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_14
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_14

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: 0.7219
- Codebleu: 0.0896
- Ngram Match Score: 0.0180
- Weighted Ngram Match Score: 0.0290
- Syntax Match Score: 0.0979
- Dataflow Match Score: 0.1145

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9766        | 1.0   | 15   | 0.9245          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9651        | 2.0   | 30   | 0.9231          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9767        | 3.0   | 45   | 0.9193          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.946         | 4.0   | 60   | 0.9101          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9529        | 5.0   | 75   | 0.8912          | 0.0424   | 0.0009            | 0.0237                     | 0.0397             | 0.0602               |
| 0.9385        | 6.0   | 90   | 0.8650          | 0.0851   | 0.0211            | 0.0477                     | 0.1071             | 0.0884               |
| 0.9157        | 7.0   | 105  | 0.8455          | 0.0982   | 0.0229            | 0.0520                     | 0.1243             | 0.1024               |
| 0.8619        | 8.0   | 120  | 0.8297          | 0.0991   | 0.0239            | 0.0522                     | 0.1243             | 0.1044               |
| 0.8504        | 9.0   | 135  | 0.8170          | 0.0988   | 0.0166            | 0.0398                     | 0.1243             | 0.1084               |
| 0.842         | 10.0  | 150  | 0.8058          | 0.1035   | 0.0201            | 0.0487                     | 0.1230             | 0.1185               |
| 0.8296        | 11.0  | 165  | 0.7946          | 0.1083   | 0.0169            | 0.0448                     | 0.1310             | 0.1245               |
| 0.8259        | 12.0  | 180  | 0.7852          | 0.1090   | 0.0161            | 0.0443                     | 0.1349             | 0.1225               |
| 0.8021        | 13.0  | 195  | 0.7772          | 0.1078   | 0.0154            | 0.0430                     | 0.1283             | 0.1265               |
| 0.7806        | 14.0  | 210  | 0.7685          | 0.1054   | 0.0124            | 0.0353                     | 0.1270             | 0.1245               |
| 0.7869        | 15.0  | 225  | 0.7607          | 0.1050   | 0.0151            | 0.0401                     | 0.1283             | 0.1205               |
| 0.7882        | 16.0  | 240  | 0.7571          | 0.1017   | 0.0156            | 0.0407                     | 0.1177             | 0.1225               |
| 0.7703        | 17.0  | 255  | 0.7536          | 0.1043   | 0.0153            | 0.0406                     | 0.1204             | 0.1265               |
| 0.7443        | 18.0  | 270  | 0.7504          | 0.1099   | 0.0216            | 0.0502                     | 0.1243             | 0.1325               |
| 0.7542        | 19.0  | 285  | 0.7455          | 0.1095   | 0.0231            | 0.0501                     | 0.1270             | 0.1285               |
| 0.7442        | 20.0  | 300  | 0.7427          | 0.1062   | 0.0238            | 0.0503                     | 0.1204             | 0.1265               |
| 0.7291        | 21.0  | 315  | 0.7409          | 0.1112   | 0.0241            | 0.0503                     | 0.1270             | 0.1325               |
| 0.7192        | 22.0  | 330  | 0.7384          | 0.1094   | 0.0248            | 0.0501                     | 0.1243             | 0.1305               |
| 0.7218        | 23.0  | 345  | 0.7369          | 0.1079   | 0.0251            | 0.0501                     | 0.1243             | 0.1265               |
| 0.7226        | 24.0  | 360  | 0.7347          | 0.1132   | 0.0254            | 0.0524                     | 0.1349             | 0.1285               |
| 0.7394        | 25.0  | 375  | 0.7324          | 0.1125   | 0.0274            | 0.0547                     | 0.1283             | 0.1325               |
| 0.7152        | 26.0  | 390  | 0.7322          | 0.1203   | 0.0309            | 0.0598                     | 0.1415             | 0.1365               |
| 0.6971        | 27.0  | 405  | 0.7284          | 0.1173   | 0.0286            | 0.0587                     | 0.1349             | 0.1365               |
| 0.6992        | 28.0  | 420  | 0.7283          | 0.1205   | 0.0336            | 0.0667                     | 0.1336             | 0.1426               |
| 0.6838        | 29.0  | 435  | 0.7282          | 0.1115   | 0.0234            | 0.0487                     | 0.1323             | 0.1285               |
| 0.6855        | 30.0  | 450  | 0.7268          | 0.1115   | 0.0234            | 0.0487                     | 0.1323             | 0.1285               |
| 0.6801        | 31.0  | 465  | 0.7249          | 0.1091   | 0.0241            | 0.0503                     | 0.1296             | 0.1245               |
| 0.6831        | 32.0  | 480  | 0.7235          | 0.1113   | 0.0246            | 0.0505                     | 0.1310             | 0.1285               |
| 0.6689        | 33.0  | 495  | 0.7235          | 0.1170   | 0.0306            | 0.0611                     | 0.1310             | 0.1386               |
| 0.6794        | 34.0  | 510  | 0.7210          | 0.1049   | 0.0205            | 0.0408                     | 0.1204             | 0.1265               |
| 0.6596        | 35.0  | 525  | 0.7204          | 0.1169   | 0.0272            | 0.0537                     | 0.1336             | 0.1386               |
| 0.6803        | 36.0  | 540  | 0.7210          | 0.1168   | 0.0286            | 0.0537                     | 0.1310             | 0.1406               |
