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_0
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_0

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: 0.6994
- Codebleu: 0.1350
- Ngram Match Score: 0.0351
- Weighted Ngram Match Score: 0.0639
- Syntax Match Score: 0.1601
- Dataflow Match Score: 0.1526

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9778        | 1.0   | 15   | 0.9248          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9683        | 2.0   | 30   | 0.9242          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9758        | 3.0   | 45   | 0.9228          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9421        | 4.0   | 60   | 0.9196          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9556        | 5.0   | 75   | 0.9125          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9567        | 6.0   | 90   | 0.8998          | 0.0297   | 0.0001            | 0.0144                     | 0.0265             | 0.0442               |
| 0.9412        | 7.0   | 105  | 0.8821          | 0.0537   | 0.0023            | 0.0263                     | 0.0569             | 0.0703               |
| 0.9043        | 8.0   | 120  | 0.8647          | 0.0930   | 0.0202            | 0.0477                     | 0.1111             | 0.1044               |
| 0.8851        | 9.0   | 135  | 0.8515          | 0.1011   | 0.0203            | 0.0490                     | 0.1230             | 0.1124               |
| 0.878         | 10.0  | 150  | 0.8363          | 0.0954   | 0.0225            | 0.0514                     | 0.1217             | 0.0984               |
| 0.8601        | 11.0  | 165  | 0.8153          | 0.0947   | 0.0227            | 0.0517                     | 0.1217             | 0.0964               |
| 0.8547        | 12.0  | 180  | 0.7934          | 0.0953   | 0.0238            | 0.0541                     | 0.1204             | 0.0984               |
| 0.8254        | 13.0  | 195  | 0.7745          | 0.0920   | 0.0263            | 0.0608                     | 0.1098             | 0.0984               |
| 0.7997        | 14.0  | 210  | 0.7539          | 0.1058   | 0.0253            | 0.0617                     | 0.1243             | 0.1185               |
| 0.8099        | 15.0  | 225  | 0.7448          | 0.1049   | 0.0201            | 0.0496                     | 0.1243             | 0.1205               |
| 0.8184        | 16.0  | 240  | 0.7410          | 0.1078   | 0.0189            | 0.0510                     | 0.1296             | 0.1225               |
| 0.7977        | 17.0  | 255  | 0.7376          | 0.1029   | 0.0163            | 0.0521                     | 0.1296             | 0.1104               |
| 0.7769        | 18.0  | 270  | 0.7353          | 0.1025   | 0.0172            | 0.0476                     | 0.1257             | 0.1145               |
| 0.7865        | 19.0  | 285  | 0.7307          | 0.1004   | 0.0176            | 0.0474                     | 0.1243             | 0.1104               |
| 0.7784        | 20.0  | 300  | 0.7278          | 0.1036   | 0.0160            | 0.0440                     | 0.1336             | 0.1104               |
| 0.7658        | 21.0  | 315  | 0.7254          | 0.1052   | 0.0159            | 0.0438                     | 0.1336             | 0.1145               |
| 0.7704        | 22.0  | 330  | 0.7236          | 0.0998   | 0.0157            | 0.0427                     | 0.1164             | 0.1185               |
| 0.7656        | 23.0  | 345  | 0.7224          | 0.0988   | 0.0141            | 0.0422                     | 0.1204             | 0.1124               |
| 0.7706        | 24.0  | 360  | 0.7191          | 0.1072   | 0.0158            | 0.0425                     | 0.1310             | 0.1225               |
| 0.7921        | 25.0  | 375  | 0.7193          | 0.1069   | 0.0163            | 0.0444                     | 0.1257             | 0.1265               |
| 0.7637        | 26.0  | 390  | 0.7184          | 0.1034   | 0.0152            | 0.0420                     | 0.1217             | 0.1225               |
| 0.7533        | 27.0  | 405  | 0.7178          | 0.1035   | 0.0167            | 0.0415                     | 0.1217             | 0.1225               |
| 0.7633        | 28.0  | 420  | 0.7170          | 0.1002   | 0.0161            | 0.0412                     | 0.1177             | 0.1185               |
| 0.7463        | 29.0  | 435  | 0.7162          | 0.1016   | 0.0149            | 0.0408                     | 0.1217             | 0.1185               |
| 0.7437        | 30.0  | 450  | 0.7157          | 0.0969   | 0.0137            | 0.0371                     | 0.1151             | 0.1145               |
| 0.7547        | 31.0  | 465  | 0.7151          | 0.0977   | 0.0140            | 0.0371                     | 0.1151             | 0.1165               |
| 0.7491        | 32.0  | 480  | 0.7146          | 0.0977   | 0.0140            | 0.0367                     | 0.1151             | 0.1165               |
| 0.7366        | 33.0  | 495  | 0.7130          | 0.1036   | 0.0162            | 0.0405                     | 0.1204             | 0.1245               |
| 0.7538        | 34.0  | 510  | 0.7127          | 0.1067   | 0.0149            | 0.0407                     | 0.1204             | 0.1325               |
| 0.7358        | 35.0  | 525  | 0.7121          | 0.1084   | 0.0208            | 0.0491                     | 0.1230             | 0.1305               |
