | 0.6985          | 0.1054   | 0.0281            | 0.0490                     | 0.1217             | 0.1225               |
| 0.6406        | 109.0 | 1635 | 0.6976          | 0.1083   | 0.0273            | 0.0477                     | 0.1296             | 0.1225               |
| 0.6528        | 110.0 | 1650 | 0.6974          | 0.1079   | 0.0247            | 0.0428                     | 0.1243             | 0.1285               |
| 0.6445        | 111.0 | 1665 | 0.6974          | 0.1064   | 0.0244            | 0.0442                     | 0.1164             | 0.1325               |
| 0.632         | 112.0 | 1680 | 0.6984          | 0.1056   | 0.0245            | 0.0441                     | 0.1164             | 0.1305               |
| 0.6251        | 113.0 | 1695 | 0.6986          | 0.1055   | 0.0241            | 0.0436                     | 0.1164             | 0.1305               |
| 0.6338        | 114.0 | 1710 | 0.6986          | 0.1069   | 0.0230            | 0.0420                     | 0.1204             | 0.1305               |
| 0.6397        | 115.0 | 1725 | 0.6972          | 0.1051   | 0.0234            | 0.0422                     | 0.1177             | 0.1285               |
| 0.6315        | 116.0 | 1740 | 0.6981          | 0.1066   | 0.0229            | 0.0420                     | 0.1177             | 0.1325               |
| 0.6301        | 117.0 | 1755 | 0.6980          | 0.1061   | 0.0216            | 0.0411                     | 0.1151             | 0.1345               |
| 0.6401        | 118.0 | 1770 | 0.6978          | 0.1049   | 0.0221            | 0.0413                     | 0.1138             | 0.1325               |
| 0.6317        | 119.0 | 1785 | 0.6983          | 0.1058   | 0.0214            | 0.0418                     | 0.1243             | 0.1245               |
| 0.6221        | 120.0 | 1800 | 0.6979          | 0.1075   | 0.0219            | 0.0420                     | 0.1243             | 0.1285               |
| 0.6216        | 121.0 | 1815 | 0.6970          | 0.1051   | 0.0215            | 0.0414                     | 0.1164             | 0.1305               |
| 0.6368        | 122.0 | 1830 | 0.6964          | 0.1064   | 0.0209            | 0.0425                     | 0.1217             | 0.1285               |
| 0.6406        | 123.0 | 1845 | 0.6974          | 0.1061   | 0.0220            | 0.0432                     | 0.1243             | 0.1245               |
| 0.6288        | 124.0 | 1860 | 0.6985          | 0.1049   | 0.0230            | 0.0438                     | 0.1190             | 0.1265               |
| 0.632         | 125.0 | 1875 | 0.6989          | 0.1059   | 0.0231            | 0.0434                     | 0.1217             | 0.1265               |
| 0.6217        | 126.0 | 1890 | 0.6989          | 0.1035   | 0.0201            | 0.0408                     | 0.1230             | 0.1205               |
| 0.6338        | 127.0 | 1905 | 0.6987          | 0.1023   | 0.0252            | 0.0475                     | 0.1190             | 0.1185               |
| 0.6242        | 128.0 | 1920 | 0.6991          | 0.1047   | 0.0231            | 0.0421                     | 0.1190             | 0.1265               |
| 0.6302        | 129.0 | 1935 | 0.6981          | 0.1046   | 0.0202            | 0.0413                     | 0.1257             | 0.1205               |
| 0.6195        | 130.0 | 1950 | 0.6988          | 0.1040   | 0.0202            | 0.0403                     | 0.1204             | 0.1245               |
| 0.6266        | 131.0 | 1965 | 0.6988          | 0.1024   | 0.0201            | 0.0408                     | 0.1243             | 0.1165               |
| 0.6268        | 132.0 | 1980 | 0.6992          | 0.1025   | 0.0193            | 0.0393                     | 0.1190             | 0.1225               |
| 0.6402        | 133.0 | 1995 | 0.6989          | 0.1051   | 0.0202            | 0.0407                     | 0.1270             | 0.1205               |
| 0.6081        | 134.0 | 2010 | 0.6984          | 0.1086   | 0.0222            | 0.0415                     | 0.1270             | 0.1285               |
| 0.6216        | 135.0 | 2025 | 0.6974          | 0.1086   | 0.0231            | 0.0441                     | 0.1323             | 0.1225               |
| 0.6307        | 136.0 | 2040 | 0.6980          | 0.1080   | 0.0215            | 0.0427                     | 0.1336             | 0.1205               |
| 0.6064        | 137.0 | 2055 | 0.6982          | 0.1099   | 0.0220            | 0.0418                     | 0.1323             | 0.1265               |
