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_10
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_10

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: 0.7501
- Codebleu: 0.1000
- Ngram Match Score: 0.0133
- Weighted Ngram Match Score: 0.0257
- Syntax Match Score: 0.1177
- Dataflow Match Score: 0.1225

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9841        | 1.0   | 15   | 0.9245          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9648        | 2.0   | 30   | 0.9231          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9738        | 3.0   | 45   | 0.9196          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9405        | 4.0   | 60   | 0.9119          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9472        | 5.0   | 75   | 0.8964          | 0.0297   | 0.0001            | 0.0144                     | 0.0265             | 0.0442               |
| 0.9408        | 6.0   | 90   | 0.8720          | 0.0758   | 0.0092            | 0.0328                     | 0.0886             | 0.0904               |
| 0.9252        | 7.0   | 105  | 0.8528          | 0.0996   | 0.0186            | 0.0485                     | 0.1217             | 0.1104               |
| 0.8686        | 8.0   | 120  | 0.8405          | 0.0985   | 0.0148            | 0.0390                     | 0.1204             | 0.1124               |
| 0.8533        | 9.0   | 135  | 0.8292          | 0.1009   | 0.0151            | 0.0380                     | 0.1164             | 0.1225               |
| 0.8467        | 10.0  | 150  | 0.8161          | 0.1007   | 0.0142            | 0.0373                     | 0.1164             | 0.1225               |
| 0.8327        | 11.0  | 165  | 0.8016          | 0.1061   | 0.0138            | 0.0390                     | 0.1296             | 0.1225               |
| 0.831         | 12.0  | 180  | 0.7903          | 0.1129   | 0.0169            | 0.0455                     | 0.1362             | 0.1305               |
| 0.8119        | 13.0  | 195  | 0.7819          | 0.1125   | 0.0157            | 0.0447                     | 0.1376             | 0.1285               |
| 0.7917        | 14.0  | 210  | 0.7744          | 0.1084   | 0.0136            | 0.0431                     | 0.1323             | 0.1245               |
| 0.7957        | 15.0  | 225  | 0.7676          | 0.1063   | 0.0140            | 0.0431                     | 0.1310             | 0.1205               |
| 0.7948        | 16.0  | 240  | 0.7630          | 0.1091   | 0.0142            | 0.0388                     | 0.1310             | 0.1285               |
| 0.7863        | 17.0  | 255  | 0.7596          | 0.1090   | 0.0138            | 0.0375                     | 0.1230             | 0.1365               |
| 0.7624        | 18.0  | 270  | 0.7565          | 0.1070   | 0.0129            | 0.0373                     | 0.1243             | 0.1305               |
| 0.7705        | 19.0  | 285  | 0.7526          | 0.0972   | 0.0150            | 0.0385                     | 0.1151             | 0.1145               |
| 0.7602        | 20.0  | 300  | 0.7487          | 0.1005   | 0.0122            | 0.0375                     | 0.1164             | 0.1225               |
| 0.745         | 21.0  | 315  | 0.7441          | 0.1047   | 0.0134            | 0.0378                     | 0.1204             | 0.1285               |
| 0.7392        | 22.0  | 330  | 0.7406          | 0.1033   | 0.0178            | 0.0462                     | 0.1177             | 0.1245               |
| 0.736         | 23.0  | 345  | 0.7386          | 0.1048   | 0.0177            | 0.0458                     | 0.1177             | 0.1285               |
| 0.7325        | 24.0  | 360  | 0.7363          | 0.1037   | 0.0137            | 0.0354                     | 0.1124             | 0.1345               |
| 0.758         | 25.0  | 375  | 0.7326          | 0.0997   | 0.0134            | 0.0356                     | 0.1085             | 0.1285               |
| 0.7258        | 26.0  | 390  | 0.7323          | 0.1089   | 0.0230            | 0.0541                     | 0.1243             | 0.1285               |
| 0.7114        | 27.0  | 405  | 0.7313          | 0.1019   | 0.0199            | 0.0460                     | 0.1217             | 0.1165               |
| 0.7222        | 28.0  | 420  | 0.7297          | 0.1013   | 0.0160            | 0.0391                     | 0.1151             | 0.1245               |
| 0.7071        | 29.0  | 435  | 0.7289          | 0.1028   | 0.0183            | 0.0457                     | 0.1164             | 0.1245               |
| 0.7006        | 30.0  | 450  | 0.7273          | 0.1019   | 0.0201            | 0.0460                     | 0.1217             | 0.1165               |
| 0.6988        | 31.0  | 465  | 0.7265          | 0.1020   | 0.0192            | 0.0456                     | 0.1204             | 0.1185               |
| 0.6986        | 32.0  | 480  | 0.7239          | 0.1132   | 0.0220            | 0.0484                     | 0.1310             | 0.1345               |
| 0.6931        | 33.0  | 495  | 0.7205          | 0.1022   | 0.0152            | 0.0384                     | 0.1177             | 0.1245               |
| 0.6923        | 34.0  | 510  | 0.7189          | 0.0973   | 0.0124            | 0.0317                     | 0.1138             | 0.1185               |
| 0.6746        | 35.0  | 525  | 0.7183          | 0.1000   | 0.0133            | 0.0339                     | 0.1217             | 0.1165               |
| 0.6987        | 36.0  | 540  | 0.7165          | 0.0991   | 0.0137            | 0.0328                     | 0.1177             | 0.1185               |