| 0.6755        | 37.0  | 555  | 0.7209          | 0.1158   | 0.0286            | 0.0535                     | 0.1283             | 0.1406               |
| 0.6706        | 38.0  | 570  | 0.7217          | 0.1099   | 0.0229            | 0.0433                     | 0.1257             | 0.1325               |
| 0.6608        | 39.0  | 585  | 0.7179          | 0.1207   | 0.0323            | 0.0616                     | 0.1336             | 0.1446               |
| 0.6726        | 40.0  | 600  | 0.7169          | 0.1159   | 0.0288            | 0.0543                     | 0.1283             | 0.1406               |
| 0.6574        | 41.0  | 615  | 0.7177          | 0.1120   | 0.0280            | 0.0538                     | 0.1270             | 0.1325               |
| 0.6504        | 42.0  | 630  | 0.7182          | 0.1007   | 0.0206            | 0.0412                     | 0.1177             | 0.1185               |
| 0.6542        | 43.0  | 645  | 0.7177          | 0.1138   | 0.0281            | 0.0530                     | 0.1257             | 0.1386               |
| 0.6568        | 44.0  | 660  | 0.7173          | 0.1139   | 0.0288            | 0.0530                     | 0.1257             | 0.1386               |
| 0.6476        | 45.0  | 675  | 0.7175          | 0.1128   | 0.0289            | 0.0530                     | 0.1230             | 0.1386               |
| 0.6425        | 46.0  | 690  | 0.7175          | 0.1247   | 0.0380            | 0.0668                     | 0.1349             | 0.1506               |
| 0.6495        | 47.0  | 705  | 0.7155          | 0.1163   | 0.0375            | 0.0662                     | 0.1243             | 0.1406               |
| 0.6456        | 48.0  | 720  | 0.7156          | 0.1167   | 0.0370            | 0.0674                     | 0.1270             | 0.1386               |
| 0.652         | 49.0  | 735  | 0.7130          | 0.1197   | 0.0378            | 0.0672                     | 0.1283             | 0.1446               |
| 0.6336        | 50.0  | 750  | 0.7127          | 0.1147   | 0.0336            | 0.0595                     | 0.1230             | 0.1406               |
| 0.6526        | 51.0  | 765  | 0.7130          | 0.1157   | 0.0320            | 0.0580                     | 0.1283             | 0.1386               |
| 0.6508        | 52.0  | 780  | 0.7123          | 0.1165   | 0.0315            | 0.0580                     | 0.1283             | 0.1406               |
| 0.6439        | 53.0  | 795  | 0.7122          | 0.1197   | 0.0334            | 0.0590                     | 0.1296             | 0.1466               |
| 0.6124        | 54.0  | 810  | 0.7121          | 0.1109   | 0.0333            | 0.0587                     | 0.1217             | 0.1325               |
| 0.6322        | 55.0  | 825  | 0.7118          | 0.1137   | 0.0325            | 0.0586                     | 0.1270             | 0.1345               |
| 0.6357        | 56.0  | 840  | 0.7115          | 0.1175   | 0.0330            | 0.0587                     | 0.1283             | 0.1426               |
| 0.6368        | 57.0  | 855  | 0.7107          | 0.1172   | 0.0316            | 0.0572                     | 0.1283             | 0.1426               |
| 0.6261        | 58.0  | 870  | 0.7109          | 0.1104   | 0.0318            | 0.0581                     | 0.1190             | 0.1345               |
| 0.6399        | 59.0  | 885  | 0.7097          | 0.1175   | 0.0328            | 0.0587                     | 0.1283             | 0.1426               |
| 0.6219        | 60.0  | 900  | 0.7102          | 0.1159   | 0.0338            | 0.0599                     | 0.1257             | 0.1406               |
| 0.6292        | 61.0  | 915  | 0.7118          | 0.1127   | 0.0316            | 0.0547                     | 0.1217             | 0.1386               |
| 0.6201        | 62.0  | 930  | 0.7097          | 0.1237   | 0.0357            | 0.0614                     | 0.1323             | 0.1526               |
| 0.6137        | 63.0  | 945  | 0.7083          | 0.1132   | 0.0272            | 0.0481                     | 0.1257             | 0.1386               |
| 0.609         | 64.0  | 960  | 0.7087          | 0.1233   | 0.0352            | 0.0609                     | 0.1336             | 0.1506               |
| 0.6422        | 65.0  | 975  | 0.7070          | 0.1172   | 0.0331            | 0.0579                     | 0.1257             | 0.1446               |
| 0.6051        | 66.0  | 990  | 0.7078          | 0.1193   | 0.0340            | 0.0596                     | 0.1283             | 0.1466               |
| 0.6275        | 67.0  | 1005 | 0.7072          | 0.1203   | 0.0351            | 0.0600                     | 0.1283             | 0.1486               |
| 0.6189        | 68.0  | 1020 | 0.7075          | 0.1082   | 0.0273            | 0.0483                     | 0.1230             | 0.1285               |
| 0.5992        | 69.0  | 1035 | 0.7081          | 0.1118   | 0.0284            | 0.0483                     | 0.1257             | 0.1345               |
| 0.6212        | 70.0  | 1050 | 0.7081          | 0.1171   | 0.0371            | 0.0612                     | 0.1257             | 0.1426               |
| 0.6126        | 71.0  | 1065 | 0.7077          | 0.1164   | 0.0362            | 0.0607                     | 0.1243             | 0.1426               |
| 0.6159        | 72.0  | 1080 | 0.7069          | 0.1111   | 0.0271            | 0.0481                     | 0.1243             | 0.1345               |
| 0.6138        | 73.0  | 1095 | 0.7070          | 0.1111   | 0.0270            | 0.0481                     | 0.1243             | 0.1345               |