| 0.6345        | 138.0 | 2070 | 0.6976          | 0.1137   | 0.0252            | 0.0449                     | 0.1402             | 0.1265               |
| 0.6271        | 139.0 | 2085 | 0.6983          | 0.1172   | 0.0268            | 0.0513                     | 0.1429             | 0.1305               |
| 0.62          | 140.0 | 2100 | 0.6993          | 0.1172   | 0.0268            | 0.0513                     | 0.1429             | 0.1305               |
| 0.6299        | 141.0 | 2115 | 0.6977          | 0.1154   | 0.0253            | 0.0513                     | 0.1429             | 0.1265               |
| 0.6469        | 142.0 | 2130 | 0.6988          | 0.1172   | 0.0268            | 0.0513                     | 0.1429             | 0.1305               |
| 0.6255        | 143.0 | 2145 | 0.6984          | 0.1154   | 0.0253            | 0.0513                     | 0.1429             | 0.1265               |
| 0.6278        | 144.0 | 2160 | 0.6999          | 0.1147   | 0.0238            | 0.0504                     | 0.1376             | 0.1305               |
| 0.614         | 145.0 | 2175 | 0.7004          | 0.1172   | 0.0268            | 0.0513                     | 0.1429             | 0.1305               |
| 0.6298        | 146.0 | 2190 | 0.7005          | 0.1176   | 0.0279            | 0.0519                     | 0.1455             | 0.1285               |
| 0.6233        | 147.0 | 2205 | 0.6990          | 0.1164   | 0.0269            | 0.0512                     | 0.1429             | 0.1285               |
| 0.6132        | 148.0 | 2220 | 0.6990          | 0.1154   | 0.0251            | 0.0514                     | 0.1429             | 0.1265               |
| 0.6187        | 149.0 | 2235 | 0.7001          | 0.1133   | 0.0251            | 0.0514                     | 0.1376             | 0.1265               |
| 0.6074        | 150.0 | 2250 | 0.7004          | 0.1162   | 0.0251            | 0.0514                     | 0.1429             | 0.1285               |
| 0.6142        | 151.0 | 2265 | 0.7008          | 0.1180   | 0.0266            | 0.0514                     | 0.1429             | 0.1325               |
| 0.6244        | 152.0 | 2280 | 0.7006          | 0.1148   | 0.0274            | 0.0514                     | 0.1429             | 0.1245               |
| 0.6164        | 153.0 | 2295 | 0.6997          | 0.1116   | 0.0249            | 0.0505                     | 0.1336             | 0.1265               |
| 0.6143        | 154.0 | 2310 | 0.7002          | 0.1142   | 0.0249            | 0.0504                     | 0.1362             | 0.1305               |
| 0.6323        | 155.0 | 2325 | 0.6988          | 0.1165   | 0.0269            | 0.0499                     | 0.1376             | 0.1345               |
| 0.6363        | 156.0 | 2340 | 0.6991          | 0.1158   | 0.0281            | 0.0500                     | 0.1376             | 0.1325               |
| 0.6015        | 157.0 | 2355 | 0.6986          | 0.1145   | 0.0276            | 0.0504                     | 0.1362             | 0.1305               |
| 0.6247        | 158.0 | 2370 | 0.6992          | 0.1121   | 0.0278            | 0.0502                     | 0.1362             | 0.1245               |
| 0.619         | 159.0 | 2385 | 0.7004          | 0.1122   | 0.0299            | 0.0520                     | 0.1296             | 0.1305               |
| 0.6141        | 160.0 | 2400 | 0.6999          | 0.1119   | 0.0275            | 0.0503                     | 0.1257             | 0.1345               |
| 0.6113        | 161.0 | 2415 | 0.6994          | 0.1114   | 0.0263            | 0.0503                     | 0.1310             | 0.1285               |
| 0.6186        | 162.0 | 2430 | 0.6987          | 0.1067   | 0.0271            | 0.0506                     | 0.1310             | 0.1165               |
| 0.6398        | 163.0 | 2445 | 0.6980          | 0.1070   | 0.0264            | 0.0509                     | 0.1336             | 0.1145               |
| 0.6172        | 164.0 | 2460 | 0.6976          | 0.1081   | 0.0271            | 0.0508                     | 0.1323             | 0.1185               |
| 0.6034        | 165.0 | 2475 | 0.6980          | 0.1082   | 0.0253            | 0.0507                     | 0.1310             | 0.1205               |
| 0.6038        | 166.0 | 2490 | 0.6975          | 0.1075   | 0.0266            | 0.0507                     | 0.1310             | 0.1185               |
| 0.6037        | 167.0 | 2505 | 0.6995          | 0.1130   | 0.0295            | 0.0522                     | 0.1376             | 0.1245               |
