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_1
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_1

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: 0.6977
- Codebleu: 0.1214
- Ngram Match Score: 0.0382
- Weighted Ngram Match Score: 0.0632
- Syntax Match Score: 0.1336
- Dataflow Match Score: 0.1446

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9754        | 1.0   | 15   | 0.9245          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9689        | 2.0   | 30   | 0.9230          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.972         | 3.0   | 45   | 0.9195          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9377        | 4.0   | 60   | 0.9115          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.944         | 5.0   | 75   | 0.8946          | 0.0292   | 0.0002            | 0.0097                     | 0.0304             | 0.0402               |
| 0.9332        | 6.0   | 90   | 0.8707          | 0.0800   | 0.0189            | 0.0462                     | 0.0952             | 0.0884               |
| 0.9113        | 7.0   | 105  | 0.8584          | 0.0965   | 0.0168            | 0.0464                     | 0.1151             | 0.1104               |
| 0.8775        | 8.0   | 120  | 0.8519          | 0.0983   | 0.0180            | 0.0472                     | 0.1230             | 0.1064               |
| 0.8674        | 9.0   | 135  | 0.8482          | 0.0973   | 0.0222            | 0.0488                     | 0.1151             | 0.1104               |
| 0.874         | 10.0  | 150  | 0.8439          | 0.0916   | 0.0245            | 0.0483                     | 0.1085             | 0.1024               |
| 0.8674        | 11.0  | 165  | 0.8389          | 0.0946   | 0.0241            | 0.0487                     | 0.1138             | 0.1044               |
| 0.8777        | 12.0  | 180  | 0.8315          | 0.0951   | 0.0237            | 0.0495                     | 0.1190             | 0.1004               |
| 0.8502        | 13.0  | 195  | 0.8226          | 0.0973   | 0.0234            | 0.0508                     | 0.1243             | 0.1004               |
| 0.8311        | 14.0  | 210  | 0.8088          | 0.1015   | 0.0256            | 0.0530                     | 0.1336             | 0.1004               |
| 0.8416        | 15.0  | 225  | 0.7977          | 0.0952   | 0.0226            | 0.0517                     | 0.1270             | 0.0924               |
| 0.8451        | 16.0  | 240  | 0.7837          | 0.1011   | 0.0228            | 0.0520                     | 0.1296             | 0.1044               |
| 0.8257        | 17.0  | 255  | 0.7713          | 0.0998   | 0.0217            | 0.0536                     | 0.1243             | 0.1064               |
| 0.8032        | 18.0  | 270  | 0.7652          | 0.1001   | 0.0223            | 0.0581                     | 0.1177             | 0.1124               |
| 0.8091        | 19.0  | 285  | 0.7607          | 0.0985   | 0.0190            | 0.0479                     | 0.1151             | 0.1145               |
| 0.7946        | 20.0  | 300  | 0.7549          | 0.1003   | 0.0187            | 0.0480                     | 0.1177             | 0.1165               |
| 0.7842        | 21.0  | 315  | 0.7482          | 0.1009   | 0.0178            | 0.0465                     | 0.1177             | 0.1185               |
| 0.7844        | 22.0  | 330  | 0.7413          | 0.1053   | 0.0157            | 0.0452                     | 0.1257             | 0.1225               |
| 0.7766        | 23.0  | 345  | 0.7401          | 0.1039   | 0.0145            | 0.0421                     | 0.1230             | 0.1225               |
| 0.7789        | 24.0  | 360  | 0.7379          | 0.1059   | 0.0181            | 0.0481                     | 0.1217             | 0.1265               |
| 0.7955        | 25.0  | 375  | 0.7341          | 0.1063   | 0.0164            | 0.0460                     | 0.1217             | 0.1285               |
| 0.7656        | 26.0  | 390  | 0.7324          | 0.1053   | 0.0164            | 0.0460                     | 0.1190             | 0.1285               |
| 0.7583        | 27.0  | 405  | 0.7319          | 0.1040   | 0.0161            | 0.0444                     | 0.1164             | 0.1285               |
| 0.7654        | 28.0  | 420  | 0.7295          | 0.1057   | 0.0165            | 0.0445                     | 0.1164             | 0.1325               |
| 0.7491        | 29.0  | 435  | 0.7290          | 0.1053   | 0.0177            | 0.0446                     | 0.1151             | 0.1325               |
| 0.7463        | 30.0  | 450  | 0.7274          | 0.1120   | 0.0206            | 0.0509                     | 0.1257             | 0.1365               |
| 0.7514        | 31.0  | 465  | 0.7258          | 0.1120   | 0.0200            | 0.0509                     | 0.1257             | 0.1365               |
| 0.7468        | 32.0  | 480  | 0.7244          | 0.1176   | 0.0227            | 0.0569                     | 0.1376             | 0.1365               |
| 0.7356        | 33.0  | 495  | 0.7233          | 0.0976   | 0.0168            | 0.0411                     | 0.1111             | 0.1185               |
| 0.7551        | 34.0  | 510  | 0.7207          | 0.1013   | 0.0180            | 0.0426                     | 0.1177             | 0.1205               |
| 0.7361        | 35.0  | 525  | 0.7190          | 0.1004   | 0.0184            | 0.0434                     | 0.1111             | 0.1245               |