| 0.6871        | 37.0  | 555  | 0.7161          | 0.0991   | 0.0168            | 0.0398                     | 0.1151             | 0.1185               |
| 0.6823        | 38.0  | 570  | 0.7173          | 0.1052   | 0.0237            | 0.0486                     | 0.1204             | 0.1245               |
| 0.6805        | 39.0  | 585  | 0.7145          | 0.1093   | 0.0227            | 0.0484                     | 0.1270             | 0.1285               |
| 0.6878        | 40.0  | 600  | 0.7141          | 0.1071   | 0.0173            | 0.0402                     | 0.1270             | 0.1265               |
| 0.6692        | 41.0  | 615  | 0.7153          | 0.1026   | 0.0185            | 0.0414                     | 0.1190             | 0.1225               |
| 0.6686        | 42.0  | 630  | 0.7137          | 0.1077   | 0.0217            | 0.0465                     | 0.1257             | 0.1265               |
| 0.6698        | 43.0  | 645  | 0.7130          | 0.1072   | 0.0232            | 0.0477                     | 0.1217             | 0.1285               |
| 0.673         | 44.0  | 660  | 0.7119          | 0.1074   | 0.0212            | 0.0467                     | 0.1270             | 0.1245               |
| 0.6709        | 45.0  | 675  | 0.7116          | 0.1074   | 0.0212            | 0.0467                     | 0.1270             | 0.1245               |
| 0.6615        | 46.0  | 690  | 0.7125          | 0.1116   | 0.0218            | 0.0485                     | 0.1270             | 0.1345               |
| 0.668         | 47.0  | 705  | 0.7124          | 0.1055   | 0.0212            | 0.0486                     | 0.1217             | 0.1245               |
| 0.6618        | 48.0  | 720  | 0.7126          | 0.1093   | 0.0224            | 0.0487                     | 0.1270             | 0.1285               |
| 0.6632        | 49.0  | 735  | 0.7108          | 0.1092   | 0.0219            | 0.0485                     | 0.1270             | 0.1285               |
| 0.6481        | 50.0  | 750  | 0.7126          | 0.1129   | 0.0216            | 0.0479                     | 0.1323             | 0.1325               |
| 0.6673        | 51.0  | 765  | 0.7117          | 0.1061   | 0.0169            | 0.0436                     | 0.1296             | 0.1205               |
| 0.6661        | 52.0  | 780  | 0.7106          | 0.1089   | 0.0208            | 0.0436                     | 0.1296             | 0.1265               |
| 0.6638        | 53.0  | 795  | 0.7105          | 0.1052   | 0.0214            | 0.0483                     | 0.1190             | 0.1265               |
| 0.6301        | 54.0  | 810  | 0.7103          | 0.1132   | 0.0230            | 0.0497                     | 0.1283             | 0.1365               |
| 0.6539        | 55.0  | 825  | 0.7099          | 0.1081   | 0.0222            | 0.0475                     | 0.1204             | 0.1325               |
| 0.6605        | 56.0  | 840  | 0.7110          | 0.1094   | 0.0210            | 0.0483                     | 0.1296             | 0.1265               |
| 0.6664        | 57.0  | 855  | 0.7086          | 0.1143   | 0.0217            | 0.0489                     | 0.1296             | 0.1386               |
| 0.6424        | 58.0  | 870  | 0.7095          | 0.1144   | 0.0237            | 0.0475                     | 0.1296             | 0.1386               |
| 0.6563        | 59.0  | 885  | 0.7091          | 0.0995   | 0.0184            | 0.0397                     | 0.1098             | 0.1245               |
| 0.634         | 60.0  | 900  | 0.7111          | 0.1038   | 0.0191            | 0.0414                     | 0.1138             | 0.1305               |
| 0.6568        | 61.0  | 915  | 0.7123          | 0.1030   | 0.0192            | 0.0414                     | 0.1138             | 0.1285               |
| 0.6394        | 62.0  | 930  | 0.7125          | 0.1058   | 0.0198            | 0.0422                     | 0.1204             | 0.1285               |
| 0.6422        | 63.0  | 945  | 0.7111          | 0.1032   | 0.0190            | 0.0438                     | 0.1177             | 0.1245               |
| 0.6277        | 64.0  | 960  | 0.7145          | 0.1137   | 0.0203            | 0.0439                     | 0.1296             | 0.1386               |
| 0.6659        | 65.0  | 975  | 0.7119          | 0.1005   | 0.0169            | 0.0407                     | 0.1164             | 0.1205               |
| 0.6258        | 66.0  | 990  | 0.7126          | 0.1211   | 0.0236            | 0.0459                     | 0.1429             | 0.1426               |
| 0.6515        | 67.0  | 1005 | 0.7096          | 0.0988   | 0.0190            | 0.0398                     | 0.1098             | 0.1225               |
| 0.6355        | 68.0  | 1020 | 0.7095          | 0.1091   | 0.0217            | 0.0477                     | 0.1270             | 0.1285               |
| 0.619         | 69.0  | 1035 | 0.7127          | 0.1214   | 0.0248            | 0.0473                     | 0.1429             | 0.1426               |
| 0.6505        | 70.0  | 1050 | 0.7125          | 0.1201   | 0.0229            | 0.0472                     | 0.1402             | 0.1426               |
| 0.6315        | 71.0  | 1065 | 0.7133          | 0.1199   | 0.0221            | 0.0458                     | 0.1402             | 0.1426               |
| 0.6282        | 72.0  | 1080 | 0.7127          | 0.1100   | 0.0207            | 0.0467                     | 0.1296             | 0.1285               |