| 0.6065        | 168.0 | 2520 | 0.7001          | 0.1111   | 0.0258            | 0.0506                     | 0.1362             | 0.1225               |
| 0.5938        | 169.0 | 2535 | 0.6995          | 0.1062   | 0.0268            | 0.0508                     | 0.1257             | 0.1205               |
| 0.6162        | 170.0 | 2550 | 0.6995          | 0.1062   | 0.0268            | 0.0508                     | 0.1257             | 0.1205               |
| 0.6208        | 171.0 | 2565 | 0.7002          | 0.1082   | 0.0261            | 0.0506                     | 0.1310             | 0.1205               |
| 0.6256        | 172.0 | 2580 | 0.7003          | 0.1096   | 0.0264            | 0.0508                     | 0.1362             | 0.1185               |
| 0.6152        | 173.0 | 2595 | 0.7002          | 0.1102   | 0.0267            | 0.0511                     | 0.1336             | 0.1225               |
| 0.6058        | 174.0 | 2610 | 0.7004          | 0.1097   | 0.0268            | 0.0511                     | 0.1323             | 0.1225               |
| 0.6016        | 175.0 | 2625 | 0.7012          | 0.1083   | 0.0262            | 0.0508                     | 0.1310             | 0.1205               |
| 0.6083        | 176.0 | 2640 | 0.7008          | 0.1088   | 0.0264            | 0.0508                     | 0.1323             | 0.1205               |
| 0.6056        | 177.0 | 2655 | 0.6999          | 0.1074   | 0.0257            | 0.0507                     | 0.1270             | 0.1225               |
| 0.5962        | 178.0 | 2670 | 0.6996          | 0.1074   | 0.0257            | 0.0507                     | 0.1270             | 0.1225               |
| 0.6246        | 179.0 | 2685 | 0.7003          | 0.1080   | 0.0269            | 0.0523                     | 0.1257             | 0.1245               |
| 0.5997        | 180.0 | 2700 | 0.7018          | 0.1073   | 0.0287            | 0.0522                     | 0.1257             | 0.1225               |
| 0.6065        | 181.0 | 2715 | 0.7015          | 0.1081   | 0.0284            | 0.0524                     | 0.1257             | 0.1245               |
| 0.6117        | 182.0 | 2730 | 0.7004          | 0.1079   | 0.0275            | 0.0512                     | 0.1257             | 0.1245               |
| 0.6017        | 183.0 | 2745 | 0.6998          | 0.1075   | 0.0263            | 0.0511                     | 0.1270             | 0.1225               |
| 0.599         | 184.0 | 2760 | 0.7004          | 0.1104   | 0.0262            | 0.0506                     | 0.1323             | 0.1245               |
| 0.5937        | 185.0 | 2775 | 0.6998          | 0.1103   | 0.0258            | 0.0505                     | 0.1323             | 0.1245               |
| 0.6019        | 186.0 | 2790 | 0.6993          | 0.1083   | 0.0262            | 0.0508                     | 0.1310             | 0.1205               |
| 0.5897        | 187.0 | 2805 | 0.6995          | 0.1048   | 0.0261            | 0.0509                     | 0.1283             | 0.1145               |
| 0.6161        | 188.0 | 2820 | 0.7005          | 0.1092   | 0.0269            | 0.0511                     | 0.1310             | 0.1225               |
| 0.6132        | 189.0 | 2835 | 0.7008          | 0.1105   | 0.0268            | 0.0511                     | 0.1323             | 0.1245               |
| 0.6085        | 190.0 | 2850 | 0.7000          | 0.1105   | 0.0268            | 0.0511                     | 0.1323             | 0.1245               |
| 0.6144        | 191.0 | 2865 | 0.7011          | 0.1105   | 0.0271            | 0.0512                     | 0.1323             | 0.1245               |
| 0.5996        | 192.0 | 2880 | 0.7012          | 0.1090   | 0.0277            | 0.0510                     | 0.1323             | 0.1205               |
| 0.6081        | 193.0 | 2895 | 0.7022          | 0.1109   | 0.0283            | 0.0511                     | 0.1310             | 0.1265               |
| 0.5868        | 194.0 | 2910 | 0.7022          | 0.1122   | 0.0282            | 0.0511                     | 0.1323             | 0.1285               |
| 0.6058        | 195.0 | 2925 | 0.7015          | 0.1115   | 0.0288            | 0.0512                     | 0.1323             | 0.1265               |
| 0.6124        | 196.0 | 2940 | 0.7011          | 0.1115   | 0.0288            | 0.0512                     | 0.1323             | 0.1265               |
| 0.6055        | 197.0 | 2955 | 0.7010          | 0.1117   | 0.0285            | 0.0512                     | 0.1310             | 0.1285               |
