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_20
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_20

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: 0.7247
- Codebleu: 0.1013
- Ngram Match Score: 0.0212
- Weighted Ngram Match Score: 0.0415
- Syntax Match Score: 0.1230
- Dataflow Match Score: 0.1145

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 300

### Training results

| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9713        | 1.0   | 15   | 0.9247          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9611        | 2.0   | 30   | 0.9237          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9741        | 3.0   | 45   | 0.9214          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9426        | 4.0   | 60   | 0.9161          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.959         | 5.0   | 75   | 0.9046          | 0.0096   | 0.0000            | 0.0002                     | 0.0079             | 0.0161               |
| 0.9467        | 6.0   | 90   | 0.8848          | 0.0385   | 0.0004            | 0.0196                     | 0.0410             | 0.0502               |
| 0.9409        | 7.0   | 105  | 0.8581          | 0.0826   | 0.0132            | 0.0415                     | 0.1045             | 0.0884               |
| 0.8873        | 8.0   | 120  | 0.8350          | 0.1033   | 0.0199            | 0.0482                     | 0.1349             | 0.1064               |
| 0.8668        | 9.0   | 135  | 0.8164          | 0.1042   | 0.0218            | 0.0495                     | 0.1323             | 0.1104               |
| 0.8406        | 10.0  | 150  | 0.7982          | 0.1036   | 0.0152            | 0.0368                     | 0.1296             | 0.1165               |
| 0.8112        | 11.0  | 165  | 0.7822          | 0.1019   | 0.0139            | 0.0364                     | 0.1138             | 0.1285               |
| 0.8022        | 12.0  | 180  | 0.7703          | 0.1055   | 0.0129            | 0.0334                     | 0.1217             | 0.1305               |
| 0.7819        | 13.0  | 195  | 0.7635          | 0.1054   | 0.0127            | 0.0356                     | 0.1349             | 0.1165               |
| 0.7624        | 14.0  | 210  | 0.7577          | 0.1037   | 0.0114            | 0.0331                     | 0.1296             | 0.1185               |
| 0.7754        | 15.0  | 225  | 0.7522          | 0.1016   | 0.0120            | 0.0330                     | 0.1243             | 0.1185               |
| 0.7779        | 16.0  | 240  | 0.7483          | 0.0984   | 0.0121            | 0.0326                     | 0.1124             | 0.1225               |
| 0.7611        | 17.0  | 255  | 0.7447          | 0.1102   | 0.0167            | 0.0422                     | 0.1243             | 0.1365               |
| 0.7445        | 18.0  | 270  | 0.7417          | 0.1170   | 0.0187            | 0.0444                     | 0.1402             | 0.1365               |
| 0.7501        | 19.0  | 285  | 0.7383          | 0.1158   | 0.0182            | 0.0437                     | 0.1336             | 0.1406               |
| 0.7402        | 20.0  | 300  | 0.7358          | 0.1085   | 0.0181            | 0.0449                     | 0.1230             | 0.1325               |
| 0.7272        | 21.0  | 315  | 0.7329          | 0.1128   | 0.0231            | 0.0510                     | 0.1270             | 0.1365               |
| 0.7275        | 22.0  | 330  | 0.7297          | 0.1169   | 0.0242            | 0.0532                     | 0.1323             | 0.1406               |
| 0.7245        | 23.0  | 345  | 0.7282          | 0.1149   | 0.0239            | 0.0520                     | 0.1296             | 0.1386               |
| 0.7232        | 24.0  | 360  | 0.7262          | 0.1176   | 0.0251            | 0.0517                     | 0.1323             | 0.1426               |