| 0.6394        | 73.0  | 1095 | 0.7129          | 0.1164   | 0.0240            | 0.0489                     | 0.1402             | 0.1325               |
| 0.6174        | 74.0  | 1110 | 0.7135          | 0.1164   | 0.0242            | 0.0486                     | 0.1402             | 0.1325               |
| 0.6191        | 75.0  | 1125 | 0.7133          | 0.1132   | 0.0236            | 0.0488                     | 0.1323             | 0.1325               |
| 0.6237        | 76.0  | 1140 | 0.7138          | 0.1212   | 0.0247            | 0.0481                     | 0.1442             | 0.1406               |
| 0.6327        | 77.0  | 1155 | 0.7125          | 0.1212   | 0.0247            | 0.0481                     | 0.1442             | 0.1406               |
| 0.6154        | 78.0  | 1170 | 0.7135          | 0.1236   | 0.0248            | 0.0479                     | 0.1442             | 0.1466               |
| 0.62          | 79.0  | 1185 | 0.7153          | 0.1178   | 0.0224            | 0.0457                     | 0.1349             | 0.1426               |
| 0.617         | 80.0  | 1200 | 0.7129          | 0.1154   | 0.0233            | 0.0450                     | 0.1349             | 0.1365               |
| 0.6157        | 81.0  | 1215 | 0.7155          | 0.1219   | 0.0245            | 0.0478                     | 0.1402             | 0.1466               |
| 0.6179        | 82.0  | 1230 | 0.7160          | 0.1120   | 0.0218            | 0.0446                     | 0.1270             | 0.1365               |
| 0.6355        | 83.0  | 1245 | 0.7147          | 0.1235   | 0.0242            | 0.0476                     | 0.1442             | 0.1466               |
| 0.6196        | 84.0  | 1260 | 0.7140          | 0.1203   | 0.0242            | 0.0476                     | 0.1402             | 0.1426               |
| 0.5984        | 85.0  | 1275 | 0.7147          | 0.1308   | 0.0297            | 0.0541                     | 0.1455             | 0.1606               |
| 0.6024        | 86.0  | 1290 | 0.7162          | 0.1295   | 0.0284            | 0.0499                     | 0.1415             | 0.1627               |
| 0.5975        | 87.0  | 1305 | 0.7154          | 0.1299   | 0.0287            | 0.0537                     | 0.1495             | 0.1546               |
| 0.6062        | 88.0  | 1320 | 0.7173          | 0.1240   | 0.0268            | 0.0523                     | 0.1415             | 0.1486               |
| 0.6081        | 89.0  | 1335 | 0.7179          | 0.1190   | 0.0255            | 0.0515                     | 0.1336             | 0.1446               |
| 0.6079        | 90.0  | 1350 | 0.7173          | 0.1250   | 0.0278            | 0.0533                     | 0.1415             | 0.1506               |
| 0.6027        | 91.0  | 1365 | 0.7191          | 0.1252   | 0.0297            | 0.0538                     | 0.1415             | 0.1506               |
| 0.6002        | 92.0  | 1380 | 0.7182          | 0.1240   | 0.0302            | 0.0543                     | 0.1402             | 0.1486               |
| 0.5834        | 93.0  | 1395 | 0.7182          | 0.1237   | 0.0287            | 0.0508                     | 0.1389             | 0.1506               |
| 0.5887        | 94.0  | 1410 | 0.7175          | 0.1175   | 0.0260            | 0.0524                     | 0.1336             | 0.1406               |
| 0.6087        | 95.0  | 1425 | 0.7186          | 0.1171   | 0.0252            | 0.0520                     | 0.1349             | 0.1386               |
| 0.6059        | 96.0  | 1440 | 0.7204          | 0.1249   | 0.0296            | 0.0539                     | 0.1429             | 0.1486               |
| 0.602         | 97.0  | 1455 | 0.7202          | 0.1249   | 0.0296            | 0.0539                     | 0.1429             | 0.1486               |
| 0.5912        | 98.0  | 1470 | 0.7187          | 0.1237   | 0.0301            | 0.0548                     | 0.1415             | 0.1466               |
| 0.6163        | 99.0  | 1485 | 0.7184          | 0.1195   | 0.0281            | 0.0541                     | 0.1336             | 0.1446               |
| 0.6016        | 100.0 | 1500 | 0.7202          | 0.1178   | 0.0258            | 0.0476                     | 0.1376             | 0.1386               |
| 0.5881        | 101.0 | 1515 | 0.7204          | 0.1188   | 0.0243            | 0.0455                     | 0.1389             | 0.1406               |
| 0.5883        | 102.0 | 1530 | 0.7152          | 0.1187   | 0.0270            | 0.0476                     | 0.1336             | 0.1446               |
| 0.5946        | 103.0 | 1545 | 0.7171          | 0.1150   | 0.0264            | 0.0478                     | 0.1243             | 0.1446               |
| 0.5883        | 104.0 | 1560 | 0.7216          | 0.1188   | 0.0272            | 0.0480                     | 0.1336             | 0.1446               |
| 0.5886        | 105.0 | 1575 | 0.7209          | 0.1182   | 0.0269            | 0.0476                     | 0.1323             | 0.1446               |
| 0.6019        | 106.0 | 1590 | 0.7190          | 0.1173   | 0.0261            | 0.0473                     | 0.1323             | 0.1426               |
| 0.6065        | 107.0 | 1605 | 0.7197          | 0.1173   | 0.0261            | 0.0473                     | 0.1323             | 0.1426               |
| 0.5764        | 108.0 | 1620 | 0.7199          | 0.1141   | 0.0259            | 0.0474                     | 0.1243             | 0.1426               |
| 0.5776        | 109.0 | 1635 | 0.7206          | 0.1161   | 0.0267            | 0.0483                     | 0.1230             | 0.1486               |