| 0.5899        | 198.0 | 2970 | 0.7012          | 0.1117   | 0.0285            | 0.0512                     | 0.1310             | 0.1285               |
| 0.5891        | 199.0 | 2985 | 0.7016          | 0.1123   | 0.0286            | 0.0512                     | 0.1323             | 0.1285               |
| 0.5934        | 200.0 | 3000 | 0.7024          | 0.1085   | 0.0285            | 0.0510                     | 0.1270             | 0.1245               |
| 0.5982        | 201.0 | 3015 | 0.7006          | 0.1137   | 0.0289            | 0.0514                     | 0.1336             | 0.1305               |
| 0.5938        | 202.0 | 3030 | 0.7005          | 0.1094   | 0.0300            | 0.0524                     | 0.1243             | 0.1285               |
| 0.6007        | 203.0 | 3045 | 0.7002          | 0.1074   | 0.0277            | 0.0512                     | 0.1243             | 0.1245               |
| 0.5911        | 204.0 | 3060 | 0.7011          | 0.1080   | 0.0284            | 0.0510                     | 0.1257             | 0.1245               |
| 0.6121        | 205.0 | 3075 | 0.7022          | 0.1072   | 0.0286            | 0.0510                     | 0.1257             | 0.1225               |
| 0.5937        | 206.0 | 3090 | 0.7016          | 0.1018   | 0.0277            | 0.0510                     | 0.1204             | 0.1145               |
| 0.5959        | 207.0 | 3105 | 0.7016          | 0.1086   | 0.0289            | 0.0511                     | 0.1270             | 0.1245               |
| 0.5881        | 208.0 | 3120 | 0.7010          | 0.1103   | 0.0295            | 0.0514                     | 0.1270             | 0.1285               |
| 0.593         | 209.0 | 3135 | 0.7006          | 0.1072   | 0.0281            | 0.0511                     | 0.1257             | 0.1225               |
| 0.5944        | 210.0 | 3150 | 0.6999          | 0.1094   | 0.0293            | 0.0512                     | 0.1270             | 0.1265               |
| 0.5927        | 211.0 | 3165 | 0.7009          | 0.1095   | 0.0299            | 0.0512                     | 0.1270             | 0.1265               |
| 0.5917        | 212.0 | 3180 | 0.7013          | 0.1057   | 0.0287            | 0.0522                     | 0.1257             | 0.1185               |
| 0.5993        | 213.0 | 3195 | 0.7009          | 0.1063   | 0.0272            | 0.0511                     | 0.1257             | 0.1205               |
| 0.5977        | 214.0 | 3210 | 0.7009          | 0.1071   | 0.0274            | 0.0511                     | 0.1257             | 0.1225               |
| 0.5917        | 215.0 | 3225 | 0.7017          | 0.1073   | 0.0288            | 0.0511                     | 0.1257             | 0.1225               |
| 0.5935        | 216.0 | 3240 | 0.7022          | 0.1089   | 0.0305            | 0.0522                     | 0.1270             | 0.1245               |
| 0.5939        | 217.0 | 3255 | 0.7020          | 0.1067   | 0.0304            | 0.0522                     | 0.1257             | 0.1205               |
| 0.5835        | 218.0 | 3270 | 0.7023          | 0.1095   | 0.0298            | 0.0509                     | 0.1270             | 0.1265               |
| 0.5828        | 219.0 | 3285 | 0.7026          | 0.1068   | 0.0290            | 0.0512                     | 0.1243             | 0.1225               |
| 0.5855        | 220.0 | 3300 | 0.7029          | 0.1068   | 0.0290            | 0.0512                     | 0.1243             | 0.1225               |
| 0.5924        | 221.0 | 3315 | 0.7026          | 0.1068   | 0.0290            | 0.0512                     | 0.1243             | 0.1225               |
| 0.5895        | 222.0 | 3330 | 0.7016          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5998        | 223.0 | 3345 | 0.7014          | 0.1095   | 0.0298            | 0.0512                     | 0.1270             | 0.1265               |
| 0.595         | 224.0 | 3360 | 0.7019          | 0.1095   | 0.0298            | 0.0512                     | 0.1270             | 0.1265               |
| 0.5926        | 225.0 | 3375 | 0.7029          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5812        | 226.0 | 3390 | 0.7029          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5889        | 227.0 | 3405 | 0.7024          | 0.1103   | 0.0300            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5933        | 228.0 | 3420 | 0.7030          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5943        | 229.0 | 3435 | 0.7035          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.596         | 230.0 | 3450 | 0.7025          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5959        | 231.0 | 3465 | 0.7017          | 0.1066   | 0.0272            | 0.0510                     | 0.1243             | 0.1225               |