| 0.7386        | 25.0  | 375  | 0.7241          | 0.1162   | 0.0259            | 0.0522                     | 0.1283             | 0.1426               |
| 0.7172        | 26.0  | 390  | 0.7218          | 0.1146   | 0.0284            | 0.0580                     | 0.1283             | 0.1365               |
| 0.7028        | 27.0  | 405  | 0.7202          | 0.1135   | 0.0280            | 0.0580                     | 0.1296             | 0.1325               |
| 0.7139        | 28.0  | 420  | 0.7190          | 0.1121   | 0.0241            | 0.0509                     | 0.1270             | 0.1345               |
| 0.697         | 29.0  | 435  | 0.7175          | 0.1114   | 0.0273            | 0.0563                     | 0.1270             | 0.1305               |
| 0.6983        | 30.0  | 450  | 0.7166          | 0.1142   | 0.0290            | 0.0589                     | 0.1270             | 0.1365               |
| 0.6931        | 31.0  | 465  | 0.7160          | 0.1180   | 0.0304            | 0.0607                     | 0.1296             | 0.1426               |
| 0.6856        | 32.0  | 480  | 0.7149          | 0.1172   | 0.0301            | 0.0608                     | 0.1296             | 0.1406               |
| 0.6918        | 33.0  | 495  | 0.7136          | 0.1182   | 0.0310            | 0.0627                     | 0.1336             | 0.1386               |
| 0.6935        | 34.0  | 510  | 0.7105          | 0.1205   | 0.0314            | 0.0610                     | 0.1296             | 0.1486               |
| 0.6745        | 35.0  | 525  | 0.7106          | 0.1206   | 0.0328            | 0.0628                     | 0.1349             | 0.1426               |
| 0.6977        | 36.0  | 540  | 0.7104          | 0.1202   | 0.0309            | 0.0611                     | 0.1349             | 0.1426               |
| 0.6811        | 37.0  | 555  | 0.7089          | 0.1187   | 0.0323            | 0.0609                     | 0.1310             | 0.1426               |
| 0.6853        | 38.0  | 570  | 0.7083          | 0.1160   | 0.0312            | 0.0608                     | 0.1243             | 0.1426               |
| 0.6759        | 39.0  | 585  | 0.7065          | 0.1160   | 0.0312            | 0.0608                     | 0.1243             | 0.1426               |
| 0.682         | 40.0  | 600  | 0.7059          | 0.1160   | 0.0312            | 0.0608                     | 0.1243             | 0.1426               |
| 0.667         | 41.0  | 615  | 0.7048          | 0.1159   | 0.0312            | 0.0606                     | 0.1243             | 0.1426               |
| 0.6618        | 42.0  | 630  | 0.7032          | 0.1187   | 0.0320            | 0.0613                     | 0.1310             | 0.1426               |
| 0.661         | 43.0  | 645  | 0.7025          | 0.1163   | 0.0327            | 0.0626                     | 0.1243             | 0.1426               |
| 0.6642        | 44.0  | 660  | 0.7020          | 0.1160   | 0.0311            | 0.0608                     | 0.1243             | 0.1426               |
| 0.6563        | 45.0  | 675  | 0.7008          | 0.1155   | 0.0329            | 0.0629                     | 0.1243             | 0.1406               |
| 0.6554        | 46.0  | 690  | 0.7009          | 0.1163   | 0.0325            | 0.0629                     | 0.1243             | 0.1426               |
| 0.659         | 47.0  | 705  | 0.6995          | 0.1153   | 0.0329            | 0.0629                     | 0.1217             | 0.1426               |
| 0.6593        | 48.0  | 720  | 0.6990          | 0.1153   | 0.0329            | 0.0629                     | 0.1217             | 0.1426               |
| 0.6545        | 49.0  | 735  | 0.6991          | 0.1150   | 0.0361            | 0.0676                     | 0.1190             | 0.1426               |