| 0.5966        | 110.0 | 1650 | 0.7206          | 0.1164   | 0.0251            | 0.0452                     | 0.1310             | 0.1426               |
| 0.5922        | 111.0 | 1665 | 0.7186          | 0.1137   | 0.0263            | 0.0479                     | 0.1230             | 0.1426               |
| 0.5741        | 112.0 | 1680 | 0.7225          | 0.1117   | 0.0223            | 0.0436                     | 0.1243             | 0.1386               |
| 0.5677        | 113.0 | 1695 | 0.7227          | 0.1148   | 0.0237            | 0.0434                     | 0.1257             | 0.1446               |
| 0.5826        | 114.0 | 1710 | 0.7232          | 0.1138   | 0.0226            | 0.0427                     | 0.1257             | 0.1426               |
| 0.579         | 115.0 | 1725 | 0.7242          | 0.1155   | 0.0230            | 0.0434                     | 0.1296             | 0.1426               |
| 0.5758        | 116.0 | 1740 | 0.7240          | 0.1130   | 0.0229            | 0.0425                     | 0.1296             | 0.1365               |
| 0.5736        | 117.0 | 1755 | 0.7230          | 0.1144   | 0.0225            | 0.0430                     | 0.1270             | 0.1426               |
| 0.5885        | 118.0 | 1770 | 0.7251          | 0.1153   | 0.0231            | 0.0433                     | 0.1270             | 0.1446               |
| 0.5873        | 119.0 | 1785 | 0.7250          | 0.1122   | 0.0220            | 0.0431                     | 0.1296             | 0.1345               |
| 0.5708        | 120.0 | 1800 | 0.7237          | 0.1126   | 0.0228            | 0.0440                     | 0.1283             | 0.1365               |
| 0.5748        | 121.0 | 1815 | 0.7258          | 0.1143   | 0.0234            | 0.0438                     | 0.1283             | 0.1406               |
| 0.5767        | 122.0 | 1830 | 0.7248          | 0.1150   | 0.0244            | 0.0449                     | 0.1296             | 0.1406               |
| 0.5848        | 123.0 | 1845 | 0.7252          | 0.1140   | 0.0243            | 0.0452                     | 0.1270             | 0.1406               |
| 0.5738        | 124.0 | 1860 | 0.7239          | 0.1151   | 0.0226            | 0.0426                     | 0.1349             | 0.1365               |
| 0.5807        | 125.0 | 1875 | 0.7239          | 0.1160   | 0.0236            | 0.0429                     | 0.1389             | 0.1345               |
| 0.5618        | 126.0 | 1890 | 0.7237          | 0.1182   | 0.0242            | 0.0454                     | 0.1376             | 0.1406               |
| 0.5655        | 127.0 | 1905 | 0.7251          | 0.1162   | 0.0239            | 0.0441                     | 0.1349             | 0.1386               |
| 0.5672        | 128.0 | 1920 | 0.7275          | 0.1184   | 0.0251            | 0.0441                     | 0.1442             | 0.1345               |
| 0.5722        | 129.0 | 1935 | 0.7285          | 0.1105   | 0.0232            | 0.0435                     | 0.1270             | 0.1325               |
| 0.5601        | 130.0 | 1950 | 0.7285          | 0.1087   | 0.0186            | 0.0350                     | 0.1177             | 0.1406               |
| 0.565         | 131.0 | 1965 | 0.7266          | 0.1106   | 0.0209            | 0.0413                     | 0.1283             | 0.1325               |
| 0.5745        | 132.0 | 1980 | 0.7291          | 0.1092   | 0.0198            | 0.0370                     | 0.1243             | 0.1345               |
| 0.5778        | 133.0 | 1995 | 0.7271          | 0.1098   | 0.0213            | 0.0411                     | 0.1283             | 0.1305               |
| 0.5586        | 134.0 | 2010 | 0.7256          | 0.1109   | 0.0221            | 0.0430                     | 0.1243             | 0.1365               |
| 0.5619        | 135.0 | 2025 | 0.7264          | 0.1110   | 0.0236            | 0.0425                     | 0.1243             | 0.1365               |
| 0.5589        | 136.0 | 2040 | 0.7273          | 0.1114   | 0.0246            | 0.0432                     | 0.1270             | 0.1345               |
| 0.5443        | 137.0 | 2055 | 0.7290          | 0.1130   | 0.0200            | 0.0347                     | 0.1283             | 0.1406               |
| 0.5664        | 138.0 | 2070 | 0.7319          | 0.1188   | 0.0208            | 0.0359                     | 0.1323             | 0.1506               |
| 0.5646        | 139.0 | 2085 | 0.7296          | 0.1057   | 0.0173            | 0.0336                     | 0.1151             | 0.1365               |
| 0.5612        | 140.0 | 2100 | 0.7291          | 0.1149   | 0.0213            | 0.0413                     | 0.1310             | 0.1406               |
| 0.5608        | 141.0 | 2115 | 0.7325          | 0.1144   | 0.0194            | 0.0357                     | 0.1217             | 0.1506               |
| 0.5708        | 142.0 | 2130 | 0.7335          | 0.1123   | 0.0186            | 0.0339                     | 0.1230             | 0.1446               |
| 0.5583        | 143.0 | 2145 | 0.7292          | 0.1104   | 0.0173            | 0.0324                     | 0.1151             | 0.1486               |
| 0.5727        | 144.0 | 2160 | 0.7291          | 0.1093   | 0.0174            | 0.0329                     | 0.1323             | 0.1285               |
| 0.5406        | 145.0 | 2175 | 0.7312          | 0.1151   | 0.0201            | 0.0362                     | 0.1230             | 0.1506               |