| 0.591         | 232.0 | 3480 | 0.7019          | 0.1083   | 0.0286            | 0.0510                     | 0.1243             | 0.1265               |
| 0.5849        | 233.0 | 3495 | 0.7016          | 0.1109   | 0.0286            | 0.0508                     | 0.1270             | 0.1305               |
| 0.6031        | 234.0 | 3510 | 0.7030          | 0.1082   | 0.0299            | 0.0512                     | 0.1257             | 0.1245               |
| 0.5745        | 235.0 | 3525 | 0.7037          | 0.1091   | 0.0302            | 0.0524                     | 0.1257             | 0.1265               |
| 0.5805        | 236.0 | 3540 | 0.7035          | 0.1113   | 0.0297            | 0.0503                     | 0.1296             | 0.1285               |
| 0.583         | 237.0 | 3555 | 0.7032          | 0.1113   | 0.0297            | 0.0503                     | 0.1296             | 0.1285               |
| 0.5902        | 238.0 | 3570 | 0.7026          | 0.1102   | 0.0294            | 0.0499                     | 0.1230             | 0.1325               |
| 0.5877        | 239.0 | 3585 | 0.7025          | 0.1113   | 0.0297            | 0.0503                     | 0.1296             | 0.1285               |
| 0.5915        | 240.0 | 3600 | 0.7023          | 0.1113   | 0.0297            | 0.0503                     | 0.1296             | 0.1285               |
| 0.582         | 241.0 | 3615 | 0.7015          | 0.1093   | 0.0288            | 0.0503                     | 0.1270             | 0.1265               |
| 0.5928        | 242.0 | 3630 | 0.7022          | 0.1107   | 0.0299            | 0.0503                     | 0.1283             | 0.1285               |
| 0.5833        | 243.0 | 3645 | 0.7028          | 0.1136   | 0.0288            | 0.0511                     | 0.1336             | 0.1305               |
| 0.5871        | 244.0 | 3660 | 0.7034          | 0.1130   | 0.0297            | 0.0514                     | 0.1336             | 0.1285               |
| 0.5824        | 245.0 | 3675 | 0.7036          | 0.1124   | 0.0295            | 0.0512                     | 0.1323             | 0.1285               |
| 0.591         | 246.0 | 3690 | 0.7036          | 0.1103   | 0.0300            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5856        | 247.0 | 3705 | 0.7030          | 0.1103   | 0.0300            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5972        | 248.0 | 3720 | 0.7025          | 0.1087   | 0.0300            | 0.0512                     | 0.1270             | 0.1245               |
| 0.5867        | 249.0 | 3735 | 0.7029          | 0.1087   | 0.0299            | 0.0512                     | 0.1270             | 0.1245               |
| 0.5939        | 250.0 | 3750 | 0.7031          | 0.1077   | 0.0299            | 0.0513                     | 0.1243             | 0.1245               |
| 0.5738        | 251.0 | 3765 | 0.7032          | 0.1087   | 0.0299            | 0.0512                     | 0.1270             | 0.1245               |
| 0.5847        | 252.0 | 3780 | 0.7031          | 0.1103   | 0.0299            | 0.0512                     | 0.1270             | 0.1285               |
| 0.5909        | 253.0 | 3795 | 0.7030          | 0.1039   | 0.0295            | 0.0510                     | 0.1190             | 0.1205               |
| 0.5749        | 254.0 | 3810 | 0.7030          | 0.1039   | 0.0295            | 0.0510                     | 0.1190             | 0.1205               |
| 0.5915        | 255.0 | 3825 | 0.7024          | 0.1039   | 0.0295            | 0.0510                     | 0.1190             | 0.1205               |
| 0.5804        | 256.0 | 3840 | 0.7023          | 0.1046   | 0.0286            | 0.0508                     | 0.1190             | 0.1225               |
| 0.5958        | 257.0 | 3855 | 0.7021          | 0.1084   | 0.0290            | 0.0512                     | 0.1243             | 0.1265               |
| 0.5797        | 258.0 | 3870 | 0.7020          | 0.1098   | 0.0301            | 0.0512                     | 0.1257             | 0.1285               |
| 0.5936        | 259.0 | 3885 | 0.7015          | 0.1082   | 0.0301            | 0.0512                     | 0.1257             | 0.1245               |