| 0.7566        | 36.0  | 540  | 0.7180          | 0.1023   | 0.0167            | 0.0424                     | 0.1164             | 0.1245               |
| 0.7443        | 37.0  | 555  | 0.7190          | 0.1012   | 0.0172            | 0.0413                     | 0.1098             | 0.1285               |
| 0.7485        | 38.0  | 570  | 0.7182          | 0.0986   | 0.0177            | 0.0423                     | 0.1111             | 0.1205               |
| 0.7394        | 39.0  | 585  | 0.7156          | 0.0982   | 0.0189            | 0.0414                     | 0.1058             | 0.1245               |
| 0.7515        | 40.0  | 600  | 0.7156          | 0.0991   | 0.0178            | 0.0413                     | 0.1045             | 0.1285               |
| 0.7328        | 41.0  | 615  | 0.7158          | 0.1013   | 0.0188            | 0.0413                     | 0.1098             | 0.1285               |
| 0.729         | 42.0  | 630  | 0.7154          | 0.1050   | 0.0186            | 0.0414                     | 0.1151             | 0.1325               |
| 0.7349        | 43.0  | 645  | 0.7155          | 0.1003   | 0.0189            | 0.0413                     | 0.1111             | 0.1245               |
| 0.7432        | 44.0  | 660  | 0.7135          | 0.0992   | 0.0169            | 0.0407                     | 0.1032             | 0.1305               |
| 0.7302        | 45.0  | 675  | 0.7118          | 0.0963   | 0.0191            | 0.0438                     | 0.1045             | 0.1205               |
| 0.7294        | 46.0  | 690  | 0.7105          | 0.0993   | 0.0200            | 0.0439                     | 0.1098             | 0.1225               |
| 0.7308        | 47.0  | 705  | 0.7108          | 0.0935   | 0.0170            | 0.0421                     | 0.1085             | 0.1104               |
| 0.7343        | 48.0  | 720  | 0.7112          | 0.0926   | 0.0175            | 0.0407                     | 0.1085             | 0.1084               |
| 0.736         | 49.0  | 735  | 0.7100          | 0.1055   | 0.0207            | 0.0442                     | 0.1230             | 0.1245               |
| 0.7147        | 50.0  | 750  | 0.7092          | 0.1065   | 0.0210            | 0.0458                     | 0.1270             | 0.1225               |
| 0.7399        | 51.0  | 765  | 0.7100          | 0.1003   | 0.0187            | 0.0426                     | 0.1190             | 0.1165               |
| 0.7275        | 52.0  | 780  | 0.7099          | 0.0997   | 0.0194            | 0.0432                     | 0.1151             | 0.1185               |
| 0.7336        | 53.0  | 795  | 0.7110          | 0.1005   | 0.0220            | 0.0485                     | 0.1190             | 0.1145               |
| 0.701         | 54.0  | 810  | 0.7071          | 0.1075   | 0.0213            | 0.0451                     | 0.1217             | 0.1305               |
| 0.7264        | 55.0  | 825  | 0.7068          | 0.1030   | 0.0200            | 0.0445                     | 0.1230             | 0.1185               |
| 0.7246        | 56.0  | 840  | 0.7075          | 0.1031   | 0.0210            | 0.0462                     | 0.1204             | 0.1205               |
| 0.7309        | 57.0  | 855  | 0.7067          | 0.0932   | 0.0195            | 0.0448                     | 0.1085             | 0.1084               |
| 0.7188        | 58.0  | 870  | 0.7051          | 0.1070   | 0.0217            | 0.0451                     | 0.1204             | 0.1305               |
| 0.7261        | 59.0  | 885  | 0.7051          | 0.1028   | 0.0201            | 0.0446                     | 0.1204             | 0.1205               |
| 0.7097        | 60.0  | 900  | 0.7057          | 0.1082   | 0.0219            | 0.0465                     | 0.1270             | 0.1265               |
| 0.7254        | 61.0  | 915  | 0.7062          | 0.1061   | 0.0240            | 0.0496                     | 0.1283             | 0.1185               |
| 0.7167        | 62.0  | 930  | 0.7048          | 0.1060   | 0.0241            | 0.0514                     | 0.1257             | 0.1205               |
| 0.7189        | 63.0  | 945  | 0.7047          | 0.1081   | 0.0239            | 0.0514                     | 0.1310             | 0.1205               |
| 0.7112        | 64.0  | 960  | 0.7055          | 0.1094   | 0.0262            | 0.0547                     | 0.1389             | 0.1145               |
| 0.7391        | 65.0  | 975  | 0.7037          | 0.1086   | 0.0222            | 0.0504                     | 0.1349             | 0.1185               |
| 0.7028        | 66.0  | 990  | 0.7040          | 0.1087   | 0.0257            | 0.0531                     | 0.1376             | 0.1145               |
| 0.7245        | 67.0  | 1005 | 0.7025          | 0.1086   | 0.0280            | 0.0579                     | 0.1376             | 0.1124               |
| 0.7232        | 68.0  | 1020 | 0.7030          | 0.1044   | 0.0220            | 0.0514                     | 0.1323             | 0.1104               |
| 0.6995        | 69.0  | 1035 | 0.7035          | 0.1084   | 0.0254            | 0.0535                     | 0.1349             | 0.1165               |
| 0.7253        | 70.0  | 1050 | 0.7041          | 0.1067   | 0.0253            | 0.0551                     | 0.1362             | 0.1104               |
| 0.7162        | 71.0  | 1065 | 0.7025          | 0.1087   | 0.0256            | 0.0531                     | 0.1376             | 0.1145               |
