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_15
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_15

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: 0.7369
- Codebleu: 0.1024
- Ngram Match Score: 0.0159
- Weighted Ngram Match Score: 0.0260
- Syntax Match Score: 0.1151
- Dataflow Match Score: 0.1305

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9736        | 1.0   | 15   | 0.9245          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9636        | 2.0   | 30   | 0.9232          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9753        | 3.0   | 45   | 0.9202          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9465        | 4.0   | 60   | 0.9137          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9506        | 5.0   | 75   | 0.9007          | 0.0096   | 0.0000            | 0.0002                     | 0.0079             | 0.0161               |
| 0.943         | 6.0   | 90   | 0.8790          | 0.0423   | 0.0006            | 0.0201                     | 0.0503             | 0.0502               |
| 0.9268        | 7.0   | 105  | 0.8527          | 0.0836   | 0.0146            | 0.0397                     | 0.1111             | 0.0843               |
| 0.8774        | 8.0   | 120  | 0.8341          | 0.0987   | 0.0226            | 0.0521                     | 0.1257             | 0.1024               |
| 0.8581        | 9.0   | 135  | 0.8199          | 0.0947   | 0.0224            | 0.0519                     | 0.1217             | 0.0964               |
| 0.8462        | 10.0  | 150  | 0.8046          | 0.0951   | 0.0164            | 0.0405                     | 0.1190             | 0.1044               |
| 0.8244        | 11.0  | 165  | 0.7879          | 0.0967   | 0.0160            | 0.0406                     | 0.1151             | 0.1124               |
| 0.8179        | 12.0  | 180  | 0.7734          | 0.0905   | 0.0137            | 0.0373                     | 0.1032             | 0.1104               |
| 0.7953        | 13.0  | 195  | 0.7645          | 0.0954   | 0.0158            | 0.0445                     | 0.1151             | 0.1084               |
| 0.7725        | 14.0  | 210  | 0.7571          | 0.1013   | 0.0160            | 0.0421                     | 0.1204             | 0.1185               |
| 0.7795        | 15.0  | 225  | 0.7520          | 0.0988   | 0.0166            | 0.0429                     | 0.1177             | 0.1145               |
| 0.7856        | 16.0  | 240  | 0.7491          | 0.0964   | 0.0166            | 0.0431                     | 0.1177             | 0.1084               |
| 0.7665        | 17.0  | 255  | 0.7468          | 0.1036   | 0.0168            | 0.0432                     | 0.1336             | 0.1104               |
| 0.7442        | 18.0  | 270  | 0.7447          | 0.1057   | 0.0172            | 0.0425                     | 0.1310             | 0.1185               |
| 0.755         | 19.0  | 285  | 0.7411          | 0.1037   | 0.0163            | 0.0419                     | 0.1283             | 0.1165               |
| 0.7454        | 20.0  | 300  | 0.7376          | 0.1068   | 0.0175            | 0.0425                     | 0.1376             | 0.1145               |
| 0.7336        | 21.0  | 315  | 0.7346          | 0.1166   | 0.0217            | 0.0489                     | 0.1495             | 0.1245               |
| 0.727         | 22.0  | 330  | 0.7318          | 0.1159   | 0.0228            | 0.0487                     | 0.1495             | 0.1225               |
| 0.7292        | 23.0  | 345  | 0.7310          | 0.1143   | 0.0241            | 0.0495                     | 0.1429             | 0.1245               |
| 0.7272        | 24.0  | 360  | 0.7300          | 0.1162   | 0.0243            | 0.0495                     | 0.1455             | 0.1265               |
| 0.7456        | 25.0  | 375  | 0.7280          | 0.1143   | 0.0241            | 0.0495                     | 0.1429             | 0.1245               |
| 0.716         | 26.0  | 390  | 0.7263          | 0.1041   | 0.0194            | 0.0429                     | 0.1283             | 0.1165               |
| 0.7019        | 27.0  | 405  | 0.7247          | 0.1127   | 0.0238            | 0.0494                     | 0.1389             | 0.1245               |
| 0.7059        | 28.0  | 420  | 0.7238          | 0.1133   | 0.0226            | 0.0494                     | 0.1429             | 0.1225               |
| 0.6895        | 29.0  | 435  | 0.7229          | 0.1155   | 0.0251            | 0.0527                     | 0.1429             | 0.1265               |
| 0.6927        | 30.0  | 450  | 0.7221          | 0.1178   | 0.0244            | 0.0489                     | 0.1415             | 0.1345               |
| 0.686         | 31.0  | 465  | 0.7204          | 0.1177   | 0.0244            | 0.0486                     | 0.1415             | 0.1345               |
| 0.6874        | 32.0  | 480  | 0.7186          | 0.1084   | 0.0205            | 0.0424                     | 0.1349             | 0.1205               |
| 0.6844        | 33.0  | 495  | 0.7175          | 0.1035   | 0.0195            | 0.0417                     | 0.1310             | 0.1124               |
| 0.684         | 34.0  | 510  | 0.7158          | 0.1058   | 0.0190            | 0.0418                     | 0.1349             | 0.1145               |
| 0.6679        | 35.0  | 525  | 0.7147          | 0.1040   | 0.0212            | 0.0452                     | 0.1310             | 0.1124               |
| 0.6884        | 36.0  | 540  | 0.7141          | 0.1120   | 0.0239            | 0.0476                     | 0.1376             | 0.1245               |