| 0.7591        | 36.0  | 540  | 0.7124          | 0.1037   | 0.0182            | 0.0474                     | 0.1164             | 0.1265               |
| 0.739         | 37.0  | 555  | 0.7125          | 0.1059   | 0.0184            | 0.0474                     | 0.1177             | 0.1305               |
| 0.7451        | 38.0  | 570  | 0.7127          | 0.1059   | 0.0184            | 0.0474                     | 0.1177             | 0.1305               |
| 0.7433        | 39.0  | 585  | 0.7111          | 0.1060   | 0.0195            | 0.0474                     | 0.1177             | 0.1305               |
| 0.7517        | 40.0  | 600  | 0.7108          | 0.1116   | 0.0210            | 0.0491                     | 0.1270             | 0.1345               |
| 0.7367        | 41.0  | 615  | 0.7098          | 0.1116   | 0.0210            | 0.0491                     | 0.1270             | 0.1345               |
| 0.7319        | 42.0  | 630  | 0.7098          | 0.1123   | 0.0185            | 0.0478                     | 0.1257             | 0.1386               |
| 0.7396        | 43.0  | 645  | 0.7096          | 0.1104   | 0.0201            | 0.0478                     | 0.1204             | 0.1386               |
| 0.7425        | 44.0  | 660  | 0.7089          | 0.1085   | 0.0186            | 0.0474                     | 0.1243             | 0.1305               |
| 0.7362        | 45.0  | 675  | 0.7095          | 0.1016   | 0.0152            | 0.0394                     | 0.1138             | 0.1265               |
| 0.7304        | 46.0  | 690  | 0.7085          | 0.1031   | 0.0150            | 0.0391                     | 0.1177             | 0.1265               |
| 0.7326        | 47.0  | 705  | 0.7083          | 0.1091   | 0.0161            | 0.0395                     | 0.1204             | 0.1386               |
| 0.7377        | 48.0  | 720  | 0.7079          | 0.1140   | 0.0180            | 0.0410                     | 0.1296             | 0.1406               |
| 0.7423        | 49.0  | 735  | 0.7072          | 0.1140   | 0.0180            | 0.0410                     | 0.1296             | 0.1406               |
| 0.7182        | 50.0  | 750  | 0.7074          | 0.0997   | 0.0166            | 0.0407                     | 0.1124             | 0.1225               |
| 0.7473        | 51.0  | 765  | 0.7081          | 0.1083   | 0.0199            | 0.0491                     | 0.1230             | 0.1305               |
| 0.7365        | 52.0  | 780  | 0.7082          | 0.1067   | 0.0198            | 0.0487                     | 0.1230             | 0.1265               |
| 0.7367        | 53.0  | 795  | 0.7077          | 0.1018   | 0.0164            | 0.0405                     | 0.1177             | 0.1225               |
| 0.7067        | 54.0  | 810  | 0.7067          | 0.1105   | 0.0160            | 0.0375                     | 0.1243             | 0.1386               |
| 0.7302        | 55.0  | 825  | 0.7067          | 0.1086   | 0.0145            | 0.0354                     | 0.1204             | 0.1386               |
| 0.729         | 56.0  | 840  | 0.7079          | 0.1047   | 0.0133            | 0.0353                     | 0.1190             | 0.1305               |
| 0.7382        | 57.0  | 855  | 0.7066          | 0.1103   | 0.0143            | 0.0370                     | 0.1243             | 0.1386               |
| 0.7233        | 58.0  | 870  | 0.7065          | 0.1086   | 0.0143            | 0.0367                     | 0.1243             | 0.1345               |
| 0.7334        | 59.0  | 885  | 0.7057          | 0.1094   | 0.0170            | 0.0412                     | 0.1164             | 0.1426               |
| 0.7169        | 60.0  | 900  | 0.7062          | 0.1096   | 0.0163            | 0.0412                     | 0.1190             | 0.1406               |
| 0.7346        | 61.0  | 915  | 0.7070          | 0.1109   | 0.0168            | 0.0409                     | 0.1204             | 0.1426               |
| 0.7251        | 62.0  | 930  | 0.7072          | 0.1168   | 0.0181            | 0.0427                     | 0.1362             | 0.1406               |
| 0.7278        | 63.0  | 945  | 0.7070          | 0.1136   | 0.0209            | 0.0484                     | 0.1362             | 0.1305               |
| 0.712         | 64.0  | 960  | 0.7083          | 0.1072   | 0.0198            | 0.0467                     | 0.1270             | 0.1245               |
| 0.743         | 65.0  | 975  | 0.7061          | 0.1101   | 0.0190            | 0.0466                     | 0.1283             | 0.1305               |
| 0.7102        | 66.0  | 990  | 0.7056          | 0.1193   | 0.0213            | 0.0510                     | 0.1415             | 0.1386               |
| 0.7288        | 67.0  | 1005 | 0.7056          | 0.1155   | 0.0198            | 0.0489                     | 0.1310             | 0.1406               |
| 0.7242        | 68.0  | 1020 | 0.7072          | 0.1125   | 0.0219            | 0.0548                     | 0.1296             | 0.1325               |
| 0.7091        | 69.0  | 1035 | 0.7076          | 0.1106   | 0.0188            | 0.0467                     | 0.1296             | 0.1305               |
| 0.7311        | 70.0  | 1050 | 0.7082          | 0.1099   | 0.0213            | 0.0484                     | 0.1349             | 0.1225               |
| 0.7188        | 71.0  | 1065 | 0.7056          | 0.1137   | 0.0215            | 0.0487                     | 0.1362             | 0.1305               |