| 0.715         | 72.0  | 1080 | 0.7022          | 0.0993   | 0.0194            | 0.0453                     | 0.1257             | 0.1064               |
| 0.7204        | 73.0  | 1095 | 0.7026          | 0.1009   | 0.0225            | 0.0508                     | 0.1336             | 0.1004               |
| 0.7033        | 74.0  | 1110 | 0.7033          | 0.1146   | 0.0266            | 0.0549                     | 0.1415             | 0.1245               |
| 0.7007        | 75.0  | 1125 | 0.7017          | 0.1041   | 0.0227            | 0.0502                     | 0.1336             | 0.1084               |
| 0.7088        | 76.0  | 1140 | 0.7008          | 0.1041   | 0.0227            | 0.0502                     | 0.1336             | 0.1084               |
| 0.7167        | 77.0  | 1155 | 0.7019          | 0.1103   | 0.0240            | 0.0549                     | 0.1415             | 0.1145               |
| 0.6939        | 78.0  | 1170 | 0.7011          | 0.1070   | 0.0238            | 0.0508                     | 0.1323             | 0.1165               |
| 0.7034        | 79.0  | 1185 | 0.7008          | 0.1117   | 0.0239            | 0.0530                     | 0.1376             | 0.1225               |
| 0.6968        | 80.0  | 1200 | 0.6992          | 0.1144   | 0.0246            | 0.0521                     | 0.1402             | 0.1265               |
| 0.6893        | 81.0  | 1215 | 0.7005          | 0.1154   | 0.0242            | 0.0527                     | 0.1468             | 0.1225               |
| 0.7005        | 82.0  | 1230 | 0.7005          | 0.1196   | 0.0245            | 0.0511                     | 0.1495             | 0.1305               |
| 0.7202        | 83.0  | 1245 | 0.7019          | 0.1107   | 0.0225            | 0.0467                     | 0.1310             | 0.1285               |
| 0.7038        | 84.0  | 1260 | 0.7000          | 0.1031   | 0.0269            | 0.0516                     | 0.1296             | 0.1084               |
| 0.6901        | 85.0  | 1275 | 0.6994          | 0.1056   | 0.0240            | 0.0502                     | 0.1349             | 0.1104               |
| 0.6903        | 86.0  | 1290 | 0.6997          | 0.1123   | 0.0238            | 0.0484                     | 0.1442             | 0.1185               |
| 0.6901        | 87.0  | 1305 | 0.6988          | 0.1124   | 0.0243            | 0.0487                     | 0.1442             | 0.1185               |
| 0.6979        | 88.0  | 1320 | 0.6988          | 0.1133   | 0.0249            | 0.0499                     | 0.1442             | 0.1205               |
| 0.6988        | 89.0  | 1335 | 0.7002          | 0.1183   | 0.0281            | 0.0538                     | 0.1468             | 0.1285               |
| 0.694         | 90.0  | 1350 | 0.6994          | 0.1123   | 0.0282            | 0.0553                     | 0.1455             | 0.1145               |
| 0.6896        | 91.0  | 1365 | 0.6991          | 0.1134   | 0.0276            | 0.0533                     | 0.1468             | 0.1165               |
| 0.6972        | 92.0  | 1380 | 0.6995          | 0.1077   | 0.0248            | 0.0499                     | 0.1402             | 0.1104               |
| 0.677         | 93.0  | 1395 | 0.7001          | 0.1171   | 0.0271            | 0.0529                     | 0.1442             | 0.1285               |
| 0.6749        | 94.0  | 1410 | 0.6990          | 0.1132   | 0.0242            | 0.0515                     | 0.1455             | 0.1185               |
| 0.6946        | 95.0  | 1425 | 0.6990          | 0.1112   | 0.0251            | 0.0520                     | 0.1442             | 0.1145               |
| 0.6979        | 96.0  | 1440 | 0.7006          | 0.1214   | 0.0250            | 0.0533                     | 0.1534             | 0.1305               |
| 0.6955        | 97.0  | 1455 | 0.6995          | 0.1176   | 0.0254            | 0.0523                     | 0.1521             | 0.1225               |
| 0.6857        | 98.0  | 1470 | 0.6994          | 0.1124   | 0.0269            | 0.0544                     | 0.1323             | 0.1285               |
| 0.7165        | 99.0  | 1485 | 0.6976          | 0.1134   | 0.0254            | 0.0496                     | 0.1362             | 0.1285               |
| 0.6958        | 100.0 | 1500 | 0.6970          | 0.1162   | 0.0272            | 0.0549                     | 0.1415             | 0.1285               |
| 0.6853        | 101.0 | 1515 | 0.6962          | 0.1178   | 0.0269            | 0.0547                     | 0.1455             | 0.1285               |
| 0.6793        | 102.0 | 1530 | 0.6952          | 0.1185   | 0.0284            | 0.0579                     | 0.1521             | 0.1225               |
| 0.6861        | 103.0 | 1545 | 0.6968          | 0.1184   | 0.0295            | 0.0582                     | 0.1495             | 0.1245               |
| 0.6865        | 104.0 | 1560 | 0.6975          | 0.1116   | 0.0249            | 0.0486                     | 0.1402             | 0.1205               |
| 0.6845        | 105.0 | 1575 | 0.6983          | 0.1120   | 0.0267            | 0.0536                     | 0.1415             | 0.1185               |
| 0.6905        | 106.0 | 1590 | 0.6978          | 0.1108   | 0.0249            | 0.0486                     | 0.1402             | 0.1185               |