| 0.6771        | 37.0  | 555  | 0.7144          | 0.0986   | 0.0253            | 0.0479                     | 0.1098             | 0.1185               |
| 0.6778        | 38.0  | 570  | 0.7125          | 0.1066   | 0.0239            | 0.0473                     | 0.1283             | 0.1205               |
| 0.6684        | 39.0  | 585  | 0.7085          | 0.1076   | 0.0247            | 0.0484                     | 0.1323             | 0.1185               |
| 0.6719        | 40.0  | 600  | 0.7097          | 0.1031   | 0.0241            | 0.0490                     | 0.1190             | 0.1205               |
| 0.6557        | 41.0  | 615  | 0.7100          | 0.1001   | 0.0231            | 0.0495                     | 0.1257             | 0.1064               |
| 0.655         | 42.0  | 630  | 0.7090          | 0.1007   | 0.0202            | 0.0478                     | 0.1323             | 0.1024               |
| 0.6553        | 43.0  | 645  | 0.7062          | 0.0955   | 0.0233            | 0.0478                     | 0.1045             | 0.1165               |
| 0.6553        | 44.0  | 660  | 0.7072          | 0.1022   | 0.0262            | 0.0489                     | 0.1204             | 0.1165               |
| 0.6451        | 45.0  | 675  | 0.7091          | 0.0988   | 0.0229            | 0.0442                     | 0.1098             | 0.1205               |
| 0.6403        | 46.0  | 690  | 0.7069          | 0.1045   | 0.0238            | 0.0470                     | 0.1230             | 0.1205               |
| 0.6516        | 47.0  | 705  | 0.7037          | 0.1009   | 0.0244            | 0.0485                     | 0.1257             | 0.1084               |
| 0.6418        | 48.0  | 720  | 0.7039          | 0.1040   | 0.0223            | 0.0437                     | 0.1230             | 0.1205               |
| 0.6466        | 49.0  | 735  | 0.7029          | 0.1057   | 0.0233            | 0.0438                     | 0.1230             | 0.1245               |
| 0.631         | 50.0  | 750  | 0.7035          | 0.1016   | 0.0234            | 0.0444                     | 0.1124             | 0.1245               |
| 0.6511        | 51.0  | 765  | 0.7034          | 0.1018   | 0.0253            | 0.0476                     | 0.1098             | 0.1265               |
| 0.6544        | 52.0  | 780  | 0.7024          | 0.0963   | 0.0197            | 0.0382                     | 0.1019             | 0.1245               |
| 0.6382        | 53.0  | 795  | 0.7004          | 0.1016   | 0.0246            | 0.0460                     | 0.1098             | 0.1265               |
| 0.6134        | 54.0  | 810  | 0.7023          | 0.0945   | 0.0218            | 0.0420                     | 0.1098             | 0.1104               |
| 0.6331        | 55.0  | 825  | 0.7029          | 0.0952   | 0.0214            | 0.0419                     | 0.1058             | 0.1165               |
| 0.635         | 56.0  | 840  | 0.7033          | 0.0970   | 0.0243            | 0.0456                     | 0.1045             | 0.1205               |
| 0.6325        | 57.0  | 855  | 0.7018          | 0.0942   | 0.0240            | 0.0475                     | 0.1032             | 0.1145               |
| 0.6244        | 58.0  | 870  | 0.7009          | 0.0910   | 0.0216            | 0.0421                     | 0.0992             | 0.1124               |
| 0.6339        | 59.0  | 885  | 0.7027          | 0.0937   | 0.0241            | 0.0477                     | 0.1058             | 0.1104               |
| 0.6149        | 60.0  | 900  | 0.7049          | 0.0938   | 0.0249            | 0.0503                     | 0.1071             | 0.1084               |
| 0.6243        | 61.0  | 915  | 0.7056          | 0.0917   | 0.0202            | 0.0418                     | 0.0992             | 0.1145               |
| 0.6161        | 62.0  | 930  | 0.7024          | 0.0954   | 0.0268            | 0.0492                     | 0.1071             | 0.1124               |
| 0.6179        | 63.0  | 945  | 0.7013          | 0.0953   | 0.0273            | 0.0503                     | 0.1045             | 0.1145               |
| 0.6013        | 64.0  | 960  | 0.7044          | 0.0934   | 0.0256            | 0.0485                     | 0.1045             | 0.1104               |
| 0.6341        | 65.0  | 975  | 0.7013          | 0.0901   | 0.0248            | 0.0482                     | 0.1045             | 0.1024               |
| 0.5999        | 66.0  | 990  | 0.7044          | 0.0943   | 0.0265            | 0.0489                     | 0.1045             | 0.1124               |
| 0.6217        | 67.0  | 1005 | 0.7028          | 0.0955   | 0.0256            | 0.0489                     | 0.1098             | 0.1104               |
| 0.6076        | 68.0  | 1020 | 0.7056          | 0.0947   | 0.0250            | 0.0515                     | 0.1032             | 0.1145               |
| 0.6001        | 69.0  | 1035 | 0.7050          | 0.0952   | 0.0266            | 0.0493                     | 0.1045             | 0.1145               |
| 0.6198        | 70.0  | 1050 | 0.7042          | 0.0908   | 0.0258            | 0.0492                     | 0.1019             | 0.1064               |
| 0.6056        | 71.0  | 1065 | 0.7047          | 0.0908   | 0.0258            | 0.0492                     | 0.1019             | 0.1064               |
| 0.6074        | 72.0  | 1080 | 0.7051          | 0.0894   | 0.0227            | 0.0428                     | 0.0966             | 0.1104               |