| 0.7194        | 72.0  | 1080 | 0.7059          | 0.1069   | 0.0188            | 0.0466                     | 0.1243             | 0.1265               |
| 0.7268        | 73.0  | 1095 | 0.7077          | 0.1077   | 0.0181            | 0.0450                     | 0.1270             | 0.1265               |
| 0.7119        | 74.0  | 1110 | 0.7075          | 0.1074   | 0.0223            | 0.0510                     | 0.1296             | 0.1205               |
| 0.7057        | 75.0  | 1125 | 0.7048          | 0.1099   | 0.0236            | 0.0511                     | 0.1257             | 0.1305               |
| 0.7181        | 76.0  | 1140 | 0.7049          | 0.1068   | 0.0203            | 0.0466                     | 0.1177             | 0.1325               |
| 0.7308        | 77.0  | 1155 | 0.7048          | 0.1048   | 0.0187            | 0.0446                     | 0.1177             | 0.1285               |
| 0.7007        | 78.0  | 1170 | 0.7053          | 0.1064   | 0.0159            | 0.0388                     | 0.1177             | 0.1345               |
| 0.7154        | 79.0  | 1185 | 0.7066          | 0.1057   | 0.0208            | 0.0483                     | 0.1204             | 0.1265               |
| 0.7035        | 80.0  | 1200 | 0.7051          | 0.1128   | 0.0229            | 0.0510                     | 0.1310             | 0.1325               |
| 0.7099        | 81.0  | 1215 | 0.7050          | 0.1075   | 0.0185            | 0.0446                     | 0.1204             | 0.1325               |
| 0.7137        | 82.0  | 1230 | 0.7055          | 0.1077   | 0.0185            | 0.0448                     | 0.1230             | 0.1305               |
| 0.7269        | 83.0  | 1245 | 0.7072          | 0.1087   | 0.0215            | 0.0471                     | 0.1362             | 0.1185               |
| 0.7166        | 84.0  | 1260 | 0.7053          | 0.1103   | 0.0193            | 0.0452                     | 0.1270             | 0.1325               |
| 0.6942        | 85.0  | 1275 | 0.7059          | 0.1103   | 0.0260            | 0.0552                     | 0.1349             | 0.1205               |
| 0.6987        | 86.0  | 1290 | 0.7064          | 0.1141   | 0.0246            | 0.0547                     | 0.1389             | 0.1265               |
| 0.6974        | 87.0  | 1305 | 0.7045          | 0.1102   | 0.0224            | 0.0524                     | 0.1283             | 0.1285               |
| 0.7072        | 88.0  | 1320 | 0.7053          | 0.1111   | 0.0208            | 0.0473                     | 0.1402             | 0.1205               |
| 0.7135        | 89.0  | 1335 | 0.7059          | 0.1125   | 0.0239            | 0.0529                     | 0.1415             | 0.1205               |
| 0.7088        | 90.0  | 1350 | 0.7061          | 0.1122   | 0.0252            | 0.0567                     | 0.1336             | 0.1265               |
| 0.7041        | 91.0  | 1365 | 0.7043          | 0.1115   | 0.0267            | 0.0618                     | 0.1362             | 0.1205               |
| 0.7009        | 92.0  | 1380 | 0.7046          | 0.1160   | 0.0295            | 0.0635                     | 0.1442             | 0.1225               |
| 0.6914        | 93.0  | 1395 | 0.7042          | 0.1091   | 0.0238            | 0.0539                     | 0.1389             | 0.1145               |
| 0.6884        | 94.0  | 1410 | 0.7051          | 0.1113   | 0.0258            | 0.0576                     | 0.1429             | 0.1145               |
| 0.7089        | 95.0  | 1425 | 0.7045          | 0.1065   | 0.0227            | 0.0522                     | 0.1310             | 0.1165               |
| 0.7051        | 96.0  | 1440 | 0.7063          | 0.1097   | 0.0262            | 0.0576                     | 0.1389             | 0.1145               |
| 0.7027        | 97.0  | 1455 | 0.7056          | 0.1120   | 0.0258            | 0.0545                     | 0.1415             | 0.1185               |
| 0.697         | 98.0  | 1470 | 0.7051          | 0.1072   | 0.0249            | 0.0545                     | 0.1336             | 0.1145               |
| 0.7217        | 99.0  | 1485 | 0.7049          | 0.1088   | 0.0250            | 0.0545                     | 0.1376             | 0.1145               |
| 0.7076        | 100.0 | 1500 | 0.7051          | 0.1113   | 0.0263            | 0.0576                     | 0.1429             | 0.1145               |
| 0.695         | 101.0 | 1515 | 0.7057          | 0.1148   | 0.0269            | 0.0574                     | 0.1455             | 0.1205               |
| 0.6938        | 102.0 | 1530 | 0.7034          | 0.1172   | 0.0254            | 0.0537                     | 0.1508             | 0.1225               |
| 0.7062        | 103.0 | 1545 | 0.7038          | 0.1189   | 0.0261            | 0.0537                     | 0.1508             | 0.1265               |
| 0.7021        | 104.0 | 1560 | 0.7047          | 0.1140   | 0.0263            | 0.0544                     | 0.1402             | 0.1245               |
| 0.6899        | 105.0 | 1575 | 0.7056          | 0.1225   | 0.0299            | 0.0596                     | 0.1534             | 0.1305               |
| 0.7043        | 106.0 | 1590 | 0.7051          | 0.1190   | 0.0276            | 0.0558                     | 0.1481             | 0.1285               |
| 0.7015        | 107.0 | 1605 | 0.7071          | 0.1145   | 0.0273            | 0.0559                     | 0.1429             | 0.1225               |