| 0.6479        | 50.0  | 750  | 0.6987          | 0.1131   | 0.0358            | 0.0676                     | 0.1164             | 0.1406               |
| 0.6646        | 51.0  | 765  | 0.6973          | 0.1139   | 0.0342            | 0.0666                     | 0.1190             | 0.1406               |
| 0.6618        | 52.0  | 780  | 0.6961          | 0.1092   | 0.0305            | 0.0574                     | 0.1164             | 0.1345               |
| 0.652         | 53.0  | 795  | 0.6958          | 0.1104   | 0.0298            | 0.0574                     | 0.1217             | 0.1325               |
| 0.6266        | 54.0  | 810  | 0.6962          | 0.1077   | 0.0315            | 0.0576                     | 0.1124             | 0.1345               |
| 0.6376        | 55.0  | 825  | 0.6946          | 0.1096   | 0.0322            | 0.0576                     | 0.1151             | 0.1365               |
| 0.6414        | 56.0  | 840  | 0.6950          | 0.1081   | 0.0325            | 0.0576                     | 0.1151             | 0.1325               |
| 0.6429        | 57.0  | 855  | 0.6972          | 0.1096   | 0.0322            | 0.0576                     | 0.1151             | 0.1365               |
| 0.6393        | 58.0  | 870  | 0.6957          | 0.1119   | 0.0307            | 0.0552                     | 0.1217             | 0.1365               |
| 0.6471        | 59.0  | 885  | 0.6946          | 0.1084   | 0.0303            | 0.0552                     | 0.1151             | 0.1345               |
| 0.6276        | 60.0  | 900  | 0.6952          | 0.1084   | 0.0303            | 0.0552                     | 0.1151             | 0.1345               |
| 0.6373        | 61.0  | 915  | 0.6959          | 0.1067   | 0.0293            | 0.0552                     | 0.1151             | 0.1305               |
| 0.6249        | 62.0  | 930  | 0.6955          | 0.1062   | 0.0302            | 0.0550                     | 0.1138             | 0.1305               |
| 0.6249        | 63.0  | 945  | 0.6966          | 0.1117   | 0.0303            | 0.0561                     | 0.1190             | 0.1386               |
| 0.6174        | 64.0  | 960  | 0.6967          | 0.1117   | 0.0307            | 0.0561                     | 0.1190             | 0.1386               |
| 0.6379        | 65.0  | 975  | 0.6968          | 0.1060   | 0.0302            | 0.0552                     | 0.1111             | 0.1325               |
| 0.61          | 66.0  | 990  | 0.6953          | 0.1125   | 0.0303            | 0.0561                     | 0.1190             | 0.1406               |
| 0.6338        | 67.0  | 1005 | 0.6936          | 0.1105   | 0.0282            | 0.0519                     | 0.1217             | 0.1345               |
| 0.6182        | 68.0  | 1020 | 0.6941          | 0.1047   | 0.0286            | 0.0521                     | 0.1111             | 0.1305               |
| 0.608         | 69.0  | 1035 | 0.6950          | 0.1091   | 0.0296            | 0.0526                     | 0.1177             | 0.1345               |
| 0.631         | 70.0  | 1050 | 0.6935          | 0.1040   | 0.0298            | 0.0519                     | 0.1071             | 0.1325               |
| 0.6134        | 71.0  | 1065 | 0.6944          | 0.1024   | 0.0298            | 0.0519                     | 0.1071             | 0.1285               |
| 0.6163        | 72.0  | 1080 | 0.6952          | 0.1017   | 0.0301            | 0.0555                     | 0.1085             | 0.1245               |
| 0.6142        | 73.0  | 1095 | 0.6946          | 0.1032   | 0.0291            | 0.0519                     | 0.1071             | 0.1305               |
| 0.6082        | 74.0  | 1110 | 0.6939          | 0.1135   | 0.0386            | 0.0659                     | 0.1230             | 0.1345               |