| 0.6089        | 73.0  | 1095 | 0.7069          | 0.0920   | 0.0213            | 0.0413                     | 0.1058             | 0.1084               |
| 0.5955        | 74.0  | 1110 | 0.7056          | 0.0992   | 0.0267            | 0.0494                     | 0.1124             | 0.1165               |
| 0.5896        | 75.0  | 1125 | 0.7029          | 0.1004   | 0.0276            | 0.0498                     | 0.1111             | 0.1205               |
| 0.6026        | 76.0  | 1140 | 0.7008          | 0.0937   | 0.0271            | 0.0501                     | 0.1085             | 0.1064               |
| 0.6052        | 77.0  | 1155 | 0.6999          | 0.0959   | 0.0228            | 0.0418                     | 0.1032             | 0.1205               |
| 0.5953        | 78.0  | 1170 | 0.7019          | 0.0972   | 0.0262            | 0.0485                     | 0.1098             | 0.1145               |
| 0.597         | 79.0  | 1185 | 0.7010          | 0.0990   | 0.0259            | 0.0484                     | 0.1124             | 0.1165               |
| 0.5884        | 80.0  | 1200 | 0.6996          | 0.0972   | 0.0278            | 0.0499                     | 0.1111             | 0.1124               |
| 0.5929        | 81.0  | 1215 | 0.7033          | 0.0978   | 0.0268            | 0.0514                     | 0.1124             | 0.1124               |
| 0.5952        | 82.0  | 1230 | 0.7039          | 0.0979   | 0.0288            | 0.0504                     | 0.1085             | 0.1165               |
| 0.6064        | 83.0  | 1245 | 0.7032          | 0.0937   | 0.0273            | 0.0499                     | 0.1085             | 0.1064               |
| 0.5881        | 84.0  | 1260 | 0.7049          | 0.0966   | 0.0225            | 0.0437                     | 0.1085             | 0.1165               |
| 0.5715        | 85.0  | 1275 | 0.7064          | 0.0953   | 0.0269            | 0.0500                     | 0.1085             | 0.1104               |
| 0.5807        | 86.0  | 1290 | 0.7068          | 0.0919   | 0.0231            | 0.0439                     | 0.1005             | 0.1124               |
| 0.5746        | 87.0  | 1305 | 0.7038          | 0.0937   | 0.0197            | 0.0389                     | 0.1032             | 0.1165               |
| 0.5828        | 88.0  | 1320 | 0.7058          | 0.1024   | 0.0291            | 0.0525                     | 0.1190             | 0.1165               |
| 0.5812        | 89.0  | 1335 | 0.7072          | 0.0977   | 0.0275            | 0.0504                     | 0.1164             | 0.1084               |
| 0.5897        | 90.0  | 1350 | 0.7046          | 0.0993   | 0.0275            | 0.0504                     | 0.1164             | 0.1124               |
| 0.5806        | 91.0  | 1365 | 0.7040          | 0.0993   | 0.0275            | 0.0504                     | 0.1164             | 0.1124               |
| 0.5783        | 92.0  | 1380 | 0.7063          | 0.0995   | 0.0275            | 0.0496                     | 0.1151             | 0.1145               |
| 0.566         | 93.0  | 1395 | 0.7071          | 0.1045   | 0.0285            | 0.0507                     | 0.1270             | 0.1145               |
| 0.5672        | 94.0  | 1410 | 0.7090          | 0.1022   | 0.0288            | 0.0507                     | 0.1190             | 0.1165               |
| 0.5801        | 95.0  | 1425 | 0.7117          | 0.1018   | 0.0287            | 0.0501                     | 0.1204             | 0.1145               |
| 0.5772        | 96.0  | 1440 | 0.7108          | 0.1038   | 0.0275            | 0.0496                     | 0.1257             | 0.1145               |
| 0.5804        | 97.0  | 1455 | 0.7100          | 0.0979   | 0.0230            | 0.0427                     | 0.1098             | 0.1185               |
| 0.5726        | 98.0  | 1470 | 0.7095          | 0.1055   | 0.0283            | 0.0497                     | 0.1257             | 0.1185               |
| 0.5849        | 99.0  | 1485 | 0.7092          | 0.1077   | 0.0282            | 0.0507                     | 0.1310             | 0.1185               |
| 0.5808        | 100.0 | 1500 | 0.7071          | 0.0951   | 0.0231            | 0.0439                     | 0.1085             | 0.1124               |
| 0.5693        | 101.0 | 1515 | 0.7087          | 0.1010   | 0.0229            | 0.0423                     | 0.1138             | 0.1225               |
| 0.5611        | 102.0 | 1530 | 0.7113          | 0.1079   | 0.0290            | 0.0494                     | 0.1257             | 0.1245               |
| 0.5707        | 103.0 | 1545 | 0.7111          | 0.0996   | 0.0247            | 0.0424                     | 0.1098             | 0.1225               |
| 0.5702        | 104.0 | 1560 | 0.7102          | 0.1007   | 0.0241            | 0.0423                     | 0.1045             | 0.1305               |
| 0.5635        | 105.0 | 1575 | 0.7136          | 0.1042   | 0.0246            | 0.0425                     | 0.1111             | 0.1325               |
| 0.5744        | 106.0 | 1590 | 0.7099          | 0.1034   | 0.0245            | 0.0427                     | 0.1111             | 0.1305               |
| 0.5822        | 107.0 | 1605 | 0.7106          | 0.1045   | 0.0289            | 0.0503                     | 0.1190             | 0.1225               |
| 0.5557        | 108.0 | 1620 | 0.7132          | 0.1023   | 0.0249            | 0.0423                     | 0.1124             | 0.1265               |
| 0.5654        | 109.0 | 1635 | 0.7103          | 0.1000   | 0.0239            | 0.0419                     | 0.1071             | 0.1265               |