| 0.5629        | 146.0 | 2190 | 0.7327          | 0.1115   | 0.0170            | 0.0324                     | 0.1177             | 0.1486               |
| 0.5624        | 147.0 | 2205 | 0.7328          | 0.1020   | 0.0130            | 0.0245                     | 0.1151             | 0.1305               |
| 0.5478        | 148.0 | 2220 | 0.7306          | 0.1055   | 0.0164            | 0.0323                     | 0.1230             | 0.1285               |
| 0.5633        | 149.0 | 2235 | 0.7317          | 0.1089   | 0.0170            | 0.0339                     | 0.1190             | 0.1406               |
| 0.5454        | 150.0 | 2250 | 0.7338          | 0.1146   | 0.0166            | 0.0324                     | 0.1217             | 0.1526               |
| 0.5476        | 151.0 | 2265 | 0.7326          | 0.1108   | 0.0162            | 0.0321                     | 0.1204             | 0.1446               |
| 0.5597        | 152.0 | 2280 | 0.7339          | 0.1076   | 0.0177            | 0.0334                     | 0.1138             | 0.1426               |
| 0.546         | 153.0 | 2295 | 0.7322          | 0.1062   | 0.0188            | 0.0340                     | 0.1177             | 0.1345               |
| 0.5507        | 154.0 | 2310 | 0.7333          | 0.1058   | 0.0179            | 0.0338                     | 0.1190             | 0.1325               |
| 0.5521        | 155.0 | 2325 | 0.7328          | 0.1158   | 0.0217            | 0.0419                     | 0.1270             | 0.1466               |
| 0.5623        | 156.0 | 2340 | 0.7334          | 0.1160   | 0.0227            | 0.0426                     | 0.1270             | 0.1466               |
| 0.5455        | 157.0 | 2355 | 0.7349          | 0.1087   | 0.0133            | 0.0243                     | 0.1177             | 0.1446               |
| 0.5578        | 158.0 | 2370 | 0.7360          | 0.1144   | 0.0181            | 0.0338                     | 0.1204             | 0.1526               |
| 0.5505        | 159.0 | 2385 | 0.7360          | 0.1104   | 0.0194            | 0.0358                     | 0.1217             | 0.1406               |
| 0.5464        | 160.0 | 2400 | 0.7361          | 0.1046   | 0.0139            | 0.0257                     | 0.1190             | 0.1325               |
| 0.5349        | 161.0 | 2415 | 0.7371          | 0.1034   | 0.0136            | 0.0249                     | 0.1164             | 0.1325               |
| 0.5493        | 162.0 | 2430 | 0.7357          | 0.1057   | 0.0137            | 0.0238                     | 0.1164             | 0.1386               |
| 0.5675        | 163.0 | 2445 | 0.7346          | 0.1037   | 0.0135            | 0.0248                     | 0.1151             | 0.1345               |
| 0.5564        | 164.0 | 2460 | 0.7333          | 0.1037   | 0.0139            | 0.0248                     | 0.1151             | 0.1345               |
| 0.5372        | 165.0 | 2475 | 0.7333          | 0.1017   | 0.0146            | 0.0254                     | 0.1138             | 0.1305               |
| 0.5322        | 166.0 | 2490 | 0.7365          | 0.1153   | 0.0206            | 0.0356                     | 0.1257             | 0.1486               |
| 0.5341        | 167.0 | 2505 | 0.7368          | 0.1081   | 0.0141            | 0.0256                     | 0.1217             | 0.1386               |
| 0.5274        | 168.0 | 2520 | 0.7366          | 0.1025   | 0.0133            | 0.0245                     | 0.1164             | 0.1305               |
| 0.5331        | 169.0 | 2535 | 0.7385          | 0.1128   | 0.0181            | 0.0338                     | 0.1204             | 0.1486               |
| 0.5478        | 170.0 | 2550 | 0.7379          | 0.1069   | 0.0124            | 0.0236                     | 0.1177             | 0.1406               |
| 0.5412        | 171.0 | 2565 | 0.7377          | 0.1102   | 0.0140            | 0.0255                     | 0.1230             | 0.1426               |
| 0.5515        | 172.0 | 2580 | 0.7363          | 0.1041   | 0.0143            | 0.0253                     | 0.1177             | 0.1325               |
| 0.5422        | 173.0 | 2595 | 0.7367          | 0.1105   | 0.0142            | 0.0253                     | 0.1217             | 0.1446               |
| 0.5348        | 174.0 | 2610 | 0.7365          | 0.1088   | 0.0136            | 0.0258                     | 0.1217             | 0.1406               |
| 0.5396        | 175.0 | 2625 | 0.7359          | 0.1094   | 0.0142            | 0.0255                     | 0.1230             | 0.1406               |
| 0.5461        | 176.0 | 2640 | 0.7380          | 0.1165   | 0.0188            | 0.0358                     | 0.1270             | 0.1506               |
| 0.5342        | 177.0 | 2655 | 0.7389          | 0.1165   | 0.0187            | 0.0358                     | 0.1270             | 0.1506               |
| 0.5336        | 178.0 | 2670 | 0.7393          | 0.1164   | 0.0184            | 0.0353                     | 0.1270             | 0.1506               |
| 0.5506        | 179.0 | 2685 | 0.7380          | 0.1097   | 0.0146            | 0.0255                     | 0.1177             | 0.1466               |
| 0.5271        | 180.0 | 2700 | 0.7393          | 0.1030   | 0.0117            | 0.0228                     | 0.1124             | 0.1365               |
| 0.5463        | 181.0 | 2715 | 0.7402          | 0.1039   | 0.0123            | 0.0229                     | 0.1164             | 0.1345               |
| 0.5382        | 182.0 | 2730 | 0.7397          | 0.1009   | 0.0122            | 0.0229                     | 0.1190             | 0.1245               |