| 0.5871        | 260.0 | 3900 | 0.7016          | 0.1061   | 0.0300            | 0.0510                     | 0.1204             | 0.1245               |
| 0.5802        | 261.0 | 3915 | 0.7021          | 0.1081   | 0.0296            | 0.0510                     | 0.1257             | 0.1245               |
| 0.5857        | 262.0 | 3930 | 0.7020          | 0.1055   | 0.0301            | 0.0514                     | 0.1230             | 0.1205               |
| 0.5717        | 263.0 | 3945 | 0.7019          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5895        | 264.0 | 3960 | 0.7020          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5766        | 265.0 | 3975 | 0.7020          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5883        | 266.0 | 3990 | 0.7022          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5707        | 267.0 | 4005 | 0.7023          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5894        | 268.0 | 4020 | 0.7020          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5959        | 269.0 | 4035 | 0.7024          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5691        | 270.0 | 4050 | 0.7026          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5847        | 271.0 | 4065 | 0.7024          | 0.1038   | 0.0296            | 0.0510                     | 0.1230             | 0.1165               |
| 0.5788        | 272.0 | 4080 | 0.7026          | 0.1065   | 0.0296            | 0.0509                     | 0.1257             | 0.1205               |
| 0.5821        | 273.0 | 4095 | 0.7028          | 0.1038   | 0.0296            | 0.0510                     | 0.1230             | 0.1165               |
| 0.5674        | 274.0 | 4110 | 0.7032          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5632        | 275.0 | 4125 | 0.7033          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5814        | 276.0 | 4140 | 0.7033          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5994        | 277.0 | 4155 | 0.7034          | 0.1018   | 0.0300            | 0.0511                     | 0.1177             | 0.1165               |
| 0.5818        | 278.0 | 4170 | 0.7035          | 0.1018   | 0.0300            | 0.0511                     | 0.1177             | 0.1165               |
| 0.5816        | 279.0 | 4185 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5773        | 280.0 | 4200 | 0.7035          | 0.1044   | 0.0300            | 0.0509                     | 0.1204             | 0.1205               |
| 0.5881        | 281.0 | 4215 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5785        | 282.0 | 4230 | 0.7034          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5813        | 283.0 | 4245 | 0.7033          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5909        | 284.0 | 4260 | 0.7034          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5897        | 285.0 | 4275 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5858        | 286.0 | 4290 | 0.7036          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5839        | 287.0 | 4305 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5845        | 288.0 | 4320 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5775        | 289.0 | 4335 | 0.7035          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5704        | 290.0 | 4350 | 0.7036          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5654        | 291.0 | 4365 | 0.7037          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5729        | 292.0 | 4380 | 0.7037          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5875        | 293.0 | 4395 | 0.7037          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5933        | 294.0 | 4410 | 0.7038          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5776        | 295.0 | 4425 | 0.7037          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5809        | 296.0 | 4440 | 0.7038          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.589         | 297.0 | 4455 | 0.7037          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5837        | 298.0 | 4470 | 0.7038          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.592         | 299.0 | 4485 | 0.7038          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |
| 0.5738        | 300.0 | 4500 | 0.7038          | 0.1018   | 0.0300            | 0.0510                     | 0.1177             | 0.1165               |


### Framework versions

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