| 0.5701        | 110.0 | 1650 | 0.7097          | 0.1018   | 0.0250            | 0.0423                     | 0.1071             | 0.1305               |
| 0.5632        | 111.0 | 1665 | 0.7094          | 0.0983   | 0.0248            | 0.0423                     | 0.1045             | 0.1245               |
| 0.5569        | 112.0 | 1680 | 0.7118          | 0.0965   | 0.0236            | 0.0418                     | 0.1045             | 0.1205               |
| 0.5532        | 113.0 | 1695 | 0.7115          | 0.1021   | 0.0293            | 0.0490                     | 0.1111             | 0.1245               |
| 0.5657        | 114.0 | 1710 | 0.7121          | 0.0978   | 0.0234            | 0.0418                     | 0.1098             | 0.1185               |
| 0.5678        | 115.0 | 1725 | 0.7121          | 0.1011   | 0.0216            | 0.0385                     | 0.1111             | 0.1265               |
| 0.5542        | 116.0 | 1740 | 0.7136          | 0.1051   | 0.0239            | 0.0423                     | 0.1138             | 0.1325               |
| 0.5471        | 117.0 | 1755 | 0.7136          | 0.1069   | 0.0251            | 0.0427                     | 0.1138             | 0.1365               |
| 0.5647        | 118.0 | 1770 | 0.7109          | 0.1080   | 0.0262            | 0.0447                     | 0.1177             | 0.1345               |
| 0.5586        | 119.0 | 1785 | 0.7123          | 0.1074   | 0.0259            | 0.0443                     | 0.1164             | 0.1345               |
| 0.5479        | 120.0 | 1800 | 0.7104          | 0.1039   | 0.0218            | 0.0378                     | 0.1124             | 0.1325               |
| 0.5455        | 121.0 | 1815 | 0.7129          | 0.1039   | 0.0218            | 0.0378                     | 0.1124             | 0.1325               |
| 0.5571        | 122.0 | 1830 | 0.7110          | 0.1060   | 0.0218            | 0.0368                     | 0.1138             | 0.1365               |
| 0.5642        | 123.0 | 1845 | 0.7148          | 0.1045   | 0.0216            | 0.0377                     | 0.1098             | 0.1365               |
| 0.5414        | 124.0 | 1860 | 0.7170          | 0.1053   | 0.0220            | 0.0378                     | 0.1098             | 0.1386               |
| 0.556         | 125.0 | 1875 | 0.7153          | 0.1023   | 0.0218            | 0.0375                     | 0.1124             | 0.1285               |
| 0.5349        | 126.0 | 1890 | 0.7157          | 0.1023   | 0.0219            | 0.0378                     | 0.1124             | 0.1285               |
| 0.5423        | 127.0 | 1905 | 0.7170          | 0.1066   | 0.0248            | 0.0425                     | 0.1151             | 0.1345               |
| 0.546         | 128.0 | 1920 | 0.7200          | 0.1006   | 0.0213            | 0.0371                     | 0.1085             | 0.1285               |
| 0.5417        | 129.0 | 1935 | 0.7169          | 0.1074   | 0.0272            | 0.0457                     | 0.1177             | 0.1325               |
| 0.5406        | 130.0 | 1950 | 0.7192          | 0.1085   | 0.0278            | 0.0457                     | 0.1124             | 0.1406               |
| 0.5424        | 131.0 | 1965 | 0.7174          | 0.1059   | 0.0275            | 0.0457                     | 0.1058             | 0.1406               |
| 0.5491        | 132.0 | 1980 | 0.7184          | 0.1054   | 0.0275            | 0.0468                     | 0.1045             | 0.1406               |
| 0.5539        | 133.0 | 1995 | 0.7171          | 0.1049   | 0.0271            | 0.0467                     | 0.1071             | 0.1365               |
| 0.5277        | 134.0 | 2010 | 0.7179          | 0.1108   | 0.0277            | 0.0472                     | 0.1177             | 0.1406               |
| 0.5399        | 135.0 | 2025 | 0.7199          | 0.1075   | 0.0268            | 0.0466                     | 0.1098             | 0.1406               |
| 0.5375        | 136.0 | 2040 | 0.7217          | 0.0972   | 0.0154            | 0.0266                     | 0.0939             | 0.1386               |
| 0.5253        | 137.0 | 2055 | 0.7201          | 0.1018   | 0.0215            | 0.0379                     | 0.1032             | 0.1365               |
| 0.547         | 138.0 | 2070 | 0.7204          | 0.1044   | 0.0263            | 0.0459                     | 0.1045             | 0.1386               |
| 0.5452        | 139.0 | 2085 | 0.7189          | 0.1024   | 0.0208            | 0.0367                     | 0.1071             | 0.1345               |
| 0.5425        | 140.0 | 2100 | 0.7195          | 0.1030   | 0.0212            | 0.0371                     | 0.1085             | 0.1345               |
| 0.5448        | 141.0 | 2115 | 0.7179          | 0.1004   | 0.0205            | 0.0359                     | 0.1085             | 0.1285               |
| 0.5519        | 142.0 | 2130 | 0.7203          | 0.0967   | 0.0146            | 0.0256                     | 0.1032             | 0.1285               |
| 0.533         | 143.0 | 2145 | 0.7202          | 0.0986   | 0.0147            | 0.0255                     | 0.1019             | 0.1345               |
| 0.5472        | 144.0 | 2160 | 0.7194          | 0.0971   | 0.0155            | 0.0260                     | 0.1019             | 0.1305               |
| 0.5324        | 145.0 | 2175 | 0.7208          | 0.0943   | 0.0159            | 0.0265                     | 0.0926             | 0.1325               |