| 0.5343        | 183.0 | 2745 | 0.7385          | 0.1029   | 0.0148            | 0.0272                     | 0.1243             | 0.1225               |
| 0.5249        | 184.0 | 2760 | 0.7403          | 0.1099   | 0.0141            | 0.0257                     | 0.1243             | 0.1406               |
| 0.5278        | 185.0 | 2775 | 0.7420          | 0.1032   | 0.0138            | 0.0253                     | 0.1177             | 0.1305               |
| 0.5265        | 186.0 | 2790 | 0.7421          | 0.1115   | 0.0182            | 0.0339                     | 0.1190             | 0.1466               |
| 0.5158        | 187.0 | 2805 | 0.7427          | 0.1080   | 0.0183            | 0.0343                     | 0.1164             | 0.1406               |
| 0.5364        | 188.0 | 2820 | 0.7428          | 0.1039   | 0.0132            | 0.0244                     | 0.1177             | 0.1325               |
| 0.5375        | 189.0 | 2835 | 0.7426          | 0.1039   | 0.0131            | 0.0244                     | 0.1177             | 0.1325               |
| 0.5344        | 190.0 | 2850 | 0.7416          | 0.1031   | 0.0131            | 0.0244                     | 0.1177             | 0.1305               |
| 0.5364        | 191.0 | 2865 | 0.7407          | 0.1089   | 0.0128            | 0.0242                     | 0.1204             | 0.1426               |
| 0.5219        | 192.0 | 2880 | 0.7410          | 0.1089   | 0.0126            | 0.0242                     | 0.1204             | 0.1426               |
| 0.5322        | 193.0 | 2895 | 0.7420          | 0.1092   | 0.0130            | 0.0246                     | 0.1230             | 0.1406               |
| 0.5246        | 194.0 | 2910 | 0.7423          | 0.1092   | 0.0133            | 0.0246                     | 0.1230             | 0.1406               |
| 0.5308        | 195.0 | 2925 | 0.7421          | 0.1028   | 0.0130            | 0.0241                     | 0.1151             | 0.1325               |
| 0.5318        | 196.0 | 2940 | 0.7431          | 0.1061   | 0.0135            | 0.0254                     | 0.1190             | 0.1365               |
| 0.5224        | 197.0 | 2955 | 0.7439          | 0.1028   | 0.0132            | 0.0241                     | 0.1151             | 0.1325               |
| 0.5226        | 198.0 | 2970 | 0.7447          | 0.1027   | 0.0129            | 0.0241                     | 0.1151             | 0.1325               |
| 0.5267        | 199.0 | 2985 | 0.7431          | 0.1027   | 0.0139            | 0.0255                     | 0.1164             | 0.1305               |
| 0.5263        | 200.0 | 3000 | 0.7432          | 0.1070   | 0.0138            | 0.0254                     | 0.1190             | 0.1386               |
| 0.5235        | 201.0 | 3015 | 0.7423          | 0.1070   | 0.0138            | 0.0254                     | 0.1190             | 0.1386               |
| 0.5161        | 202.0 | 3030 | 0.7444          | 0.1107   | 0.0137            | 0.0254                     | 0.1243             | 0.1426               |
| 0.5215        | 203.0 | 3045 | 0.7433          | 0.1056   | 0.0138            | 0.0255                     | 0.1217             | 0.1325               |
| 0.5137        | 204.0 | 3060 | 0.7425          | 0.1019   | 0.0136            | 0.0255                     | 0.1164             | 0.1285               |
| 0.5333        | 205.0 | 3075 | 0.7448          | 0.1089   | 0.0128            | 0.0241                     | 0.1204             | 0.1426               |
| 0.5218        | 206.0 | 3090 | 0.7449          | 0.1056   | 0.0128            | 0.0241                     | 0.1204             | 0.1345               |
| 0.5187        | 207.0 | 3105 | 0.7436          | 0.0985   | 0.0129            | 0.0241                     | 0.1164             | 0.1205               |
| 0.5098        | 208.0 | 3120 | 0.7440          | 0.1045   | 0.0135            | 0.0255                     | 0.1230             | 0.1285               |
| 0.5114        | 209.0 | 3135 | 0.7435          | 0.0985   | 0.0129            | 0.0242                     | 0.1164             | 0.1205               |
| 0.5265        | 210.0 | 3150 | 0.7434          | 0.0995   | 0.0136            | 0.0255                     | 0.1164             | 0.1225               |
| 0.5197        | 211.0 | 3165 | 0.7447          | 0.0997   | 0.0137            | 0.0254                     | 0.1151             | 0.1245               |
| 0.5228        | 212.0 | 3180 | 0.7458          | 0.1021   | 0.0134            | 0.0254                     | 0.1151             | 0.1305               |
| 0.527         | 213.0 | 3195 | 0.7447          | 0.0995   | 0.0137            | 0.0254                     | 0.1164             | 0.1225               |
| 0.5183        | 214.0 | 3210 | 0.7446          | 0.1029   | 0.0136            | 0.0254                     | 0.1151             | 0.1325               |
| 0.5175        | 215.0 | 3225 | 0.7447          | 0.1021   | 0.0136            | 0.0254                     | 0.1151             | 0.1305               |
| 0.516         | 216.0 | 3240 | 0.7442          | 0.1029   | 0.0136            | 0.0253                     | 0.1190             | 0.1285               |
| 0.5186        | 217.0 | 3255 | 0.7450          | 0.1048   | 0.0136            | 0.0253                     | 0.1177             | 0.1345               |
| 0.5079        | 218.0 | 3270 | 0.7465          | 0.1057   | 0.0128            | 0.0239                     | 0.1164             | 0.1386               |