| 0.6016        | 74.0  | 1110 | 0.7053          | 0.1120   | 0.0284            | 0.0483                     | 0.1243             | 0.1365               |
| 0.589         | 75.0  | 1125 | 0.7071          | 0.1137   | 0.0296            | 0.0504                     | 0.1257             | 0.1386               |
| 0.6046        | 76.0  | 1140 | 0.7056          | 0.1126   | 0.0281            | 0.0488                     | 0.1257             | 0.1365               |
| 0.6044        | 77.0  | 1155 | 0.7052          | 0.1106   | 0.0277            | 0.0484                     | 0.1230             | 0.1345               |
| 0.5982        | 78.0  | 1170 | 0.7066          | 0.1137   | 0.0296            | 0.0504                     | 0.1257             | 0.1386               |
| 0.6027        | 79.0  | 1185 | 0.7039          | 0.1106   | 0.0272            | 0.0485                     | 0.1230             | 0.1345               |
| 0.5954        | 80.0  | 1200 | 0.7030          | 0.1103   | 0.0273            | 0.0486                     | 0.1243             | 0.1325               |
| 0.5962        | 81.0  | 1215 | 0.7052          | 0.1101   | 0.0275            | 0.0489                     | 0.1217             | 0.1345               |
| 0.5951        | 82.0  | 1230 | 0.7049          | 0.1112   | 0.0275            | 0.0489                     | 0.1243             | 0.1345               |
| 0.6174        | 83.0  | 1245 | 0.7043          | 0.1112   | 0.0275            | 0.0489                     | 0.1243             | 0.1345               |
| 0.5956        | 84.0  | 1260 | 0.7031          | 0.1084   | 0.0269            | 0.0480                     | 0.1177             | 0.1345               |
| 0.5761        | 85.0  | 1275 | 0.7045          | 0.1156   | 0.0289            | 0.0489                     | 0.1310             | 0.1386               |
| 0.5822        | 86.0  | 1290 | 0.7070          | 0.1125   | 0.0294            | 0.0495                     | 0.1270             | 0.1345               |
| 0.5775        | 87.0  | 1305 | 0.7059          | 0.1124   | 0.0288            | 0.0492                     | 0.1270             | 0.1345               |
| 0.5847        | 88.0  | 1320 | 0.7044          | 0.1107   | 0.0282            | 0.0491                     | 0.1270             | 0.1305               |
| 0.5842        | 89.0  | 1335 | 0.7038          | 0.1117   | 0.0276            | 0.0484                     | 0.1257             | 0.1345               |
| 0.594         | 90.0  | 1350 | 0.7040          | 0.1156   | 0.0285            | 0.0492                     | 0.1310             | 0.1386               |
| 0.5825        | 91.0  | 1365 | 0.7019          | 0.1155   | 0.0306            | 0.0550                     | 0.1349             | 0.1325               |
| 0.5749        | 92.0  | 1380 | 0.7043          | 0.1146   | 0.0289            | 0.0496                     | 0.1323             | 0.1345               |
| 0.5671        | 93.0  | 1395 | 0.7058          | 0.1113   | 0.0300            | 0.0504                     | 0.1296             | 0.1285               |
| 0.5702        | 94.0  | 1410 | 0.7041          | 0.1140   | 0.0283            | 0.0494                     | 0.1310             | 0.1345               |
| 0.5833        | 95.0  | 1425 | 0.7034          | 0.1149   | 0.0272            | 0.0488                     | 0.1336             | 0.1345               |
| 0.5827        | 96.0  | 1440 | 0.7042          | 0.1116   | 0.0283            | 0.0492                     | 0.1270             | 0.1325               |
| 0.5763        | 97.0  | 1455 | 0.7044          | 0.1121   | 0.0303            | 0.0504                     | 0.1296             | 0.1305               |
| 0.5633        | 98.0  | 1470 | 0.7055          | 0.1131   | 0.0305            | 0.0521                     | 0.1296             | 0.1325               |
| 0.5853        | 99.0  | 1485 | 0.7043          | 0.1156   | 0.0326            | 0.0567                     | 0.1362             | 0.1305               |
| 0.5745        | 100.0 | 1500 | 0.7061          | 0.1108   | 0.0305            | 0.0529                     | 0.1257             | 0.1305               |
| 0.5686        | 101.0 | 1515 | 0.7043          | 0.1139   | 0.0301            | 0.0526                     | 0.1336             | 0.1305               |
| 0.5645        | 102.0 | 1530 | 0.7029          | 0.1117   | 0.0324            | 0.0567                     | 0.1243             | 0.1325               |
| 0.5675        | 103.0 | 1545 | 0.7039          | 0.1075   | 0.0301            | 0.0516                     | 0.1177             | 0.1305               |
| 0.5643        | 104.0 | 1560 | 0.7053          | 0.1068   | 0.0251            | 0.0447                     | 0.1190             | 0.1305               |
| 0.5599        | 105.0 | 1575 | 0.7075          | 0.1167   | 0.0291            | 0.0498                     | 0.1336             | 0.1386               |
| 0.5702        | 106.0 | 1590 | 0.7044          | 0.1105   | 0.0209            | 0.0359                     | 0.1296             | 0.1325               |
| 0.5794        | 107.0 | 1605 | 0.7040          | 0.1202   | 0.0314            | 0.0528                     | 0.1389             | 0.1406               |
| 0.5481        | 108.0 | 1620 | 0.7049          | 0.1094   | 0.0213            | 0.0371                     | 0.1283             | 0.1305               |
| 0.562         | 109.0 | 1635 | 0.7045          | 0.1015   | 0.0202            | 0.0367                     | 0.1190             | 0.1205               |
| 0.5689        | 110.0 | 1650 | 0.7060          | 0.1075   | 0.0248            | 0.0441                     | 0.1270             | 0.1245               |