| 0.6931        | 107.0 | 1605 | 0.6977          | 0.1187   | 0.0277            | 0.0529                     | 0.1481             | 0.1285               |
| 0.6752        | 108.0 | 1620 | 0.6977          | 0.1123   | 0.0250            | 0.0501                     | 0.1415             | 0.1205               |
| 0.679         | 109.0 | 1635 | 0.6979          | 0.1169   | 0.0244            | 0.0509                     | 0.1468             | 0.1265               |
| 0.6923        | 110.0 | 1650 | 0.6973          | 0.1155   | 0.0284            | 0.0544                     | 0.1415             | 0.1265               |
| 0.6911        | 111.0 | 1665 | 0.6977          | 0.1098   | 0.0254            | 0.0484                     | 0.1376             | 0.1185               |
| 0.6765        | 112.0 | 1680 | 0.6989          | 0.1152   | 0.0251            | 0.0501                     | 0.1468             | 0.1225               |
| 0.6794        | 113.0 | 1695 | 0.6973          | 0.1200   | 0.0289            | 0.0566                     | 0.1481             | 0.1305               |
| 0.6861        | 114.0 | 1710 | 0.6964          | 0.1200   | 0.0286            | 0.0565                     | 0.1481             | 0.1305               |
| 0.6902        | 115.0 | 1725 | 0.6956          | 0.1195   | 0.0294            | 0.0564                     | 0.1468             | 0.1305               |
| 0.6887        | 116.0 | 1740 | 0.6955          | 0.1182   | 0.0302            | 0.0562                     | 0.1455             | 0.1285               |
| 0.677         | 117.0 | 1755 | 0.6956          | 0.1217   | 0.0307            | 0.0585                     | 0.1495             | 0.1325               |
| 0.6881        | 118.0 | 1770 | 0.6961          | 0.1122   | 0.0288            | 0.0581                     | 0.1402             | 0.1185               |
| 0.6792        | 119.0 | 1785 | 0.6970          | 0.1108   | 0.0286            | 0.0582                     | 0.1389             | 0.1165               |
| 0.6732        | 120.0 | 1800 | 0.6961          | 0.1119   | 0.0284            | 0.0582                     | 0.1415             | 0.1165               |
| 0.6703        | 121.0 | 1815 | 0.6955          | 0.1168   | 0.0302            | 0.0580                     | 0.1455             | 0.1245               |
| 0.6906        | 122.0 | 1830 | 0.6961          | 0.1168   | 0.0309            | 0.0567                     | 0.1415             | 0.1285               |
| 0.6914        | 123.0 | 1845 | 0.6966          | 0.1192   | 0.0309            | 0.0573                     | 0.1455             | 0.1305               |
| 0.6819        | 124.0 | 1860 | 0.6980          | 0.1102   | 0.0335            | 0.0603                     | 0.1296             | 0.1225               |
| 0.6777        | 125.0 | 1875 | 0.6977          | 0.1104   | 0.0317            | 0.0586                     | 0.1310             | 0.1225               |
| 0.6681        | 126.0 | 1890 | 0.6983          | 0.1121   | 0.0321            | 0.0590                     | 0.1310             | 0.1265               |
| 0.6761        | 127.0 | 1905 | 0.7000          | 0.1038   | 0.0286            | 0.0509                     | 0.1151             | 0.1245               |
| 0.6781        | 128.0 | 1920 | 0.6980          | 0.1141   | 0.0357            | 0.0621                     | 0.1243             | 0.1365               |
| 0.6757        | 129.0 | 1935 | 0.6968          | 0.1191   | 0.0308            | 0.0582                     | 0.1389             | 0.1365               |
| 0.6701        | 130.0 | 1950 | 0.6989          | 0.1143   | 0.0335            | 0.0586                     | 0.1362             | 0.1265               |
| 0.6761        | 131.0 | 1965 | 0.6994          | 0.1140   | 0.0347            | 0.0592                     | 0.1349             | 0.1265               |
| 0.6798        | 132.0 | 1980 | 0.6960          | 0.1203   | 0.0298            | 0.0592                     | 0.1521             | 0.1265               |
| 0.6922        | 133.0 | 1995 | 0.6961          | 0.1190   | 0.0281            | 0.0579                     | 0.1495             | 0.1265               |
| 0.6626        | 134.0 | 2010 | 0.6976          | 0.1178   | 0.0296            | 0.0555                     | 0.1468             | 0.1265               |
| 0.6747        | 135.0 | 2025 | 0.6978          | 0.1219   | 0.0304            | 0.0585                     | 0.1521             | 0.1305               |
| 0.6765        | 136.0 | 2040 | 0.7004          | 0.1198   | 0.0325            | 0.0583                     | 0.1402             | 0.1365               |
| 0.6607        | 137.0 | 2055 | 0.7025          | 0.1169   | 0.0335            | 0.0578                     | 0.1349             | 0.1345               |
| 0.6888        | 138.0 | 2070 | 0.6998          | 0.1180   | 0.0357            | 0.0613                     | 0.1323             | 0.1386               |
| 0.6825        | 139.0 | 2085 | 0.6987          | 0.1197   | 0.0325            | 0.0605                     | 0.1455             | 0.1305               |
| 0.6733        | 140.0 | 2100 | 0.6989          | 0.1135   | 0.0318            | 0.0606                     | 0.1362             | 0.1245               |
| 0.6745        | 141.0 | 2115 | 0.6998          | 0.1106   | 0.0312            | 0.0580                     | 0.1336             | 0.1205               |
| 0.6955        | 142.0 | 2130 | 0.7006          | 0.1102   | 0.0316            | 0.0565                     | 0.1270             | 0.1265               |