| 0.6897        | 108.0 | 1620 | 0.7065          | 0.1208   | 0.0287            | 0.0595                     | 0.1534             | 0.1265               |
| 0.6929        | 109.0 | 1635 | 0.7055          | 0.1174   | 0.0273            | 0.0557                     | 0.1481             | 0.1245               |
| 0.7034        | 110.0 | 1650 | 0.7053          | 0.1145   | 0.0273            | 0.0559                     | 0.1429             | 0.1225               |
| 0.7035        | 111.0 | 1665 | 0.7041          | 0.1145   | 0.0273            | 0.0559                     | 0.1429             | 0.1225               |
| 0.6863        | 112.0 | 1680 | 0.7047          | 0.1208   | 0.0292            | 0.0595                     | 0.1534             | 0.1265               |
| 0.6873        | 113.0 | 1695 | 0.7038          | 0.1149   | 0.0257            | 0.0540                     | 0.1429             | 0.1245               |
| 0.6998        | 114.0 | 1710 | 0.7033          | 0.1174   | 0.0276            | 0.0560                     | 0.1481             | 0.1245               |
| 0.7041        | 115.0 | 1725 | 0.7016          | 0.1112   | 0.0205            | 0.0454                     | 0.1349             | 0.1265               |
| 0.697         | 116.0 | 1740 | 0.7040          | 0.1161   | 0.0273            | 0.0559                     | 0.1429             | 0.1265               |
| 0.6863        | 117.0 | 1755 | 0.7057          | 0.1165   | 0.0268            | 0.0553                     | 0.1481             | 0.1225               |
| 0.7015        | 118.0 | 1770 | 0.7052          | 0.1148   | 0.0260            | 0.0555                     | 0.1481             | 0.1185               |
| 0.6919        | 119.0 | 1785 | 0.7055          | 0.1148   | 0.0262            | 0.0555                     | 0.1481             | 0.1185               |
| 0.6857        | 120.0 | 1800 | 0.7049          | 0.1148   | 0.0260            | 0.0555                     | 0.1481             | 0.1185               |
| 0.6829        | 121.0 | 1815 | 0.7053          | 0.1171   | 0.0288            | 0.0594                     | 0.1402             | 0.1305               |
| 0.7007        | 122.0 | 1830 | 0.7028          | 0.1205   | 0.0299            | 0.0629                     | 0.1455             | 0.1325               |
| 0.7041        | 123.0 | 1845 | 0.7058          | 0.1235   | 0.0306            | 0.0576                     | 0.1521             | 0.1345               |
| 0.6939        | 124.0 | 1860 | 0.7043          | 0.1148   | 0.0264            | 0.0554                     | 0.1481             | 0.1185               |
| 0.6945        | 125.0 | 1875 | 0.7029          | 0.1133   | 0.0260            | 0.0557                     | 0.1402             | 0.1225               |
| 0.681         | 126.0 | 1890 | 0.7043          | 0.1141   | 0.0271            | 0.0551                     | 0.1402             | 0.1245               |
| 0.6916        | 127.0 | 1905 | 0.7052          | 0.1192   | 0.0322            | 0.0634                     | 0.1455             | 0.1285               |
| 0.6916        | 128.0 | 1920 | 0.7043          | 0.1117   | 0.0293            | 0.0559                     | 0.1376             | 0.1205               |
| 0.689         | 129.0 | 1935 | 0.7029          | 0.1186   | 0.0322            | 0.0634                     | 0.1481             | 0.1245               |
| 0.6796        | 130.0 | 1950 | 0.7044          | 0.1202   | 0.0324            | 0.0634                     | 0.1481             | 0.1285               |
| 0.6913        | 131.0 | 1965 | 0.7036          | 0.1186   | 0.0324            | 0.0634                     | 0.1481             | 0.1245               |
| 0.6918        | 132.0 | 1980 | 0.7012          | 0.1176   | 0.0302            | 0.0633                     | 0.1481             | 0.1225               |
| 0.7077        | 133.0 | 1995 | 0.7004          | 0.1176   | 0.0302            | 0.0634                     | 0.1481             | 0.1225               |
| 0.6689        | 134.0 | 2010 | 0.7017          | 0.1210   | 0.0316            | 0.0636                     | 0.1481             | 0.1305               |
| 0.6828        | 135.0 | 2025 | 0.7002          | 0.1214   | 0.0308            | 0.0636                     | 0.1534             | 0.1265               |
| 0.6893        | 136.0 | 2040 | 0.7009          | 0.1213   | 0.0298            | 0.0636                     | 0.1534             | 0.1265               |
| 0.6671        | 137.0 | 2055 | 0.7026          | 0.1209   | 0.0311            | 0.0636                     | 0.1481             | 0.1305               |
| 0.7065        | 138.0 | 2070 | 0.7032          | 0.1204   | 0.0348            | 0.0675                     | 0.1429             | 0.1325               |
| 0.6986        | 139.0 | 2085 | 0.7013          | 0.1202   | 0.0317            | 0.0634                     | 0.1481             | 0.1285               |
| 0.6849        | 140.0 | 2100 | 0.7014          | 0.1182   | 0.0304            | 0.0633                     | 0.1455             | 0.1265               |
| 0.6874        | 141.0 | 2115 | 0.7018          | 0.1237   | 0.0303            | 0.0630                     | 0.1534             | 0.1325               |
| 0.71          | 142.0 | 2130 | 0.7037          | 0.1285   | 0.0339            | 0.0670                     | 0.1574             | 0.1386               |
| 0.6887        | 143.0 | 2145 | 0.7019          | 0.1210   | 0.0315            | 0.0639                     | 0.1481             | 0.1305               |