| 0.5651        | 111.0 | 1665 | 0.7046          | 0.1093   | 0.0249            | 0.0441                     | 0.1336             | 0.1225               |
| 0.5529        | 112.0 | 1680 | 0.7062          | 0.1112   | 0.0246            | 0.0441                     | 0.1362             | 0.1245               |
| 0.551         | 113.0 | 1695 | 0.7048          | 0.1102   | 0.0253            | 0.0446                     | 0.1336             | 0.1245               |
| 0.5548        | 114.0 | 1710 | 0.7046          | 0.1109   | 0.0259            | 0.0450                     | 0.1349             | 0.1245               |
| 0.5619        | 115.0 | 1725 | 0.7046          | 0.1088   | 0.0254            | 0.0437                     | 0.1283             | 0.1265               |
| 0.5585        | 116.0 | 1740 | 0.7067          | 0.1118   | 0.0301            | 0.0531                     | 0.1283             | 0.1305               |
| 0.5496        | 117.0 | 1755 | 0.7060          | 0.1037   | 0.0248            | 0.0437                     | 0.1217             | 0.1205               |
| 0.563         | 118.0 | 1770 | 0.7053          | 0.1039   | 0.0203            | 0.0363                     | 0.1190             | 0.1265               |
| 0.5605        | 119.0 | 1785 | 0.7054          | 0.1118   | 0.0254            | 0.0441                     | 0.1376             | 0.1245               |
| 0.5488        | 120.0 | 1800 | 0.7054          | 0.1130   | 0.0292            | 0.0523                     | 0.1336             | 0.1285               |
| 0.5476        | 121.0 | 1815 | 0.7055          | 0.1151   | 0.0259            | 0.0445                     | 0.1376             | 0.1325               |
| 0.5573        | 122.0 | 1830 | 0.7038          | 0.1190   | 0.0300            | 0.0529                     | 0.1442             | 0.1325               |
| 0.5606        | 123.0 | 1845 | 0.7052          | 0.1040   | 0.0248            | 0.0440                     | 0.1243             | 0.1185               |
| 0.5477        | 124.0 | 1860 | 0.7054          | 0.1058   | 0.0300            | 0.0512                     | 0.1296             | 0.1145               |
| 0.5524        | 125.0 | 1875 | 0.7070          | 0.1011   | 0.0304            | 0.0517                     | 0.1177             | 0.1145               |
| 0.5385        | 126.0 | 1890 | 0.7065          | 0.1053   | 0.0282            | 0.0508                     | 0.1270             | 0.1165               |
| 0.5528        | 127.0 | 1905 | 0.7062          | 0.1105   | 0.0345            | 0.0595                     | 0.1283             | 0.1245               |
| 0.541         | 128.0 | 1920 | 0.7065          | 0.1059   | 0.0304            | 0.0520                     | 0.1257             | 0.1185               |
| 0.5465        | 129.0 | 1935 | 0.7071          | 0.1000   | 0.0265            | 0.0452                     | 0.1177             | 0.1145               |
| 0.5375        | 130.0 | 1950 | 0.7079          | 0.0991   | 0.0259            | 0.0447                     | 0.1177             | 0.1124               |
| 0.5368        | 131.0 | 1965 | 0.7079          | 0.0973   | 0.0205            | 0.0366                     | 0.1124             | 0.1165               |
| 0.5474        | 132.0 | 1980 | 0.7128          | 0.0977   | 0.0254            | 0.0443                     | 0.1124             | 0.1145               |
| 0.5548        | 133.0 | 1995 | 0.7099          | 0.0925   | 0.0206            | 0.0373                     | 0.1085             | 0.1084               |
| 0.5346        | 134.0 | 2010 | 0.7071          | 0.1001   | 0.0210            | 0.0375                     | 0.1151             | 0.1205               |
| 0.541         | 135.0 | 2025 | 0.7081          | 0.0994   | 0.0255            | 0.0448                     | 0.1164             | 0.1145               |
| 0.539         | 136.0 | 2040 | 0.7087          | 0.0991   | 0.0217            | 0.0379                     | 0.1124             | 0.1205               |
| 0.5208        | 137.0 | 2055 | 0.7086          | 0.0944   | 0.0216            | 0.0387                     | 0.1085             | 0.1124               |
| 0.5459        | 138.0 | 2070 | 0.7094          | 0.0940   | 0.0256            | 0.0444                     | 0.1071             | 0.1104               |
| 0.5368        | 139.0 | 2085 | 0.7101          | 0.1074   | 0.0305            | 0.0528                     | 0.1190             | 0.1285               |
| 0.5354        | 140.0 | 2100 | 0.7091          | 0.1068   | 0.0256            | 0.0447                     | 0.1270             | 0.1225               |
| 0.5417        | 141.0 | 2115 | 0.7091          | 0.0973   | 0.0204            | 0.0373                     | 0.1124             | 0.1165               |
| 0.5523        | 142.0 | 2130 | 0.7100          | 0.1075   | 0.0208            | 0.0373                     | 0.1257             | 0.1285               |
| 0.5296        | 143.0 | 2145 | 0.7093          | 0.0971   | 0.0210            | 0.0373                     | 0.1098             | 0.1185               |
| 0.5482        | 144.0 | 2160 | 0.7105          | 0.1068   | 0.0216            | 0.0374                     | 0.1257             | 0.1265               |
| 0.5303        | 145.0 | 2175 | 0.7115          | 0.1085   | 0.0242            | 0.0444                     | 0.1257             | 0.1285               |
| 0.5475        | 146.0 | 2190 | 0.7092          | 0.1036   | 0.0236            | 0.0440                     | 0.1177             | 0.1245               |
| 0.5336        | 147.0 | 2205 | 0.7090          | 0.1030   | 0.0247            | 0.0449                     | 0.1217             | 0.1185               |