| 0.6717        | 143.0 | 2145 | 0.6997          | 0.1174   | 0.0295            | 0.0567                     | 0.1455             | 0.1265               |
| 0.6883        | 144.0 | 2160 | 0.6998          | 0.1182   | 0.0329            | 0.0608                     | 0.1415             | 0.1305               |
| 0.669         | 145.0 | 2175 | 0.7001          | 0.1181   | 0.0341            | 0.0610                     | 0.1389             | 0.1325               |
| 0.6803        | 146.0 | 2190 | 0.7013          | 0.1158   | 0.0342            | 0.0619                     | 0.1349             | 0.1305               |
| 0.6748        | 147.0 | 2205 | 0.6987          | 0.1191   | 0.0336            | 0.0608                     | 0.1415             | 0.1325               |
| 0.6673        | 148.0 | 2220 | 0.6974          | 0.1183   | 0.0325            | 0.0594                     | 0.1402             | 0.1325               |
| 0.6679        | 149.0 | 2235 | 0.6976          | 0.1204   | 0.0342            | 0.0604                     | 0.1389             | 0.1386               |
| 0.6614        | 150.0 | 2250 | 0.7008          | 0.1131   | 0.0330            | 0.0573                     | 0.1296             | 0.1305               |
| 0.6684        | 151.0 | 2265 | 0.6991          | 0.1210   | 0.0325            | 0.0572                     | 0.1415             | 0.1386               |
| 0.6757        | 152.0 | 2280 | 0.6990          | 0.1206   | 0.0326            | 0.0588                     | 0.1402             | 0.1386               |
| 0.6644        | 153.0 | 2295 | 0.6971          | 0.1184   | 0.0312            | 0.0589                     | 0.1429             | 0.1305               |
| 0.6727        | 154.0 | 2310 | 0.6967          | 0.1197   | 0.0342            | 0.0608                     | 0.1389             | 0.1365               |
| 0.6795        | 155.0 | 2325 | 0.6985          | 0.1145   | 0.0347            | 0.0621                     | 0.1296             | 0.1325               |
| 0.697         | 156.0 | 2340 | 0.6978          | 0.1205   | 0.0355            | 0.0625                     | 0.1402             | 0.1365               |
| 0.6552        | 157.0 | 2355 | 0.6970          | 0.1181   | 0.0331            | 0.0593                     | 0.1376             | 0.1345               |
| 0.6786        | 158.0 | 2370 | 0.6974          | 0.1204   | 0.0339            | 0.0607                     | 0.1389             | 0.1386               |
| 0.6775        | 159.0 | 2385 | 0.6973          | 0.1204   | 0.0335            | 0.0605                     | 0.1389             | 0.1386               |
| 0.668         | 160.0 | 2400 | 0.6970          | 0.1204   | 0.0339            | 0.0607                     | 0.1389             | 0.1386               |
| 0.6597        | 161.0 | 2415 | 0.6966          | 0.1208   | 0.0357            | 0.0623                     | 0.1389             | 0.1386               |
| 0.6726        | 162.0 | 2430 | 0.6963          | 0.1188   | 0.0335            | 0.0605                     | 0.1389             | 0.1345               |
| 0.6861        | 163.0 | 2445 | 0.6983          | 0.1207   | 0.0352            | 0.0621                     | 0.1389             | 0.1386               |
| 0.675         | 164.0 | 2460 | 0.6988          | 0.1207   | 0.0352            | 0.0621                     | 0.1389             | 0.1386               |
| 0.6579        | 165.0 | 2475 | 0.6981          | 0.1207   | 0.0352            | 0.0621                     | 0.1389             | 0.1386               |
| 0.657         | 166.0 | 2490 | 0.6984          | 0.1207   | 0.0352            | 0.0621                     | 0.1389             | 0.1386               |
| 0.6651        | 167.0 | 2505 | 0.6981          | 0.1198   | 0.0363            | 0.0627                     | 0.1362             | 0.1386               |
| 0.6662        | 168.0 | 2520 | 0.6978          | 0.1198   | 0.0359            | 0.0625                     | 0.1362             | 0.1386               |
| 0.6565        | 169.0 | 2535 | 0.6968          | 0.1198   | 0.0359            | 0.0625                     | 0.1362             | 0.1386               |
| 0.6723        | 170.0 | 2550 | 0.6974          | 0.1198   | 0.0359            | 0.0625                     | 0.1362             | 0.1386               |
| 0.6793        | 171.0 | 2565 | 0.6977          | 0.1188   | 0.0362            | 0.0630                     | 0.1296             | 0.1426               |
| 0.6731        | 172.0 | 2580 | 0.6975          | 0.1211   | 0.0375            | 0.0639                     | 0.1349             | 0.1426               |
| 0.676         | 173.0 | 2595 | 0.6964          | 0.1205   | 0.0370            | 0.0631                     | 0.1336             | 0.1426               |
| 0.664         | 174.0 | 2610 | 0.6961          | 0.1163   | 0.0335            | 0.0593                     | 0.1310             | 0.1365               |
| 0.6598        | 175.0 | 2625 | 0.6980          | 0.1211   | 0.0375            | 0.0639                     | 0.1349             | 0.1426               |
| 0.6691        | 176.0 | 2640 | 0.6994          | 0.1231   | 0.0368            | 0.0631                     | 0.1402             | 0.1426               |
| 0.6636        | 177.0 | 2655 | 0.6981          | 0.1161   | 0.0366            | 0.0624                     | 0.1310             | 0.1345               |
| 0.6606        | 178.0 | 2670 | 0.6969          | 0.1208   | 0.0357            | 0.0623                     | 0.1389             | 0.1386               |