| 0.6008        | 75.0  | 1125 | 0.6949          | 0.1093   | 0.0291            | 0.0522                     | 0.1124             | 0.1406               |
| 0.6076        | 76.0  | 1140 | 0.6943          | 0.1046   | 0.0300            | 0.0521                     | 0.1164             | 0.1245               |
| 0.6117        | 77.0  | 1155 | 0.6934          | 0.1162   | 0.0304            | 0.0532                     | 0.1270             | 0.1426               |
| 0.604         | 78.0  | 1170 | 0.6937          | 0.1081   | 0.0261            | 0.0461                     | 0.1217             | 0.1305               |
| 0.6014        | 79.0  | 1185 | 0.6950          | 0.1055   | 0.0265            | 0.0456                     | 0.1151             | 0.1305               |
| 0.6003        | 80.0  | 1200 | 0.6938          | 0.1023   | 0.0264            | 0.0457                     | 0.1071             | 0.1305               |
| 0.6051        | 81.0  | 1215 | 0.6958          | 0.1098   | 0.0314            | 0.0520                     | 0.1230             | 0.1305               |
| 0.6045        | 82.0  | 1230 | 0.6951          | 0.1040   | 0.0258            | 0.0454                     | 0.1098             | 0.1325               |
| 0.6177        | 83.0  | 1245 | 0.6946          | 0.1135   | 0.0309            | 0.0526                     | 0.1204             | 0.1426               |
| 0.6023        | 84.0  | 1260 | 0.6933          | 0.0967   | 0.0248            | 0.0419                     | 0.0966             | 0.1285               |
| 0.5806        | 85.0  | 1275 | 0.6930          | 0.0981   | 0.0269            | 0.0461                     | 0.1005             | 0.1265               |
| 0.5917        | 86.0  | 1290 | 0.6945          | 0.0996   | 0.0246            | 0.0420                     | 0.1019             | 0.1305               |
| 0.5841        | 87.0  | 1305 | 0.6938          | 0.1010   | 0.0270            | 0.0459                     | 0.1058             | 0.1285               |
| 0.5948        | 88.0  | 1320 | 0.6940          | 0.1026   | 0.0270            | 0.0459                     | 0.1058             | 0.1325               |
| 0.5916        | 89.0  | 1335 | 0.6942          | 0.1063   | 0.0274            | 0.0458                     | 0.1190             | 0.1285               |
| 0.592         | 90.0  | 1350 | 0.6950          | 0.0970   | 0.0240            | 0.0410                     | 0.1019             | 0.1245               |
| 0.5833        | 91.0  | 1365 | 0.6949          | 0.1046   | 0.0243            | 0.0419                     | 0.1164             | 0.1285               |
| 0.5877        | 92.0  | 1380 | 0.6962          | 0.1020   | 0.0267            | 0.0456                     | 0.1085             | 0.1285               |
| 0.5665        | 93.0  | 1395 | 0.6963          | 0.1055   | 0.0268            | 0.0458                     | 0.1151             | 0.1305               |
| 0.5727        | 94.0  | 1410 | 0.6976          | 0.1033   | 0.0245            | 0.0419                     | 0.1111             | 0.1305               |
| 0.5899        | 95.0  | 1425 | 0.6987          | 0.1034   | 0.0252            | 0.0420                     | 0.1111             | 0.1305               |
| 0.5871        | 96.0  | 1440 | 0.6982          | 0.1013   | 0.0240            | 0.0416                     | 0.1085             | 0.1285               |
| 0.5881        | 97.0  | 1455 | 0.6968          | 0.1046   | 0.0242            | 0.0424                     | 0.1164             | 0.1285               |
| 0.5754        | 98.0  | 1470 | 0.6970          | 0.1009   | 0.0272            | 0.0470                     | 0.1071             | 0.1265               |
| 0.588         | 99.0  | 1485 | 0.6975          | 0.1022   | 0.0250            | 0.0433                     | 0.1098             | 0.1285               |
| 0.582         | 100.0 | 1500 | 0.6981          | 0.1021   | 0.0245            | 0.0433                     | 0.1098             | 0.1285               |