| 0.5242        | 148.0 | 2220 | 0.7120          | 0.1098   | 0.0317            | 0.0545                     | 0.1243             | 0.1285               |
| 0.537         | 149.0 | 2235 | 0.7108          | 0.1125   | 0.0325            | 0.0548                     | 0.1310             | 0.1285               |
| 0.5319        | 150.0 | 2250 | 0.7087          | 0.0969   | 0.0250            | 0.0449                     | 0.1124             | 0.1124               |
| 0.5174        | 151.0 | 2265 | 0.7083          | 0.1062   | 0.0292            | 0.0512                     | 0.1270             | 0.1185               |
| 0.5383        | 152.0 | 2280 | 0.7118          | 0.1052   | 0.0280            | 0.0503                     | 0.1270             | 0.1165               |
| 0.5231        | 153.0 | 2295 | 0.7133          | 0.1001   | 0.0277            | 0.0503                     | 0.1204             | 0.1104               |
| 0.5265        | 154.0 | 2310 | 0.7137          | 0.1043   | 0.0263            | 0.0485                     | 0.1217             | 0.1205               |
| 0.5376        | 155.0 | 2325 | 0.7108          | 0.1048   | 0.0259            | 0.0456                     | 0.1257             | 0.1185               |
| 0.5427        | 156.0 | 2340 | 0.7092          | 0.1004   | 0.0240            | 0.0438                     | 0.1217             | 0.1124               |
| 0.5303        | 157.0 | 2355 | 0.7083          | 0.1045   | 0.0288            | 0.0506                     | 0.1270             | 0.1145               |
| 0.5377        | 158.0 | 2370 | 0.7095          | 0.1045   | 0.0288            | 0.0506                     | 0.1270             | 0.1145               |
| 0.5215        | 159.0 | 2385 | 0.7120          | 0.1088   | 0.0293            | 0.0495                     | 0.1257             | 0.1265               |
| 0.5181        | 160.0 | 2400 | 0.7125          | 0.1088   | 0.0293            | 0.0497                     | 0.1257             | 0.1265               |
| 0.5227        | 161.0 | 2415 | 0.7115          | 0.0951   | 0.0257            | 0.0438                     | 0.1058             | 0.1145               |
| 0.5344        | 162.0 | 2430 | 0.7112          | 0.0985   | 0.0257            | 0.0440                     | 0.1085             | 0.1205               |
| 0.5402        | 163.0 | 2445 | 0.7119          | 0.1003   | 0.0248            | 0.0441                     | 0.1151             | 0.1185               |
| 0.528         | 164.0 | 2460 | 0.7092          | 0.1018   | 0.0255            | 0.0445                     | 0.1164             | 0.1205               |
| 0.5087        | 165.0 | 2475 | 0.7122          | 0.0985   | 0.0254            | 0.0442                     | 0.1085             | 0.1205               |
| 0.5156        | 166.0 | 2490 | 0.7144          | 0.1030   | 0.0273            | 0.0450                     | 0.1190             | 0.1205               |
| 0.5235        | 167.0 | 2505 | 0.7147          | 0.1042   | 0.0267            | 0.0431                     | 0.1124             | 0.1305               |
| 0.5164        | 168.0 | 2520 | 0.7134          | 0.0951   | 0.0236            | 0.0434                     | 0.1085             | 0.1124               |
| 0.5063        | 169.0 | 2535 | 0.7130          | 0.0896   | 0.0252            | 0.0426                     | 0.0926             | 0.1145               |
| 0.5167        | 170.0 | 2550 | 0.7141          | 0.1005   | 0.0289            | 0.0471                     | 0.1058             | 0.1265               |
| 0.5263        | 171.0 | 2565 | 0.7140          | 0.0908   | 0.0258            | 0.0434                     | 0.0952             | 0.1145               |
| 0.536         | 172.0 | 2580 | 0.7126          | 0.0908   | 0.0258            | 0.0434                     | 0.0952             | 0.1145               |
| 0.5208        | 173.0 | 2595 | 0.7119          | 0.0960   | 0.0150            | 0.0261                     | 0.1071             | 0.1225               |
| 0.5201        | 174.0 | 2610 | 0.7146          | 0.0984   | 0.0247            | 0.0433                     | 0.1085             | 0.1205               |
| 0.5191        | 175.0 | 2625 | 0.7150          | 0.0956   | 0.0242            | 0.0424                     | 0.1019             | 0.1205               |
| 0.5201        | 176.0 | 2640 | 0.7145          | 0.0950   | 0.0236            | 0.0427                     | 0.1045             | 0.1165               |
| 0.504         | 177.0 | 2655 | 0.7149          | 0.0834   | 0.0200            | 0.0370                     | 0.0939             | 0.1004               |
| 0.5115        | 178.0 | 2670 | 0.7151          | 0.0956   | 0.0267            | 0.0455                     | 0.1085             | 0.1124               |
| 0.5247        | 179.0 | 2685 | 0.7150          | 0.0943   | 0.0258            | 0.0438                     | 0.1019             | 0.1165               |
| 0.5044        | 180.0 | 2700 | 0.7159          | 0.0925   | 0.0216            | 0.0360                     | 0.1045             | 0.1124               |
| 0.518         | 181.0 | 2715 | 0.7152          | 0.0900   | 0.0202            | 0.0363                     | 0.1045             | 0.1064               |
| 0.5167        | 182.0 | 2730 | 0.7153          | 0.0924   | 0.0204            | 0.0359                     | 0.1085             | 0.1084               |
| 0.5186        | 183.0 | 2745 | 0.7142          | 0.0941   | 0.0150            | 0.0258                     | 0.1045             | 0.1205               |
| 0.5128        | 184.0 | 2760 | 0.7148          | 0.0930   | 0.0215            | 0.0357                     | 0.1058             | 0.1124               |