| 0.5119        | 219.0 | 3285 | 0.7453          | 0.1040   | 0.0136            | 0.0253                     | 0.1177             | 0.1325               |
| 0.5118        | 220.0 | 3300 | 0.7421          | 0.1056   | 0.0132            | 0.0253                     | 0.1177             | 0.1365               |
| 0.5213        | 221.0 | 3315 | 0.7415          | 0.1006   | 0.0125            | 0.0243                     | 0.1177             | 0.1245               |
| 0.5106        | 222.0 | 3330 | 0.7423          | 0.1038   | 0.0124            | 0.0240                     | 0.1138             | 0.1365               |
| 0.5204        | 223.0 | 3345 | 0.7428          | 0.1073   | 0.0127            | 0.0239                     | 0.1164             | 0.1426               |
| 0.5216        | 224.0 | 3360 | 0.7439          | 0.1073   | 0.0127            | 0.0239                     | 0.1164             | 0.1426               |
| 0.5191        | 225.0 | 3375 | 0.7436          | 0.1026   | 0.0135            | 0.0254                     | 0.1204             | 0.1265               |
| 0.5053        | 226.0 | 3390 | 0.7429          | 0.1027   | 0.0129            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5134        | 227.0 | 3405 | 0.7434          | 0.1009   | 0.0126            | 0.0243                     | 0.1164             | 0.1265               |
| 0.5144        | 228.0 | 3420 | 0.7429          | 0.1009   | 0.0126            | 0.0243                     | 0.1164             | 0.1265               |
| 0.5132        | 229.0 | 3435 | 0.7430          | 0.1027   | 0.0126            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5138        | 230.0 | 3450 | 0.7437          | 0.1027   | 0.0129            | 0.0242                     | 0.1190             | 0.1285               |
| 0.522         | 231.0 | 3465 | 0.7437          | 0.0950   | 0.0127            | 0.0244                     | 0.1138             | 0.1145               |
| 0.5091        | 232.0 | 3480 | 0.7448          | 0.1027   | 0.0129            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5006        | 233.0 | 3495 | 0.7443          | 0.0992   | 0.0125            | 0.0243                     | 0.1164             | 0.1225               |
| 0.5276        | 234.0 | 3510 | 0.7456          | 0.1046   | 0.0130            | 0.0245                     | 0.1217             | 0.1305               |
| 0.5048        | 235.0 | 3525 | 0.7463          | 0.1046   | 0.0130            | 0.0245                     | 0.1217             | 0.1305               |
| 0.5044        | 236.0 | 3540 | 0.7454          | 0.0985   | 0.0130            | 0.0243                     | 0.1164             | 0.1205               |
| 0.5027        | 237.0 | 3555 | 0.7456          | 0.1027   | 0.0129            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5135        | 238.0 | 3570 | 0.7457          | 0.0992   | 0.0125            | 0.0243                     | 0.1164             | 0.1225               |
| 0.5238        | 239.0 | 3585 | 0.7442          | 0.1016   | 0.0123            | 0.0243                     | 0.1164             | 0.1285               |
| 0.5093        | 240.0 | 3600 | 0.7451          | 0.1027   | 0.0135            | 0.0256                     | 0.1204             | 0.1265               |
| 0.5029        | 241.0 | 3615 | 0.7454          | 0.1027   | 0.0135            | 0.0256                     | 0.1204             | 0.1265               |
| 0.5104        | 242.0 | 3630 | 0.7466          | 0.1027   | 0.0128            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5039        | 243.0 | 3645 | 0.7475          | 0.0949   | 0.0124            | 0.0242                     | 0.1138             | 0.1145               |
| 0.5053        | 244.0 | 3660 | 0.7487          | 0.0952   | 0.0124            | 0.0241                     | 0.1124             | 0.1165               |
| 0.5121        | 245.0 | 3675 | 0.7493          | 0.0987   | 0.0128            | 0.0241                     | 0.1151             | 0.1225               |
| 0.5078        | 246.0 | 3690 | 0.7478          | 0.1030   | 0.0126            | 0.0240                     | 0.1177             | 0.1305               |
| 0.5086        | 247.0 | 3705 | 0.7474          | 0.0992   | 0.0124            | 0.0241                     | 0.1164             | 0.1225               |
| 0.5203        | 248.0 | 3720 | 0.7467          | 0.0992   | 0.0126            | 0.0243                     | 0.1164             | 0.1225               |
| 0.5087        | 249.0 | 3735 | 0.7470          | 0.1016   | 0.0131            | 0.0257                     | 0.1177             | 0.1265               |
| 0.5215        | 250.0 | 3750 | 0.7481          | 0.1016   | 0.0130            | 0.0257                     | 0.1177             | 0.1265               |
| 0.5031        | 251.0 | 3765 | 0.7479          | 0.1016   | 0.0133            | 0.0257                     | 0.1177             | 0.1265               |
| 0.5152        | 252.0 | 3780 | 0.7491          | 0.0992   | 0.0125            | 0.0243                     | 0.1164             | 0.1225               |
| 0.5122        | 253.0 | 3795 | 0.7502          | 0.1030   | 0.0128            | 0.0241                     | 0.1177             | 0.1305               |
| 0.5043        | 254.0 | 3810 | 0.7495          | 0.1030   | 0.0131            | 0.0241                     | 0.1177             | 0.1305               |
| 0.5055        | 255.0 | 3825 | 0.7489          | 0.1030   | 0.0138            | 0.0255                     | 0.1190             | 0.1285               |
| 0.5009        | 256.0 | 3840 | 0.7492          | 0.1054   | 0.0137            | 0.0255                     | 0.1190             | 0.1345               |