| 0.5414        | 146.0 | 2190 | 0.7197          | 0.0973   | 0.0224            | 0.0372                     | 0.0939             | 0.1345               |
| 0.5347        | 147.0 | 2205 | 0.7214          | 0.0943   | 0.0160            | 0.0268                     | 0.0926             | 0.1325               |
| 0.5241        | 148.0 | 2220 | 0.7210          | 0.0948   | 0.0216            | 0.0367                     | 0.0899             | 0.1325               |
| 0.5422        | 149.0 | 2235 | 0.7206          | 0.0996   | 0.0159            | 0.0270                     | 0.1058             | 0.1325               |
| 0.5296        | 150.0 | 2250 | 0.7213          | 0.0994   | 0.0219            | 0.0372                     | 0.0992             | 0.1345               |
| 0.524         | 151.0 | 2265 | 0.7221          | 0.0989   | 0.0220            | 0.0369                     | 0.0939             | 0.1386               |
| 0.5414        | 152.0 | 2280 | 0.7244          | 0.0959   | 0.0157            | 0.0265                     | 0.0926             | 0.1365               |
| 0.528         | 153.0 | 2295 | 0.7208          | 0.0929   | 0.0156            | 0.0264                     | 0.0913             | 0.1305               |
| 0.5304        | 154.0 | 2310 | 0.7247          | 0.0964   | 0.0155            | 0.0266                     | 0.0979             | 0.1325               |
| 0.5388        | 155.0 | 2325 | 0.7214          | 0.0889   | 0.0145            | 0.0251                     | 0.0899             | 0.1225               |
| 0.55          | 156.0 | 2340 | 0.7206          | 0.0975   | 0.0208            | 0.0355                     | 0.1032             | 0.1265               |
| 0.5207        | 157.0 | 2355 | 0.7234          | 0.0994   | 0.0219            | 0.0372                     | 0.1032             | 0.1305               |
| 0.5431        | 158.0 | 2370 | 0.7244          | 0.0943   | 0.0217            | 0.0368                     | 0.0966             | 0.1245               |
| 0.5319        | 159.0 | 2385 | 0.7260          | 0.0981   | 0.0219            | 0.0371                     | 0.1019             | 0.1285               |
| 0.5299        | 160.0 | 2400 | 0.7256          | 0.0970   | 0.0232            | 0.0384                     | 0.0966             | 0.1305               |
| 0.5301        | 161.0 | 2415 | 0.7226          | 0.1055   | 0.0235            | 0.0386                     | 0.1098             | 0.1386               |
| 0.5273        | 162.0 | 2430 | 0.7216          | 0.1051   | 0.0242            | 0.0390                     | 0.1045             | 0.1426               |
| 0.5444        | 163.0 | 2445 | 0.7236          | 0.1012   | 0.0231            | 0.0383                     | 0.1071             | 0.1305               |
| 0.5286        | 164.0 | 2460 | 0.7227          | 0.1040   | 0.0240            | 0.0389                     | 0.1098             | 0.1345               |
| 0.5193        | 165.0 | 2475 | 0.7264          | 0.1008   | 0.0238            | 0.0386                     | 0.1019             | 0.1345               |
| 0.5163        | 166.0 | 2490 | 0.7291          | 0.1008   | 0.0238            | 0.0386                     | 0.1019             | 0.1345               |
| 0.5182        | 167.0 | 2505 | 0.7316          | 0.0926   | 0.0168            | 0.0279                     | 0.0899             | 0.1305               |
| 0.512         | 168.0 | 2520 | 0.7315          | 0.0900   | 0.0158            | 0.0260                     | 0.0899             | 0.1245               |
| 0.5222        | 169.0 | 2535 | 0.7263          | 0.0922   | 0.0160            | 0.0269                     | 0.0913             | 0.1285               |
| 0.5226        | 170.0 | 2550 | 0.7255          | 0.0975   | 0.0161            | 0.0269                     | 0.1045             | 0.1285               |
| 0.5318        | 171.0 | 2565 | 0.7269          | 0.0910   | 0.0168            | 0.0279                     | 0.0899             | 0.1265               |
| 0.5353        | 172.0 | 2580 | 0.7231          | 0.0915   | 0.0145            | 0.0245                     | 0.0966             | 0.1225               |
| 0.5253        | 173.0 | 2595 | 0.7257          | 0.0926   | 0.0165            | 0.0277                     | 0.0899             | 0.1305               |
| 0.5226        | 174.0 | 2610 | 0.7284          | 0.0914   | 0.0162            | 0.0267                     | 0.0913             | 0.1265               |
| 0.5241        | 175.0 | 2625 | 0.7285          | 0.0955   | 0.0153            | 0.0257                     | 0.0939             | 0.1345               |
| 0.5263        | 176.0 | 2640 | 0.7293          | 0.0971   | 0.0152            | 0.0257                     | 0.0939             | 0.1386               |
| 0.5132        | 177.0 | 2655 | 0.7276          | 0.0949   | 0.0161            | 0.0272                     | 0.0939             | 0.1325               |
| 0.5174        | 178.0 | 2670 | 0.7251          | 0.0949   | 0.0165            | 0.0274                     | 0.1019             | 0.1245               |
| 0.5273        | 179.0 | 2685 | 0.7260          | 0.0949   | 0.0165            | 0.0274                     | 0.1019             | 0.1245               |
| 0.5107        | 180.0 | 2700 | 0.7318          | 0.0937   | 0.0158            | 0.0260                     | 0.0913             | 0.1325               |
| 0.5175        | 181.0 | 2715 | 0.7293          | 0.0905   | 0.0147            | 0.0245                     | 0.0899             | 0.1265               |
| 0.5225        | 182.0 | 2730 | 0.7296          | 0.0926   | 0.0155            | 0.0258                     | 0.0966             | 0.1245               |