| 0.5062        | 185.0 | 2775 | 0.7147          | 0.0923   | 0.0154            | 0.0262                     | 0.1019             | 0.1185               |
| 0.5053        | 186.0 | 2790 | 0.7152          | 0.0939   | 0.0220            | 0.0360                     | 0.1058             | 0.1145               |
| 0.5006        | 187.0 | 2805 | 0.7138          | 0.0939   | 0.0154            | 0.0262                     | 0.1019             | 0.1225               |
| 0.5087        | 188.0 | 2820 | 0.7159          | 0.0936   | 0.0219            | 0.0360                     | 0.1032             | 0.1165               |
| 0.5235        | 189.0 | 2835 | 0.7171          | 0.0948   | 0.0224            | 0.0362                     | 0.1058             | 0.1165               |
| 0.512         | 190.0 | 2850 | 0.7160          | 0.0950   | 0.0223            | 0.0360                     | 0.1085             | 0.1145               |
| 0.5208        | 191.0 | 2865 | 0.7158          | 0.0957   | 0.0215            | 0.0361                     | 0.1085             | 0.1165               |
| 0.5054        | 192.0 | 2880 | 0.7166          | 0.0959   | 0.0227            | 0.0362                     | 0.1085             | 0.1165               |
| 0.509         | 193.0 | 2895 | 0.7175          | 0.0948   | 0.0232            | 0.0381                     | 0.1071             | 0.1145               |
| 0.5028        | 194.0 | 2910 | 0.7175          | 0.0998   | 0.0231            | 0.0378                     | 0.1138             | 0.1205               |
| 0.5148        | 195.0 | 2925 | 0.7144          | 0.0989   | 0.0218            | 0.0359                     | 0.1124             | 0.1205               |
| 0.5085        | 196.0 | 2940 | 0.7149          | 0.0913   | 0.0157            | 0.0263                     | 0.0992             | 0.1185               |
| 0.5109        | 197.0 | 2955 | 0.7150          | 0.0947   | 0.0222            | 0.0361                     | 0.1058             | 0.1165               |
| 0.5024        | 198.0 | 2970 | 0.7146          | 0.0938   | 0.0212            | 0.0358                     | 0.1058             | 0.1145               |
| 0.5023        | 199.0 | 2985 | 0.7169          | 0.0828   | 0.0220            | 0.0363                     | 0.0860             | 0.1064               |
| 0.5062        | 200.0 | 3000 | 0.7173          | 0.0914   | 0.0229            | 0.0363                     | 0.0992             | 0.1145               |
| 0.5045        | 201.0 | 3015 | 0.7197          | 0.0911   | 0.0228            | 0.0363                     | 0.0966             | 0.1165               |
| 0.4954        | 202.0 | 3030 | 0.7193          | 0.1003   | 0.0231            | 0.0375                     | 0.1151             | 0.1205               |
| 0.5046        | 203.0 | 3045 | 0.7179          | 0.0953   | 0.0226            | 0.0360                     | 0.1032             | 0.1205               |
| 0.5003        | 204.0 | 3060 | 0.7173          | 0.0995   | 0.0223            | 0.0360                     | 0.1098             | 0.1245               |
| 0.5151        | 205.0 | 3075 | 0.7170          | 0.0945   | 0.0221            | 0.0359                     | 0.1032             | 0.1185               |
| 0.5077        | 206.0 | 3090 | 0.7157          | 0.0937   | 0.0157            | 0.0261                     | 0.0992             | 0.1245               |
| 0.4998        | 207.0 | 3105 | 0.7170          | 0.0918   | 0.0159            | 0.0261                     | 0.0966             | 0.1225               |
| 0.4918        | 208.0 | 3120 | 0.7172          | 0.1012   | 0.0160            | 0.0265                     | 0.1098             | 0.1325               |
| 0.4954        | 209.0 | 3135 | 0.7185          | 0.1006   | 0.0160            | 0.0264                     | 0.1085             | 0.1325               |
| 0.513         | 210.0 | 3150 | 0.7188          | 0.0952   | 0.0169            | 0.0269                     | 0.1005             | 0.1265               |
| 0.5022        | 211.0 | 3165 | 0.7165          | 0.0910   | 0.0155            | 0.0262                     | 0.0966             | 0.1205               |
| 0.5106        | 212.0 | 3180 | 0.7172          | 0.0927   | 0.0162            | 0.0264                     | 0.1005             | 0.1205               |
| 0.5043        | 213.0 | 3195 | 0.7184          | 0.0958   | 0.0170            | 0.0277                     | 0.1058             | 0.1225               |
| 0.4973        | 214.0 | 3210 | 0.7186          | 0.0900   | 0.0164            | 0.0264                     | 0.0939             | 0.1205               |
| 0.491         | 215.0 | 3225 | 0.7193          | 0.0878   | 0.0170            | 0.0277                     | 0.0939             | 0.1145               |
| 0.4994        | 216.0 | 3240 | 0.7199          | 0.0859   | 0.0169            | 0.0277                     | 0.0913             | 0.1124               |
| 0.5014        | 217.0 | 3255 | 0.7202          | 0.0918   | 0.0229            | 0.0376                     | 0.1019             | 0.1124               |
| 0.4933        | 218.0 | 3270 | 0.7200          | 0.0899   | 0.0164            | 0.0275                     | 0.0992             | 0.1145               |
| 0.4866        | 219.0 | 3285 | 0.7208          | 0.0932   | 0.0174            | 0.0282                     | 0.0992             | 0.1225               |
| 0.4892        | 220.0 | 3300 | 0.7206          | 0.0943   | 0.0174            | 0.0282                     | 0.1019             | 0.1225               |
| 0.4972        | 221.0 | 3315 | 0.7202          | 0.0956   | 0.0163            | 0.0267                     | 0.1019             | 0.1265               |