| 0.6954        | 144.0 | 2160 | 0.7013          | 0.1215   | 0.0313            | 0.0639                     | 0.1455             | 0.1345               |
| 0.6823        | 145.0 | 2175 | 0.7007          | 0.1231   | 0.0319            | 0.0637                     | 0.1534             | 0.1305               |
| 0.6901        | 146.0 | 2190 | 0.7013          | 0.1289   | 0.0325            | 0.0641                     | 0.1534             | 0.1446               |
| 0.6895        | 147.0 | 2205 | 0.7012          | 0.1294   | 0.0322            | 0.0641                     | 0.1508             | 0.1486               |
| 0.6778        | 148.0 | 2220 | 0.6993          | 0.1238   | 0.0281            | 0.0579                     | 0.1534             | 0.1345               |
| 0.6823        | 149.0 | 2235 | 0.6999          | 0.1234   | 0.0288            | 0.0581                     | 0.1481             | 0.1386               |
| 0.6754        | 150.0 | 2250 | 0.7013          | 0.1297   | 0.0339            | 0.0659                     | 0.1508             | 0.1486               |
| 0.6768        | 151.0 | 2265 | 0.7018          | 0.1281   | 0.0335            | 0.0657                     | 0.1508             | 0.1446               |
| 0.6882        | 152.0 | 2280 | 0.7031          | 0.1313   | 0.0357            | 0.0660                     | 0.1481             | 0.1546               |
| 0.675         | 153.0 | 2295 | 0.7007          | 0.1298   | 0.0349            | 0.0658                     | 0.1508             | 0.1486               |
| 0.6838        | 154.0 | 2310 | 0.6994          | 0.1281   | 0.0333            | 0.0658                     | 0.1508             | 0.1446               |
| 0.6915        | 155.0 | 2325 | 0.7006          | 0.1294   | 0.0328            | 0.0641                     | 0.1508             | 0.1486               |
| 0.7073        | 156.0 | 2340 | 0.6996          | 0.1287   | 0.0339            | 0.0661                     | 0.1481             | 0.1486               |
| 0.6721        | 157.0 | 2355 | 0.6987          | 0.1233   | 0.0331            | 0.0658                     | 0.1429             | 0.1406               |
| 0.6906        | 158.0 | 2370 | 0.6986          | 0.1233   | 0.0340            | 0.0656                     | 0.1429             | 0.1406               |
| 0.6867        | 159.0 | 2385 | 0.7006          | 0.1302   | 0.0357            | 0.0663                     | 0.1455             | 0.1546               |
| 0.6746        | 160.0 | 2400 | 0.7026          | 0.1285   | 0.0343            | 0.0662                     | 0.1455             | 0.1506               |
| 0.6812        | 161.0 | 2415 | 0.6997          | 0.1270   | 0.0332            | 0.0661                     | 0.1481             | 0.1446               |
| 0.6834        | 162.0 | 2430 | 0.7007          | 0.1270   | 0.0332            | 0.0661                     | 0.1481             | 0.1446               |
| 0.7009        | 163.0 | 2445 | 0.7027          | 0.1285   | 0.0322            | 0.0634                     | 0.1508             | 0.1466               |
| 0.6838        | 164.0 | 2460 | 0.7016          | 0.1278   | 0.0323            | 0.0639                     | 0.1508             | 0.1446               |
| 0.6702        | 165.0 | 2475 | 0.7010          | 0.1287   | 0.0339            | 0.0661                     | 0.1481             | 0.1486               |
| 0.6709        | 166.0 | 2490 | 0.7006          | 0.1248   | 0.0345            | 0.0661                     | 0.1402             | 0.1466               |
| 0.6708        | 167.0 | 2505 | 0.7026          | 0.1275   | 0.0350            | 0.0661                     | 0.1429             | 0.1506               |
| 0.6789        | 168.0 | 2520 | 0.7017          | 0.1232   | 0.0345            | 0.0661                     | 0.1402             | 0.1426               |
| 0.6685        | 169.0 | 2535 | 0.7010          | 0.1234   | 0.0341            | 0.0660                     | 0.1429             | 0.1406               |
| 0.6898        | 170.0 | 2550 | 0.6992          | 0.1201   | 0.0345            | 0.0654                     | 0.1429             | 0.1325               |
| 0.6952        | 171.0 | 2565 | 0.6992          | 0.1224   | 0.0300            | 0.0578                     | 0.1455             | 0.1386               |
| 0.695         | 172.0 | 2580 | 0.7010          | 0.1217   | 0.0335            | 0.0660                     | 0.1429             | 0.1365               |
| 0.6881        | 173.0 | 2595 | 0.7008          | 0.1225   | 0.0324            | 0.0640                     | 0.1455             | 0.1365               |
| 0.6802        | 174.0 | 2610 | 0.7011          | 0.1225   | 0.0324            | 0.0640                     | 0.1455             | 0.1365               |
| 0.6777        | 175.0 | 2625 | 0.7015          | 0.1241   | 0.0329            | 0.0640                     | 0.1455             | 0.1406               |
| 0.6837        | 176.0 | 2640 | 0.7002          | 0.1225   | 0.0328            | 0.0640                     | 0.1455             | 0.1365               |
| 0.6788        | 177.0 | 2655 | 0.6996          | 0.1229   | 0.0346            | 0.0661                     | 0.1455             | 0.1365               |
| 0.6717        | 178.0 | 2670 | 0.7001          | 0.1241   | 0.0330            | 0.0638                     | 0.1455             | 0.1406               |
| 0.6955        | 179.0 | 2685 | 0.7001          | 0.1261   | 0.0345            | 0.0659                     | 0.1455             | 0.1446               |