| 0.5173        | 183.0 | 2745 | 0.7303          | 0.0883   | 0.0156            | 0.0258                     | 0.0899             | 0.1205               |
| 0.5103        | 184.0 | 2760 | 0.7310          | 0.0925   | 0.0154            | 0.0257                     | 0.0966             | 0.1245               |
| 0.5127        | 185.0 | 2775 | 0.7309          | 0.0920   | 0.0156            | 0.0257                     | 0.0952             | 0.1245               |
| 0.5135        | 186.0 | 2790 | 0.7309          | 0.0948   | 0.0159            | 0.0260                     | 0.0979             | 0.1285               |
| 0.5033        | 187.0 | 2805 | 0.7291          | 0.0953   | 0.0161            | 0.0263                     | 0.1032             | 0.1245               |
| 0.522         | 188.0 | 2820 | 0.7294          | 0.0877   | 0.0154            | 0.0258                     | 0.0926             | 0.1165               |
| 0.5238        | 189.0 | 2835 | 0.7305          | 0.0904   | 0.0155            | 0.0257                     | 0.0952             | 0.1205               |
| 0.5161        | 190.0 | 2850 | 0.7302          | 0.0921   | 0.0159            | 0.0261                     | 0.0952             | 0.1245               |
| 0.5283        | 191.0 | 2865 | 0.7267          | 0.0977   | 0.0231            | 0.0377                     | 0.1005             | 0.1285               |
| 0.5087        | 192.0 | 2880 | 0.7266          | 0.0961   | 0.0230            | 0.0377                     | 0.1005             | 0.1245               |
| 0.5141        | 193.0 | 2895 | 0.7325          | 0.0976   | 0.0214            | 0.0361                     | 0.1071             | 0.1225               |
| 0.5058        | 194.0 | 2910 | 0.7314          | 0.0976   | 0.0214            | 0.0361                     | 0.1071             | 0.1225               |
| 0.5126        | 195.0 | 2925 | 0.7278          | 0.1009   | 0.0218            | 0.0362                     | 0.1071             | 0.1305               |
| 0.5179        | 196.0 | 2940 | 0.7274          | 0.1003   | 0.0231            | 0.0376                     | 0.1071             | 0.1285               |
| 0.5113        | 197.0 | 2955 | 0.7272          | 0.1003   | 0.0231            | 0.0376                     | 0.1071             | 0.1285               |
| 0.5092        | 198.0 | 2970 | 0.7247          | 0.0947   | 0.0159            | 0.0260                     | 0.1019             | 0.1245               |
| 0.5069        | 199.0 | 2985 | 0.7253          | 0.0954   | 0.0152            | 0.0249                     | 0.1019             | 0.1265               |
| 0.5151        | 200.0 | 3000 | 0.7270          | 0.0953   | 0.0150            | 0.0249                     | 0.1019             | 0.1265               |
| 0.5158        | 201.0 | 3015 | 0.7285          | 0.0953   | 0.0149            | 0.0247                     | 0.1019             | 0.1265               |
| 0.5001        | 202.0 | 3030 | 0.7281          | 0.0931   | 0.0158            | 0.0260                     | 0.0979             | 0.1245               |
| 0.5081        | 203.0 | 3045 | 0.7292          | 0.0942   | 0.0158            | 0.0259                     | 0.1045             | 0.1205               |
| 0.5037        | 204.0 | 3060 | 0.7285          | 0.0926   | 0.0147            | 0.0244                     | 0.0992             | 0.1225               |
| 0.5198        | 205.0 | 3075 | 0.7278          | 0.0905   | 0.0159            | 0.0260                     | 0.0952             | 0.1205               |
| 0.514         | 206.0 | 3090 | 0.7259          | 0.0985   | 0.0163            | 0.0263                     | 0.1071             | 0.1285               |
| 0.4996        | 207.0 | 3105 | 0.7296          | 0.1017   | 0.0161            | 0.0260                     | 0.1151             | 0.1285               |
| 0.4952        | 208.0 | 3120 | 0.7303          | 0.0996   | 0.0162            | 0.0262                     | 0.1098             | 0.1285               |
| 0.5081        | 209.0 | 3135 | 0.7315          | 0.0932   | 0.0149            | 0.0247                     | 0.1005             | 0.1225               |
| 0.5102        | 210.0 | 3150 | 0.7313          | 0.0991   | 0.0224            | 0.0362                     | 0.1045             | 0.1285               |
| 0.5115        | 211.0 | 3165 | 0.7342          | 0.0993   | 0.0233            | 0.0375                     | 0.1045             | 0.1285               |
| 0.5067        | 212.0 | 3180 | 0.7351          | 0.0963   | 0.0156            | 0.0256                     | 0.1019             | 0.1285               |
| 0.5113        | 213.0 | 3195 | 0.7353          | 0.0991   | 0.0223            | 0.0368                     | 0.1045             | 0.1285               |
| 0.5063        | 214.0 | 3210 | 0.7354          | 0.0992   | 0.0228            | 0.0371                     | 0.1045             | 0.1285               |
| 0.5009        | 215.0 | 3225 | 0.7352          | 0.0936   | 0.0156            | 0.0256                     | 0.0992             | 0.1245               |
| 0.51          | 216.0 | 3240 | 0.7342          | 0.0931   | 0.0148            | 0.0246                     | 0.1005             | 0.1225               |
| 0.5088        | 217.0 | 3255 | 0.7329          | 0.0916   | 0.0148            | 0.0245                     | 0.0966             | 0.1225               |
| 0.4984        | 218.0 | 3270 | 0.7329          | 0.0916   | 0.0148            | 0.0245                     | 0.0966             | 0.1225               |