| 0.5153        | 257.0 | 3855 | 0.7484          | 0.1017   | 0.0127            | 0.0243                     | 0.1164             | 0.1285               |
| 0.4967        | 258.0 | 3870 | 0.7476          | 0.1048   | 0.0139            | 0.0259                     | 0.1257             | 0.1265               |
| 0.5144        | 259.0 | 3885 | 0.7477          | 0.1049   | 0.0140            | 0.0259                     | 0.1257             | 0.1265               |
| 0.5176        | 260.0 | 3900 | 0.7479          | 0.0995   | 0.0135            | 0.0257                     | 0.1204             | 0.1185               |
| 0.5063        | 261.0 | 3915 | 0.7491          | 0.1016   | 0.0133            | 0.0257                     | 0.1177             | 0.1265               |
| 0.5097        | 262.0 | 3930 | 0.7502          | 0.0949   | 0.0134            | 0.0258                     | 0.1151             | 0.1124               |
| 0.5068        | 263.0 | 3945 | 0.7495          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5087        | 264.0 | 3960 | 0.7502          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.507         | 265.0 | 3975 | 0.7505          | 0.1027   | 0.0139            | 0.0256                     | 0.1204             | 0.1265               |
| 0.5058        | 266.0 | 3990 | 0.7493          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.4866        | 267.0 | 4005 | 0.7489          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5048        | 268.0 | 4020 | 0.7495          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5186        | 269.0 | 4035 | 0.7493          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.4905        | 270.0 | 4050 | 0.7492          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5046        | 271.0 | 4065 | 0.7497          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5105        | 272.0 | 4080 | 0.7497          | 0.0992   | 0.0135            | 0.0257                     | 0.1177             | 0.1205               |
| 0.5084        | 273.0 | 4095 | 0.7490          | 0.1046   | 0.0140            | 0.0259                     | 0.1230             | 0.1285               |
| 0.4971        | 274.0 | 4110 | 0.7492          | 0.1046   | 0.0140            | 0.0259                     | 0.1230             | 0.1285               |
| 0.4922        | 275.0 | 4125 | 0.7496          | 0.1046   | 0.0140            | 0.0259                     | 0.1230             | 0.1285               |
| 0.503         | 276.0 | 4140 | 0.7500          | 0.1028   | 0.0131            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5273        | 277.0 | 4155 | 0.7497          | 0.0985   | 0.0132            | 0.0243                     | 0.1164             | 0.1205               |
| 0.5135        | 278.0 | 4170 | 0.7502          | 0.0985   | 0.0132            | 0.0243                     | 0.1164             | 0.1205               |
| 0.4994        | 279.0 | 4185 | 0.7502          | 0.1028   | 0.0131            | 0.0242                     | 0.1190             | 0.1285               |
| 0.498         | 280.0 | 4200 | 0.7505          | 0.1028   | 0.0131            | 0.0242                     | 0.1190             | 0.1285               |
| 0.5109        | 281.0 | 4215 | 0.7508          | 0.0985   | 0.0132            | 0.0243                     | 0.1164             | 0.1205               |
| 0.5049        | 282.0 | 4230 | 0.7509          | 0.1028   | 0.0131            | 0.0242                     | 0.1190             | 0.1285               |
| 0.4991        | 283.0 | 4245 | 0.7510          | 0.1028   | 0.0131            | 0.0242                     | 0.1190             | 0.1285               |
| 0.516         | 284.0 | 4260 | 0.7507          | 0.1035   | 0.0130            | 0.0242                     | 0.1190             | 0.1305               |
| 0.5078        | 285.0 | 4275 | 0.7507          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5128        | 286.0 | 4290 | 0.7503          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.4972        | 287.0 | 4305 | 0.7503          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5064        | 288.0 | 4320 | 0.7504          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5017        | 289.0 | 4335 | 0.7505          | 0.1035   | 0.0137            | 0.0256                     | 0.1204             | 0.1285               |
| 0.4874        | 290.0 | 4350 | 0.7504          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.4935        | 291.0 | 4365 | 0.7503          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5023        | 292.0 | 4380 | 0.7502          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5118        | 293.0 | 4395 | 0.7500          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5149        | 294.0 | 4410 | 0.7501          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.504         | 295.0 | 4425 | 0.7501          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.4974        | 296.0 | 4440 | 0.7502          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5083        | 297.0 | 4455 | 0.7501          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5018        | 298.0 | 4470 | 0.7502          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5162        | 299.0 | 4485 | 0.7501          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |
| 0.5066        | 300.0 | 4500 | 0.7501          | 0.1000   | 0.0133            | 0.0257                     | 0.1177             | 0.1225               |


### Framework versions

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