| 0.6663        | 180.0 | 2700 | 0.7001          | 0.1233   | 0.0333            | 0.0659                     | 0.1429             | 0.1406               |
| 0.683         | 181.0 | 2715 | 0.6999          | 0.1182   | 0.0333            | 0.0661                     | 0.1402             | 0.1305               |
| 0.6791        | 182.0 | 2730 | 0.7007          | 0.1182   | 0.0333            | 0.0661                     | 0.1402             | 0.1305               |
| 0.6823        | 183.0 | 2745 | 0.6999          | 0.1198   | 0.0305            | 0.0606                     | 0.1402             | 0.1365               |
| 0.671         | 184.0 | 2760 | 0.7005          | 0.1241   | 0.0325            | 0.0638                     | 0.1455             | 0.1406               |
| 0.6676        | 185.0 | 2775 | 0.7014          | 0.1284   | 0.0327            | 0.0639                     | 0.1481             | 0.1486               |
| 0.6702        | 186.0 | 2790 | 0.7008          | 0.1281   | 0.0332            | 0.0639                     | 0.1455             | 0.1506               |
| 0.6653        | 187.0 | 2805 | 0.6999          | 0.1284   | 0.0327            | 0.0639                     | 0.1481             | 0.1486               |
| 0.68          | 188.0 | 2820 | 0.6996          | 0.1300   | 0.0349            | 0.0642                     | 0.1455             | 0.1546               |
| 0.6917        | 189.0 | 2835 | 0.6994          | 0.1304   | 0.0341            | 0.0639                     | 0.1508             | 0.1506               |
| 0.6909        | 190.0 | 2850 | 0.6998          | 0.1256   | 0.0323            | 0.0638                     | 0.1455             | 0.1446               |
| 0.6846        | 191.0 | 2865 | 0.6990          | 0.1283   | 0.0355            | 0.0660                     | 0.1508             | 0.1446               |
| 0.6787        | 192.0 | 2880 | 0.7000          | 0.1321   | 0.0350            | 0.0643                     | 0.1508             | 0.1546               |
| 0.6755        | 193.0 | 2895 | 0.7018          | 0.1258   | 0.0336            | 0.0638                     | 0.1455             | 0.1446               |
| 0.6725        | 194.0 | 2910 | 0.6990          | 0.1265   | 0.0336            | 0.0659                     | 0.1508             | 0.1406               |
| 0.6813        | 195.0 | 2925 | 0.6990          | 0.1265   | 0.0336            | 0.0659                     | 0.1508             | 0.1406               |
| 0.6823        | 196.0 | 2940 | 0.6992          | 0.1262   | 0.0323            | 0.0639                     | 0.1508             | 0.1406               |
| 0.683         | 197.0 | 2955 | 0.6997          | 0.1265   | 0.0340            | 0.0661                     | 0.1508             | 0.1406               |
| 0.6677        | 198.0 | 2970 | 0.7004          | 0.1265   | 0.0340            | 0.0661                     | 0.1508             | 0.1406               |
| 0.6681        | 199.0 | 2985 | 0.6999          | 0.1265   | 0.0340            | 0.0661                     | 0.1508             | 0.1406               |
| 0.6674        | 200.0 | 3000 | 0.7011          | 0.1281   | 0.0345            | 0.0673                     | 0.1521             | 0.1426               |
| 0.6694        | 201.0 | 3015 | 0.7009          | 0.1289   | 0.0345            | 0.0673                     | 0.1521             | 0.1446               |
| 0.6668        | 202.0 | 3030 | 0.7003          | 0.1290   | 0.0357            | 0.0675                     | 0.1521             | 0.1446               |
| 0.6733        | 203.0 | 3045 | 0.7005          | 0.1330   | 0.0392            | 0.0699                     | 0.1627             | 0.1426               |
| 0.6623        | 204.0 | 3060 | 0.6999          | 0.1288   | 0.0371            | 0.0695                     | 0.1548             | 0.1406               |
| 0.6871        | 205.0 | 3075 | 0.6989          | 0.1306   | 0.0385            | 0.0696                     | 0.1548             | 0.1446               |
| 0.6742        | 206.0 | 3090 | 0.6992          | 0.1306   | 0.0385            | 0.0696                     | 0.1548             | 0.1446               |
| 0.6702        | 207.0 | 3105 | 0.7017          | 0.1341   | 0.0389            | 0.0699                     | 0.1574             | 0.1506               |
| 0.661         | 208.0 | 3120 | 0.7010          | 0.1292   | 0.0383            | 0.0697                     | 0.1495             | 0.1466               |
| 0.6778        | 209.0 | 3135 | 0.6990          | 0.1286   | 0.0376            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6735        | 210.0 | 3150 | 0.6997          | 0.1285   | 0.0370            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6736        | 211.0 | 3165 | 0.7003          | 0.1286   | 0.0376            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6748        | 212.0 | 3180 | 0.7004          | 0.1286   | 0.0376            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6742        | 213.0 | 3195 | 0.7001          | 0.1286   | 0.0376            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6785        | 214.0 | 3210 | 0.6996          | 0.1243   | 0.0356            | 0.0662                     | 0.1429             | 0.1426               |
| 0.6721        | 215.0 | 3225 | 0.7003          | 0.1275   | 0.0368            | 0.0696                     | 0.1495             | 0.1426               |
| 0.6672        | 216.0 | 3240 | 0.7007          | 0.1292   | 0.0383            | 0.0697                     | 0.1495             | 0.1466               |