| 0.4945        | 219.0 | 3285 | 0.7334          | 0.0937   | 0.0151            | 0.0249                     | 0.1019             | 0.1225               |
| 0.4893        | 220.0 | 3300 | 0.7340          | 0.0988   | 0.0224            | 0.0364                     | 0.1058             | 0.1265               |
| 0.5059        | 221.0 | 3315 | 0.7331          | 0.0932   | 0.0152            | 0.0248                     | 0.1005             | 0.1225               |
| 0.5059        | 222.0 | 3330 | 0.7329          | 0.1016   | 0.0161            | 0.0260                     | 0.1151             | 0.1285               |
| 0.5046        | 223.0 | 3345 | 0.7333          | 0.1016   | 0.0161            | 0.0260                     | 0.1151             | 0.1285               |
| 0.5118        | 224.0 | 3360 | 0.7334          | 0.1001   | 0.0151            | 0.0246                     | 0.1098             | 0.1305               |
| 0.5017        | 225.0 | 3375 | 0.7333          | 0.0932   | 0.0150            | 0.0246                     | 0.1005             | 0.1225               |
| 0.4933        | 226.0 | 3390 | 0.7316          | 0.0911   | 0.0151            | 0.0246                     | 0.0952             | 0.1225               |
| 0.5037        | 227.0 | 3405 | 0.7320          | 0.0985   | 0.0150            | 0.0246                     | 0.1058             | 0.1305               |
| 0.5032        | 228.0 | 3420 | 0.7331          | 0.0916   | 0.0148            | 0.0245                     | 0.0966             | 0.1225               |
| 0.4944        | 229.0 | 3435 | 0.7332          | 0.1001   | 0.0161            | 0.0262                     | 0.1111             | 0.1285               |
| 0.498         | 230.0 | 3450 | 0.7332          | 0.0985   | 0.0149            | 0.0245                     | 0.1058             | 0.1305               |
| 0.5138        | 231.0 | 3465 | 0.7321          | 0.0987   | 0.0160            | 0.0258                     | 0.1098             | 0.1265               |
| 0.4964        | 232.0 | 3480 | 0.7334          | 0.1014   | 0.0149            | 0.0247                     | 0.1111             | 0.1325               |
| 0.4927        | 233.0 | 3495 | 0.7334          | 0.0929   | 0.0149            | 0.0247                     | 0.0979             | 0.1245               |
| 0.5175        | 234.0 | 3510 | 0.7339          | 0.0911   | 0.0151            | 0.0249                     | 0.0952             | 0.1225               |
| 0.486         | 235.0 | 3525 | 0.7347          | 0.0940   | 0.0149            | 0.0246                     | 0.1005             | 0.1245               |
| 0.4987        | 236.0 | 3540 | 0.7342          | 0.1041   | 0.0148            | 0.0247                     | 0.1138             | 0.1365               |
| 0.4968        | 237.0 | 3555 | 0.7341          | 0.1035   | 0.0147            | 0.0245                     | 0.1124             | 0.1365               |
| 0.4963        | 238.0 | 3570 | 0.7339          | 0.1003   | 0.0148            | 0.0244                     | 0.1085             | 0.1325               |
| 0.5032        | 239.0 | 3585 | 0.7337          | 0.0980   | 0.0163            | 0.0262                     | 0.1098             | 0.1245               |
| 0.4894        | 240.0 | 3600 | 0.7361          | 0.1006   | 0.0160            | 0.0260                     | 0.1124             | 0.1285               |
| 0.4876        | 241.0 | 3615 | 0.7367          | 0.1012   | 0.0164            | 0.0263                     | 0.1138             | 0.1285               |
| 0.5016        | 242.0 | 3630 | 0.7360          | 0.1001   | 0.0152            | 0.0248                     | 0.1098             | 0.1305               |
| 0.5015        | 243.0 | 3645 | 0.7361          | 0.1007   | 0.0153            | 0.0249                     | 0.1111             | 0.1305               |
| 0.4909        | 244.0 | 3660 | 0.7358          | 0.1006   | 0.0152            | 0.0247                     | 0.1111             | 0.1305               |
| 0.5003        | 245.0 | 3675 | 0.7349          | 0.1023   | 0.0153            | 0.0248                     | 0.1111             | 0.1345               |
| 0.507         | 246.0 | 3690 | 0.7334          | 0.1023   | 0.0153            | 0.0249                     | 0.1111             | 0.1345               |
| 0.4964        | 247.0 | 3705 | 0.7334          | 0.0954   | 0.0152            | 0.0249                     | 0.1019             | 0.1265               |
| 0.4961        | 248.0 | 3720 | 0.7338          | 0.0954   | 0.0152            | 0.0249                     | 0.1019             | 0.1265               |
| 0.5           | 249.0 | 3735 | 0.7341          | 0.0927   | 0.0152            | 0.0249                     | 0.0992             | 0.1225               |
| 0.5045        | 250.0 | 3750 | 0.7346          | 0.1012   | 0.0162            | 0.0263                     | 0.1138             | 0.1285               |
| 0.4859        | 251.0 | 3765 | 0.7336          | 0.1012   | 0.0164            | 0.0262                     | 0.1138             | 0.1285               |
| 0.498         | 252.0 | 3780 | 0.7335          | 0.1023   | 0.0153            | 0.0248                     | 0.1111             | 0.1345               |
| 0.4939        | 253.0 | 3795 | 0.7344          | 0.1022   | 0.0151            | 0.0246                     | 0.1111             | 0.1345               |