| 0.4936        | 222.0 | 3330 | 0.7203          | 0.0920   | 0.0155            | 0.0259                     | 0.0992             | 0.1205               |
| 0.5015        | 223.0 | 3345 | 0.7206          | 0.0940   | 0.0161            | 0.0265                     | 0.1019             | 0.1225               |
| 0.4999        | 224.0 | 3360 | 0.7217          | 0.0940   | 0.0161            | 0.0265                     | 0.1019             | 0.1225               |
| 0.4949        | 225.0 | 3375 | 0.7224          | 0.0984   | 0.0180            | 0.0286                     | 0.1098             | 0.1245               |
| 0.4862        | 226.0 | 3390 | 0.7224          | 0.0972   | 0.0176            | 0.0285                     | 0.1111             | 0.1205               |
| 0.4997        | 227.0 | 3405 | 0.7223          | 0.0945   | 0.0160            | 0.0266                     | 0.1032             | 0.1225               |
| 0.4956        | 228.0 | 3420 | 0.7217          | 0.0945   | 0.0160            | 0.0266                     | 0.1032             | 0.1225               |
| 0.4967        | 229.0 | 3435 | 0.7218          | 0.0957   | 0.0167            | 0.0272                     | 0.1058             | 0.1225               |
| 0.4943        | 230.0 | 3450 | 0.7208          | 0.0957   | 0.0166            | 0.0269                     | 0.1058             | 0.1225               |
| 0.5008        | 231.0 | 3465 | 0.7202          | 0.0969   | 0.0171            | 0.0281                     | 0.1124             | 0.1185               |
| 0.4938        | 232.0 | 3480 | 0.7219          | 0.1033   | 0.0259            | 0.0414                     | 0.1190             | 0.1225               |
| 0.4874        | 233.0 | 3495 | 0.7220          | 0.1021   | 0.0263            | 0.0415                     | 0.1138             | 0.1245               |
| 0.5032        | 234.0 | 3510 | 0.7218          | 0.1040   | 0.0265            | 0.0414                     | 0.1164             | 0.1265               |
| 0.4809        | 235.0 | 3525 | 0.7221          | 0.1015   | 0.0261            | 0.0414                     | 0.1124             | 0.1245               |
| 0.486         | 236.0 | 3540 | 0.7211          | 0.0935   | 0.0173            | 0.0280                     | 0.1019             | 0.1205               |
| 0.4927        | 237.0 | 3555 | 0.7210          | 0.1015   | 0.0262            | 0.0414                     | 0.1124             | 0.1245               |
| 0.4919        | 238.0 | 3570 | 0.7208          | 0.1002   | 0.0265            | 0.0415                     | 0.1111             | 0.1225               |
| 0.5056        | 239.0 | 3585 | 0.7212          | 0.0872   | 0.0175            | 0.0286                     | 0.0899             | 0.1165               |
| 0.4897        | 240.0 | 3600 | 0.7221          | 0.0880   | 0.0178            | 0.0289                     | 0.0899             | 0.1185               |
| 0.4923        | 241.0 | 3615 | 0.7227          | 0.0880   | 0.0178            | 0.0289                     | 0.0899             | 0.1185               |
| 0.4898        | 242.0 | 3630 | 0.7222          | 0.0918   | 0.0179            | 0.0288                     | 0.0952             | 0.1225               |
| 0.4914        | 243.0 | 3645 | 0.7218          | 0.0909   | 0.0176            | 0.0285                     | 0.0952             | 0.1205               |
| 0.4903        | 244.0 | 3660 | 0.7213          | 0.0926   | 0.0181            | 0.0290                     | 0.0952             | 0.1245               |
| 0.4878        | 245.0 | 3675 | 0.7215          | 0.0975   | 0.0260            | 0.0409                     | 0.1005             | 0.1265               |
| 0.4931        | 246.0 | 3690 | 0.7221          | 0.0984   | 0.0261            | 0.0414                     | 0.1005             | 0.1285               |
| 0.4903        | 247.0 | 3705 | 0.7222          | 0.0969   | 0.0182            | 0.0291                     | 0.1019             | 0.1285               |
| 0.5015        | 248.0 | 3720 | 0.7216          | 0.0969   | 0.0182            | 0.0291                     | 0.1019             | 0.1285               |
| 0.495         | 249.0 | 3735 | 0.7218          | 0.0969   | 0.0182            | 0.0291                     | 0.1019             | 0.1285               |
| 0.5037        | 250.0 | 3750 | 0.7225          | 0.0932   | 0.0181            | 0.0292                     | 0.0966             | 0.1245               |
| 0.4814        | 251.0 | 3765 | 0.7230          | 0.0881   | 0.0180            | 0.0292                     | 0.0899             | 0.1185               |
| 0.4845        | 252.0 | 3780 | 0.7236          | 0.0881   | 0.0180            | 0.0292                     | 0.0899             | 0.1185               |
| 0.4897        | 253.0 | 3795 | 0.7239          | 0.0913   | 0.0181            | 0.0293                     | 0.0979             | 0.1185               |
| 0.4813        | 254.0 | 3810 | 0.7233          | 0.0921   | 0.0182            | 0.0291                     | 0.0979             | 0.1205               |
| 0.4835        | 255.0 | 3825 | 0.7231          | 0.0921   | 0.0182            | 0.0291                     | 0.0979             | 0.1205               |
| 0.4835        | 256.0 | 3840 | 0.7237          | 0.0921   | 0.0182            | 0.0291                     | 0.0979             | 0.1205               |
| 0.4871        | 257.0 | 3855 | 0.7234          | 0.0971   | 0.0183            | 0.0291                     | 0.1045             | 0.1265               |
| 0.4757        | 258.0 | 3870 | 0.7236          | 0.0958   | 0.0182            | 0.0291                     | 0.1032             | 0.1245               |
| 0.4979        | 259.0 | 3885 | 0.7234          | 0.0958   | 0.0182            | 0.0291                     | 0.1032             | 0.1245               |