| 0.6792        | 217.0 | 3255 | 0.7001          | 0.1282   | 0.0370            | 0.0663                     | 0.1481             | 0.1466               |
| 0.6675        | 218.0 | 3270 | 0.7003          | 0.1281   | 0.0365            | 0.0661                     | 0.1481             | 0.1466               |
| 0.6583        | 219.0 | 3285 | 0.6993          | 0.1299   | 0.0331            | 0.0607                     | 0.1508             | 0.1506               |
| 0.6513        | 220.0 | 3300 | 0.6999          | 0.1306   | 0.0385            | 0.0696                     | 0.1548             | 0.1446               |
| 0.6704        | 221.0 | 3315 | 0.6999          | 0.1288   | 0.0371            | 0.0695                     | 0.1548             | 0.1406               |
| 0.6617        | 222.0 | 3330 | 0.6997          | 0.1306   | 0.0385            | 0.0696                     | 0.1548             | 0.1446               |
| 0.6744        | 223.0 | 3345 | 0.6992          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.673         | 224.0 | 3360 | 0.6995          | 0.1306   | 0.0385            | 0.0696                     | 0.1548             | 0.1446               |
| 0.6755        | 225.0 | 3375 | 0.7004          | 0.1294   | 0.0378            | 0.0696                     | 0.1521             | 0.1446               |
| 0.6505        | 226.0 | 3390 | 0.6996          | 0.1287   | 0.0366            | 0.0695                     | 0.1548             | 0.1406               |
| 0.6807        | 227.0 | 3405 | 0.6988          | 0.1287   | 0.0366            | 0.0695                     | 0.1548             | 0.1406               |
| 0.6708        | 228.0 | 3420 | 0.6985          | 0.1288   | 0.0371            | 0.0695                     | 0.1548             | 0.1406               |
| 0.6744        | 229.0 | 3435 | 0.6984          | 0.1316   | 0.0366            | 0.0693                     | 0.1601             | 0.1426               |
| 0.6607        | 230.0 | 3450 | 0.6985          | 0.1349   | 0.0346            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6756        | 231.0 | 3465 | 0.6989          | 0.1335   | 0.0385            | 0.0694                     | 0.1601             | 0.1466               |
| 0.6575        | 232.0 | 3480 | 0.6993          | 0.1317   | 0.0371            | 0.0693                     | 0.1601             | 0.1426               |
| 0.655         | 233.0 | 3495 | 0.6988          | 0.1332   | 0.0337            | 0.0638                     | 0.1601             | 0.1486               |
| 0.6871        | 234.0 | 3510 | 0.6995          | 0.1335   | 0.0385            | 0.0694                     | 0.1601             | 0.1466               |
| 0.6608        | 235.0 | 3525 | 0.6991          | 0.1335   | 0.0385            | 0.0694                     | 0.1601             | 0.1466               |
| 0.6675        | 236.0 | 3540 | 0.6985          | 0.1317   | 0.0376            | 0.0694                     | 0.1601             | 0.1426               |
| 0.6643        | 237.0 | 3555 | 0.6989          | 0.1317   | 0.0376            | 0.0694                     | 0.1601             | 0.1426               |
| 0.6607        | 238.0 | 3570 | 0.6988          | 0.1317   | 0.0376            | 0.0694                     | 0.1601             | 0.1426               |
| 0.6642        | 239.0 | 3585 | 0.6985          | 0.1317   | 0.0376            | 0.0694                     | 0.1601             | 0.1426               |
| 0.6763        | 240.0 | 3600 | 0.6994          | 0.1288   | 0.0376            | 0.0696                     | 0.1548             | 0.1406               |
| 0.6645        | 241.0 | 3615 | 0.6999          | 0.1275   | 0.0373            | 0.0696                     | 0.1495             | 0.1426               |
| 0.669         | 242.0 | 3630 | 0.6994          | 0.1315   | 0.0380            | 0.0694                     | 0.1574             | 0.1446               |
| 0.662         | 243.0 | 3645 | 0.6990          | 0.1315   | 0.0380            | 0.0694                     | 0.1574             | 0.1446               |
| 0.6735        | 244.0 | 3660 | 0.6987          | 0.1333   | 0.0341            | 0.0639                     | 0.1601             | 0.1486               |
| 0.6668        | 245.0 | 3675 | 0.6996          | 0.1333   | 0.0341            | 0.0639                     | 0.1601             | 0.1486               |
| 0.6673        | 246.0 | 3690 | 0.7003          | 0.1315   | 0.0380            | 0.0694                     | 0.1574             | 0.1446               |
| 0.6641        | 247.0 | 3705 | 0.7020          | 0.1332   | 0.0373            | 0.0674                     | 0.1521             | 0.1546               |
| 0.6736        | 248.0 | 3720 | 0.7022          | 0.1343   | 0.0389            | 0.0696                     | 0.1521             | 0.1566               |
| 0.6597        | 249.0 | 3735 | 0.7011          | 0.1286   | 0.0380            | 0.0696                     | 0.1521             | 0.1426               |
| 0.6711        | 250.0 | 3750 | 0.7009          | 0.1303   | 0.0390            | 0.0697                     | 0.1521             | 0.1466               |
| 0.662         | 251.0 | 3765 | 0.7002          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6683        | 252.0 | 3780 | 0.6997          | 0.1335   | 0.0385            | 0.0694                     | 0.1601             | 0.1466               |