| 0.4872        | 254.0 | 3810 | 0.7344          | 0.1012   | 0.0164            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4854        | 255.0 | 3825 | 0.7352          | 0.1012   | 0.0164            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4885        | 256.0 | 3840 | 0.7362          | 0.1012   | 0.0165            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4919        | 257.0 | 3855 | 0.7360          | 0.1017   | 0.0165            | 0.0263                     | 0.1151             | 0.1285               |
| 0.4842        | 258.0 | 3870 | 0.7362          | 0.1017   | 0.0162            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4998        | 259.0 | 3885 | 0.7357          | 0.1017   | 0.0161            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4985        | 260.0 | 3900 | 0.7349          | 0.1012   | 0.0162            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4956        | 261.0 | 3915 | 0.7344          | 0.1012   | 0.0162            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4916        | 262.0 | 3930 | 0.7344          | 0.1012   | 0.0162            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4905        | 263.0 | 3945 | 0.7344          | 0.1012   | 0.0162            | 0.0262                     | 0.1138             | 0.1285               |
| 0.5015        | 264.0 | 3960 | 0.7354          | 0.1012   | 0.0162            | 0.0262                     | 0.1138             | 0.1285               |
| 0.4935        | 265.0 | 3975 | 0.7355          | 0.1019   | 0.0158            | 0.0259                     | 0.1138             | 0.1305               |
| 0.488         | 266.0 | 3990 | 0.7362          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4804        | 267.0 | 4005 | 0.7357          | 0.1024   | 0.0158            | 0.0259                     | 0.1151             | 0.1305               |
| 0.5011        | 268.0 | 4020 | 0.7349          | 0.1024   | 0.0158            | 0.0260                     | 0.1151             | 0.1305               |
| 0.501         | 269.0 | 4035 | 0.7345          | 0.1024   | 0.0158            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4829        | 270.0 | 4050 | 0.7346          | 0.1017   | 0.0163            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4994        | 271.0 | 4065 | 0.7352          | 0.1017   | 0.0163            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4878        | 272.0 | 4080 | 0.7353          | 0.1017   | 0.0162            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4967        | 273.0 | 4095 | 0.7353          | 0.1017   | 0.0162            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4822        | 274.0 | 4110 | 0.7351          | 0.1017   | 0.0161            | 0.0262                     | 0.1151             | 0.1285               |
| 0.4777        | 275.0 | 4125 | 0.7354          | 0.1012   | 0.0163            | 0.0264                     | 0.1138             | 0.1285               |
| 0.4834        | 276.0 | 4140 | 0.7360          | 0.1017   | 0.0163            | 0.0265                     | 0.1151             | 0.1285               |
| 0.5063        | 277.0 | 4155 | 0.7361          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.4879        | 278.0 | 4170 | 0.7369          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.4883        | 279.0 | 4185 | 0.7374          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.4841        | 280.0 | 4200 | 0.7374          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.4989        | 281.0 | 4215 | 0.7372          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.493         | 282.0 | 4230 | 0.7366          | 0.1025   | 0.0162            | 0.0264                     | 0.1151             | 0.1305               |
| 0.4862        | 283.0 | 4245 | 0.7363          | 0.1025   | 0.0161            | 0.0264                     | 0.1151             | 0.1305               |
| 0.5018        | 284.0 | 4260 | 0.7368          | 0.1025   | 0.0161            | 0.0263                     | 0.1151             | 0.1305               |
| 0.4939        | 285.0 | 4275 | 0.7366          | 0.1025   | 0.0160            | 0.0263                     | 0.1151             | 0.1305               |
| 0.4978        | 286.0 | 4290 | 0.7366          | 0.1025   | 0.0160            | 0.0263                     | 0.1151             | 0.1305               |
| 0.4971        | 287.0 | 4305 | 0.7368          | 0.1024   | 0.0158            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4912        | 288.0 | 4320 | 0.7368          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4846        | 289.0 | 4335 | 0.7368          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4809        | 290.0 | 4350 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.485         | 291.0 | 4365 | 0.7371          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4857        | 292.0 | 4380 | 0.7372          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4957        | 293.0 | 4395 | 0.7373          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4948        | 294.0 | 4410 | 0.7372          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4897        | 295.0 | 4425 | 0.7371          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4886        | 296.0 | 4440 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4957        | 297.0 | 4455 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4933        | 298.0 | 4470 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4962        | 299.0 | 4485 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |
| 0.4825        | 300.0 | 4500 | 0.7369          | 0.1024   | 0.0159            | 0.0260                     | 0.1151             | 0.1305               |


### Framework versions

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