| 0.6807        | 179.0 | 2685 | 0.6964          | 0.1193   | 0.0326            | 0.0588                     | 0.1389             | 0.1365               |
| 0.6513        | 180.0 | 2700 | 0.6984          | 0.1180   | 0.0327            | 0.0590                     | 0.1376             | 0.1345               |
| 0.6721        | 181.0 | 2715 | 0.6983          | 0.1167   | 0.0313            | 0.0578                     | 0.1349             | 0.1345               |
| 0.6673        | 182.0 | 2730 | 0.6986          | 0.1238   | 0.0372            | 0.0639                     | 0.1415             | 0.1426               |
| 0.6633        | 183.0 | 2745 | 0.6978          | 0.1238   | 0.0372            | 0.0639                     | 0.1415             | 0.1426               |
| 0.6568        | 184.0 | 2760 | 0.6983          | 0.1169   | 0.0362            | 0.0630                     | 0.1310             | 0.1365               |
| 0.6539        | 185.0 | 2775 | 0.6981          | 0.1237   | 0.0368            | 0.0637                     | 0.1415             | 0.1426               |
| 0.6618        | 186.0 | 2790 | 0.6973          | 0.1237   | 0.0369            | 0.0637                     | 0.1415             | 0.1426               |
| 0.6484        | 187.0 | 2805 | 0.6974          | 0.1195   | 0.0360            | 0.0629                     | 0.1376             | 0.1365               |
| 0.6707        | 188.0 | 2820 | 0.6974          | 0.1237   | 0.0368            | 0.0637                     | 0.1415             | 0.1426               |
| 0.6775        | 189.0 | 2835 | 0.6974          | 0.1211   | 0.0376            | 0.0635                     | 0.1349             | 0.1426               |
| 0.6678        | 190.0 | 2850 | 0.6979          | 0.1240   | 0.0360            | 0.0620                     | 0.1429             | 0.1426               |
| 0.6721        | 191.0 | 2865 | 0.6983          | 0.1240   | 0.0358            | 0.0620                     | 0.1429             | 0.1426               |
| 0.6657        | 192.0 | 2880 | 0.6984          | 0.1228   | 0.0375            | 0.0644                     | 0.1349             | 0.1466               |
| 0.6613        | 193.0 | 2895 | 0.6986          | 0.1206   | 0.0359            | 0.0630                     | 0.1362             | 0.1406               |
| 0.6515        | 194.0 | 2910 | 0.6983          | 0.1215   | 0.0363            | 0.0632                     | 0.1362             | 0.1426               |
| 0.6688        | 195.0 | 2925 | 0.6990          | 0.1198   | 0.0361            | 0.0627                     | 0.1362             | 0.1386               |
| 0.6697        | 196.0 | 2940 | 0.6988          | 0.1224   | 0.0363            | 0.0621                     | 0.1389             | 0.1426               |
| 0.6688        | 197.0 | 2955 | 0.6981          | 0.1200   | 0.0348            | 0.0608                     | 0.1376             | 0.1386               |
| 0.6529        | 198.0 | 2970 | 0.6986          | 0.1198   | 0.0361            | 0.0627                     | 0.1362             | 0.1386               |
| 0.6512        | 199.0 | 2985 | 0.6977          | 0.1220   | 0.0377            | 0.0644                     | 0.1349             | 0.1446               |
| 0.6541        | 200.0 | 3000 | 0.6977          | 0.1220   | 0.0377            | 0.0644                     | 0.1349             | 0.1446               |
| 0.6549        | 201.0 | 3015 | 0.6989          | 0.1193   | 0.0375            | 0.0611                     | 0.1310             | 0.1426               |
| 0.6547        | 202.0 | 3030 | 0.6981          | 0.1215   | 0.0387            | 0.0635                     | 0.1336             | 0.1446               |
| 0.6612        | 203.0 | 3045 | 0.6975          | 0.1183   | 0.0349            | 0.0616                     | 0.1310             | 0.1406               |
| 0.6462        | 204.0 | 3060 | 0.6979          | 0.1163   | 0.0334            | 0.0593                     | 0.1310             | 0.1365               |
| 0.672         | 205.0 | 3075 | 0.6978          | 0.1163   | 0.0334            | 0.0593                     | 0.1310             | 0.1365               |
| 0.6576        | 206.0 | 3090 | 0.6969          | 0.1153   | 0.0324            | 0.0583                     | 0.1349             | 0.1305               |
| 0.6603        | 207.0 | 3105 | 0.6978          | 0.1216   | 0.0333            | 0.0598                     | 0.1402             | 0.1406               |
| 0.6427        | 208.0 | 3120 | 0.6982          | 0.1194   | 0.0364            | 0.0607                     | 0.1296             | 0.1446               |
| 0.6634        | 209.0 | 3135 | 0.6981          | 0.1209   | 0.0352            | 0.0610                     | 0.1336             | 0.1446               |
| 0.6514        | 210.0 | 3150 | 0.6971          | 0.1203   | 0.0357            | 0.0602                     | 0.1323             | 0.1446               |
| 0.6567        | 211.0 | 3165 | 0.6976          | 0.1191   | 0.0340            | 0.0607                     | 0.1336             | 0.1406               |
| 0.659         | 212.0 | 3180 | 0.6982          | 0.1203   | 0.0356            | 0.0602                     | 0.1323             | 0.1446               |
| 0.6629        | 213.0 | 3195 | 0.6973          | 0.1189   | 0.0340            | 0.0609                     | 0.1349             | 0.1386               |
| 0.6646        | 214.0 | 3210 | 0.6963          | 0.1125   | 0.0314            | 0.0554                     | 0.1270             | 0.1325               |