| 0.4913        | 260.0 | 3900 | 0.7237          | 0.1009   | 0.0184            | 0.0291                     | 0.1098             | 0.1305               |
| 0.4847        | 261.0 | 3915 | 0.7233          | 0.0951   | 0.0173            | 0.0279                     | 0.1019             | 0.1245               |
| 0.4864        | 262.0 | 3930 | 0.7232          | 0.0950   | 0.0182            | 0.0292                     | 0.1032             | 0.1225               |
| 0.4791        | 263.0 | 3945 | 0.7229          | 0.0958   | 0.0182            | 0.0291                     | 0.1032             | 0.1245               |
| 0.4947        | 264.0 | 3960 | 0.7222          | 0.0957   | 0.0179            | 0.0287                     | 0.1032             | 0.1245               |
| 0.4821        | 265.0 | 3975 | 0.7229          | 0.0949   | 0.0179            | 0.0288                     | 0.1032             | 0.1225               |
| 0.4842        | 266.0 | 3990 | 0.7231          | 0.0949   | 0.0179            | 0.0288                     | 0.1032             | 0.1225               |
| 0.4676        | 267.0 | 4005 | 0.7232          | 0.0942   | 0.0170            | 0.0277                     | 0.1019             | 0.1225               |
| 0.4861        | 268.0 | 4020 | 0.7230          | 0.0942   | 0.0170            | 0.0277                     | 0.1019             | 0.1225               |
| 0.4963        | 269.0 | 4035 | 0.7229          | 0.0942   | 0.0170            | 0.0277                     | 0.1019             | 0.1225               |
| 0.4795        | 270.0 | 4050 | 0.7224          | 0.0949   | 0.0179            | 0.0288                     | 0.1032             | 0.1225               |
| 0.4929        | 271.0 | 4065 | 0.7227          | 0.0949   | 0.0179            | 0.0288                     | 0.1032             | 0.1225               |
| 0.4889        | 272.0 | 4080 | 0.7226          | 0.0949   | 0.0179            | 0.0288                     | 0.1032             | 0.1225               |
| 0.489         | 273.0 | 4095 | 0.7220          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4749        | 274.0 | 4110 | 0.7217          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.477         | 275.0 | 4125 | 0.7214          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4852        | 276.0 | 4140 | 0.7212          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.5047        | 277.0 | 4155 | 0.7211          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4796        | 278.0 | 4170 | 0.7213          | 0.0933   | 0.0179            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4828        | 279.0 | 4185 | 0.7216          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4749        | 280.0 | 4200 | 0.7218          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4801        | 281.0 | 4215 | 0.7222          | 0.0933   | 0.0178            | 0.0286                     | 0.1032             | 0.1185               |
| 0.4917        | 282.0 | 4230 | 0.7223          | 0.0998   | 0.0257            | 0.0406                     | 0.1085             | 0.1245               |
| 0.4805        | 283.0 | 4245 | 0.7224          | 0.0961   | 0.0256            | 0.0408                     | 0.1032             | 0.1205               |
| 0.5027        | 284.0 | 4260 | 0.7225          | 0.0961   | 0.0259            | 0.0408                     | 0.1032             | 0.1205               |
| 0.491         | 285.0 | 4275 | 0.7219          | 0.0961   | 0.0259            | 0.0408                     | 0.1032             | 0.1205               |
| 0.49          | 286.0 | 4290 | 0.7218          | 0.0961   | 0.0256            | 0.0408                     | 0.1032             | 0.1205               |
| 0.4847        | 287.0 | 4305 | 0.7219          | 0.0962   | 0.0261            | 0.0412                     | 0.1032             | 0.1205               |
| 0.4842        | 288.0 | 4320 | 0.7222          | 0.0962   | 0.0261            | 0.0412                     | 0.1032             | 0.1205               |
| 0.4791        | 289.0 | 4335 | 0.7221          | 0.0962   | 0.0261            | 0.0412                     | 0.1032             | 0.1205               |
| 0.4734        | 290.0 | 4350 | 0.7221          | 0.0962   | 0.0261            | 0.0412                     | 0.1032             | 0.1205               |
| 0.4721        | 291.0 | 4365 | 0.7221          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4759        | 292.0 | 4380 | 0.7220          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4917        | 293.0 | 4395 | 0.7219          | 0.0934   | 0.0181            | 0.0289                     | 0.1032             | 0.1185               |
| 0.487         | 294.0 | 4410 | 0.7218          | 0.0934   | 0.0181            | 0.0289                     | 0.1032             | 0.1185               |
| 0.4868        | 295.0 | 4425 | 0.7218          | 0.0934   | 0.0181            | 0.0289                     | 0.1032             | 0.1185               |
| 0.4787        | 296.0 | 4440 | 0.7219          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4904        | 297.0 | 4455 | 0.7219          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4865        | 298.0 | 4470 | 0.7219          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4978        | 299.0 | 4485 | 0.7219          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |
| 0.4777        | 300.0 | 4500 | 0.7219          | 0.0896   | 0.0180            | 0.0290                     | 0.0979             | 0.1145               |


### Framework versions

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