| 0.6702        | 253.0 | 3795 | 0.6995          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6546        | 254.0 | 3810 | 0.7000          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6686        | 255.0 | 3825 | 0.7002          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6579        | 256.0 | 3840 | 0.7001          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.673         | 257.0 | 3855 | 0.6999          | 0.1303   | 0.0390            | 0.0697                     | 0.1521             | 0.1466               |
| 0.6639        | 258.0 | 3870 | 0.6995          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6758        | 259.0 | 3885 | 0.6994          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6735        | 260.0 | 3900 | 0.6995          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6683        | 261.0 | 3915 | 0.6996          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6651        | 262.0 | 3930 | 0.6996          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6524        | 263.0 | 3945 | 0.6999          | 0.1335   | 0.0385            | 0.0694                     | 0.1601             | 0.1466               |
| 0.6655        | 264.0 | 3960 | 0.7002          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.661         | 265.0 | 3975 | 0.7009          | 0.1331   | 0.0398            | 0.0701                     | 0.1548             | 0.1506               |
| 0.6702        | 266.0 | 3990 | 0.7002          | 0.1360   | 0.0398            | 0.0699                     | 0.1601             | 0.1526               |
| 0.6559        | 267.0 | 4005 | 0.6995          | 0.1375   | 0.0362            | 0.0644                     | 0.1601             | 0.1586               |
| 0.6722        | 268.0 | 4020 | 0.6995          | 0.1375   | 0.0362            | 0.0644                     | 0.1601             | 0.1586               |
| 0.6761        | 269.0 | 4035 | 0.6997          | 0.1375   | 0.0373            | 0.0660                     | 0.1614             | 0.1566               |
| 0.6557        | 270.0 | 4050 | 0.6994          | 0.1375   | 0.0373            | 0.0660                     | 0.1614             | 0.1566               |
| 0.67          | 271.0 | 4065 | 0.6992          | 0.1347   | 0.0365            | 0.0656                     | 0.1587             | 0.1526               |
| 0.6638        | 272.0 | 4080 | 0.6986          | 0.1347   | 0.0365            | 0.0656                     | 0.1587             | 0.1526               |
| 0.6673        | 273.0 | 4095 | 0.6983          | 0.1350   | 0.0361            | 0.0655                     | 0.1614             | 0.1506               |
| 0.6555        | 274.0 | 4110 | 0.6987          | 0.1347   | 0.0365            | 0.0656                     | 0.1587             | 0.1526               |
| 0.6488        | 275.0 | 4125 | 0.6987          | 0.1347   | 0.0365            | 0.0656                     | 0.1587             | 0.1526               |
| 0.6627        | 276.0 | 4140 | 0.6986          | 0.1347   | 0.0365            | 0.0656                     | 0.1587             | 0.1526               |
| 0.6835        | 277.0 | 4155 | 0.6988          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6661        | 278.0 | 4170 | 0.6986          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.661         | 279.0 | 4185 | 0.6984          | 0.1350   | 0.0361            | 0.0655                     | 0.1614             | 0.1506               |
| 0.6576        | 280.0 | 4200 | 0.6986          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6732        | 281.0 | 4215 | 0.6991          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6618        | 282.0 | 4230 | 0.6992          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6522        | 283.0 | 4245 | 0.6995          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6737        | 284.0 | 4260 | 0.6998          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6703        | 285.0 | 4275 | 0.7001          | 0.1360   | 0.0398            | 0.0699                     | 0.1601             | 0.1526               |
| 0.6765        | 286.0 | 4290 | 0.7000          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6661        | 287.0 | 4305 | 0.7000          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6633        | 288.0 | 4320 | 0.7000          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6654        | 289.0 | 4335 | 0.6999          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6515        | 290.0 | 4350 | 0.6999          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6536        | 291.0 | 4365 | 0.6997          | 0.1332   | 0.0390            | 0.0695                     | 0.1574             | 0.1486               |
| 0.6487        | 292.0 | 4380 | 0.6996          | 0.1348   | 0.0355            | 0.0640                     | 0.1574             | 0.1546               |
| 0.6697        | 293.0 | 4395 | 0.6995          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6758        | 294.0 | 4410 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6582        | 295.0 | 4425 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6623        | 296.0 | 4440 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6721        | 297.0 | 4455 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6645        | 298.0 | 4470 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6734        | 299.0 | 4485 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |
| 0.6565        | 300.0 | 4500 | 0.6994          | 0.1350   | 0.0351            | 0.0639                     | 0.1601             | 0.1526               |


### Framework versions

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