| 0.6602        | 215.0 | 3225 | 0.6960          | 0.1175   | 0.0342            | 0.0607                     | 0.1336             | 0.1365               |
| 0.6447        | 216.0 | 3240 | 0.6970          | 0.1175   | 0.0342            | 0.0607                     | 0.1336             | 0.1365               |
| 0.6638        | 217.0 | 3255 | 0.6978          | 0.1229   | 0.0368            | 0.0635                     | 0.1376             | 0.1446               |
| 0.6473        | 218.0 | 3270 | 0.6988          | 0.1207   | 0.0368            | 0.0626                     | 0.1323             | 0.1446               |
| 0.641         | 219.0 | 3285 | 0.6997          | 0.1214   | 0.0380            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6367        | 220.0 | 3300 | 0.7003          | 0.1319   | 0.0394            | 0.0635                     | 0.1455             | 0.1586               |
| 0.6643        | 221.0 | 3315 | 0.6991          | 0.1229   | 0.0368            | 0.0635                     | 0.1376             | 0.1446               |
| 0.6433        | 222.0 | 3330 | 0.6978          | 0.1189   | 0.0340            | 0.0607                     | 0.1349             | 0.1386               |
| 0.6586        | 223.0 | 3345 | 0.6970          | 0.1241   | 0.0349            | 0.0619                     | 0.1455             | 0.1406               |
| 0.6575        | 224.0 | 3360 | 0.6984          | 0.1151   | 0.0341            | 0.0601                     | 0.1257             | 0.1386               |
| 0.6568        | 225.0 | 3375 | 0.6987          | 0.1255   | 0.0365            | 0.0635                     | 0.1442             | 0.1446               |
| 0.6415        | 226.0 | 3390 | 0.6976          | 0.1230   | 0.0324            | 0.0588                     | 0.1442             | 0.1406               |
| 0.6564        | 227.0 | 3405 | 0.6978          | 0.1192   | 0.0314            | 0.0565                     | 0.1415             | 0.1345               |
| 0.6559        | 228.0 | 3420 | 0.6987          | 0.1233   | 0.0340            | 0.0600                     | 0.1402             | 0.1446               |
| 0.6614        | 229.0 | 3435 | 0.6989          | 0.1203   | 0.0366            | 0.0617                     | 0.1336             | 0.1426               |
| 0.6491        | 230.0 | 3450 | 0.6986          | 0.1187   | 0.0366            | 0.0617                     | 0.1336             | 0.1386               |
| 0.6619        | 231.0 | 3465 | 0.6982          | 0.1187   | 0.0366            | 0.0617                     | 0.1336             | 0.1386               |
| 0.6421        | 232.0 | 3480 | 0.6998          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6421        | 233.0 | 3495 | 0.6997          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6716        | 234.0 | 3510 | 0.7009          | 0.1244   | 0.0376            | 0.0619                     | 0.1376             | 0.1486               |
| 0.6493        | 235.0 | 3525 | 0.6998          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6492        | 236.0 | 3540 | 0.6983          | 0.1231   | 0.0354            | 0.0619                     | 0.1389             | 0.1446               |
| 0.6444        | 237.0 | 3555 | 0.6984          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6527        | 238.0 | 3570 | 0.6989          | 0.1203   | 0.0366            | 0.0617                     | 0.1336             | 0.1426               |
| 0.6542        | 239.0 | 3585 | 0.6988          | 0.1218   | 0.0354            | 0.0619                     | 0.1376             | 0.1426               |
| 0.657         | 240.0 | 3600 | 0.6992          | 0.1194   | 0.0365            | 0.0607                     | 0.1296             | 0.1446               |
| 0.6466        | 241.0 | 3615 | 0.6988          | 0.1194   | 0.0365            | 0.0607                     | 0.1296             | 0.1446               |
| 0.6532        | 242.0 | 3630 | 0.6989          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6476        | 243.0 | 3645 | 0.6991          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6551        | 244.0 | 3660 | 0.6997          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6481        | 245.0 | 3675 | 0.6998          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6577        | 246.0 | 3690 | 0.6983          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6513        | 247.0 | 3705 | 0.6982          | 0.1231   | 0.0354            | 0.0619                     | 0.1389             | 0.1446               |
| 0.6573        | 248.0 | 3720 | 0.6980          | 0.1231   | 0.0354            | 0.0619                     | 0.1389             | 0.1446               |
| 0.6453        | 249.0 | 3735 | 0.6983          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6644        | 250.0 | 3750 | 0.6986          | 0.1222   | 0.0377            | 0.0608                     | 0.1323             | 0.1486               |
| 0.6411        | 251.0 | 3765 | 0.6979          | 0.1222   | 0.0377            | 0.0608                     | 0.1323             | 0.1486               |
| 0.6487        | 252.0 | 3780 | 0.6982          | 0.1222   | 0.0377            | 0.0608                     | 0.1323             | 0.1486               |
| 0.6523        | 253.0 | 3795 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6456        | 254.0 | 3810 | 0.6981          | 0.1222   | 0.0377            | 0.0608                     | 0.1323             | 0.1486               |
| 0.6523        | 255.0 | 3825 | 0.6975          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.642         | 256.0 | 3840 | 0.6967          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6594        | 257.0 | 3855 | 0.6967          | 0.1208   | 0.0341            | 0.0594                     | 0.1402             | 0.1386               |
| 0.6372        | 258.0 | 3870 | 0.6972          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6539        | 259.0 | 3885 | 0.6972          | 0.1231   | 0.0354            | 0.0619                     | 0.1389             | 0.1446               |
| 0.6599        | 260.0 | 3900 | 0.6971          | 0.1208   | 0.0341            | 0.0594                     | 0.1402             | 0.1386               |
| 0.6504        | 261.0 | 3915 | 0.6973          | 0.1190   | 0.0343            | 0.0596                     | 0.1376             | 0.1365               |
| 0.6505        | 262.0 | 3930 | 0.6972          | 0.1217   | 0.0341            | 0.0596                     | 0.1442             | 0.1365               |
| 0.6475        | 263.0 | 3945 | 0.6969          | 0.1233   | 0.0341            | 0.0596                     | 0.1442             | 0.1406               |
| 0.6608        | 264.0 | 3960 | 0.6970          | 0.1217   | 0.0341            | 0.0596                     | 0.1442             | 0.1365               |
| 0.6468        | 265.0 | 3975 | 0.6975          | 0.1233   | 0.0341            | 0.0596                     | 0.1442             | 0.1406               |
| 0.648         | 266.0 | 3990 | 0.6976          | 0.1233   | 0.0341            | 0.0596                     | 0.1442             | 0.1406               |
| 0.6277        | 267.0 | 4005 | 0.6980          | 0.1240   | 0.0380            | 0.0632                     | 0.1402             | 0.1446               |
| 0.6564        | 268.0 | 4020 | 0.6983          | 0.1240   | 0.0380            | 0.0632                     | 0.1402             | 0.1446               |
| 0.6585        | 269.0 | 4035 | 0.6983          | 0.1240   | 0.0380            | 0.0632                     | 0.1402             | 0.1446               |
| 0.6334        | 270.0 | 4050 | 0.6982          | 0.1240   | 0.0380            | 0.0632                     | 0.1402             | 0.1446               |
| 0.6517        | 271.0 | 4065 | 0.6980          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.65          | 272.0 | 4080 | 0.6975          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6495        | 273.0 | 4095 | 0.6971          | 0.1217   | 0.0341            | 0.0596                     | 0.1442             | 0.1365               |
| 0.6347        | 274.0 | 4110 | 0.6968          | 0.1219   | 0.0328            | 0.0577                     | 0.1455             | 0.1365               |
| 0.6374        | 275.0 | 4125 | 0.6966          | 0.1217   | 0.0341            | 0.0596                     | 0.1442             | 0.1365               |
| 0.6454        | 276.0 | 4140 | 0.6965          | 0.1217   | 0.0341            | 0.0596                     | 0.1442             | 0.1365               |
| 0.6653        | 277.0 | 4155 | 0.6967          | 0.1200   | 0.0366            | 0.0617                     | 0.1349             | 0.1406               |
| 0.652         | 278.0 | 4170 | 0.6971          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6457        | 279.0 | 4185 | 0.6972          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6472        | 280.0 | 4200 | 0.6973          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6543        | 281.0 | 4215 | 0.6975          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6435        | 282.0 | 4230 | 0.6975          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6453        | 283.0 | 4245 | 0.6977          | 0.1216   | 0.0366            | 0.0617                     | 0.1349             | 0.1446               |
| 0.6626        | 284.0 | 4260 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6522        | 285.0 | 4275 | 0.6980          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6578        | 286.0 | 4290 | 0.6980          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6544        | 287.0 | 4305 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6513        | 288.0 | 4320 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6475        | 289.0 | 4335 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6303        | 290.0 | 4350 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6376        | 291.0 | 4365 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.632         | 292.0 | 4380 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6526        | 293.0 | 4395 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6582        | 294.0 | 4410 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6451        | 295.0 | 4425 | 0.6978          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6485        | 296.0 | 4440 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6525        | 297.0 | 4455 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6452        | 298.0 | 4470 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6589        | 299.0 | 4485 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |
| 0.6451        | 300.0 | 4500 | 0.6977          | 0.1214   | 0.0382            | 0.0632                     | 0.1336             | 0.1446               |


### Framework versions

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