| 0.5748        | 101.0 | 1515 | 0.6974          | 0.0990   | 0.0295            | 0.0520                     | 0.1045             | 0.1225               |
| 0.5669        | 102.0 | 1530 | 0.6969          | 0.0970   | 0.0233            | 0.0414                     | 0.1019             | 0.1245               |
| 0.5788        | 103.0 | 1545 | 0.6975          | 0.1024   | 0.0240            | 0.0419                     | 0.1111             | 0.1285               |
| 0.5729        | 104.0 | 1560 | 0.6975          | 0.1021   | 0.0245            | 0.0433                     | 0.1098             | 0.1285               |
| 0.5629        | 105.0 | 1575 | 0.6992          | 0.1024   | 0.0240            | 0.0419                     | 0.1111             | 0.1285               |
| 0.583         | 106.0 | 1590 | 0.6990          | 0.1029   | 0.0236            | 0.0419                     | 0.1124             | 0.1285               |
| 0.5881        | 107.0 | 1605 | 0.6986          | 0.1045   | 0.0237            | 0.0418                     | 0.1124             | 0.1325               |
| 0.5566        | 108.0 | 1620 | 0.6994          | 0.1045   | 0.0237            | 0.0418                     | 0.1124             | 0.1325               |
| 0.569         | 109.0 | 1635 | 0.6990          | 0.1042   | 0.0243            | 0.0431                     | 0.1111             | 0.1325               |
| 0.5729        | 110.0 | 1650 | 0.6997          | 0.1075   | 0.0305            | 0.0543                     | 0.1151             | 0.1325               |
| 0.5682        | 111.0 | 1665 | 0.7005          | 0.0963   | 0.0267            | 0.0471                     | 0.1098             | 0.1124               |
| 0.5609        | 112.0 | 1680 | 0.7004          | 0.1050   | 0.0225            | 0.0401                     | 0.1124             | 0.1345               |
| 0.5532        | 113.0 | 1695 | 0.6989          | 0.0946   | 0.0191            | 0.0346                     | 0.1005             | 0.1225               |
| 0.5707        | 114.0 | 1710 | 0.6981          | 0.0878   | 0.0225            | 0.0402                     | 0.0873             | 0.1165               |
| 0.5646        | 115.0 | 1725 | 0.6993          | 0.1029   | 0.0233            | 0.0417                     | 0.1124             | 0.1285               |
| 0.5518        | 116.0 | 1740 | 0.7000          | 0.1026   | 0.0223            | 0.0400                     | 0.1124             | 0.1285               |
| 0.5566        | 117.0 | 1755 | 0.7000          | 0.0962   | 0.0194            | 0.0349                     | 0.1085             | 0.1185               |
| 0.5625        | 118.0 | 1770 | 0.6999          | 0.0948   | 0.0256            | 0.0469                     | 0.1085             | 0.1104               |
| 0.5572        | 119.0 | 1785 | 0.7011          | 0.0994   | 0.0271            | 0.0483                     | 0.1111             | 0.1185               |
| 0.5454        | 120.0 | 1800 | 0.7014          | 0.1010   | 0.0270            | 0.0483                     | 0.1111             | 0.1225               |
| 0.5536        | 121.0 | 1815 | 0.7016          | 0.0983   | 0.0258            | 0.0473                     | 0.1151             | 0.1124               |
| 0.5567        | 122.0 | 1830 | 0.7006          | 0.1006   | 0.0283            | 0.0512                     | 0.1151             | 0.1165               |
| 0.5647        | 123.0 | 1845 | 0.7006          | 0.0890   | 0.0189            | 0.0350                     | 0.0926             | 0.1165               |
| 0.5564        | 124.0 | 1860 | 0.7016          | 0.1029   | 0.0231            | 0.0425                     | 0.1164             | 0.1245               |
| 0.5562        | 125.0 | 1875 | 0.7032          | 0.1037   | 0.0231            | 0.0423                     | 0.1164             | 0.1265               |
| 0.5487        | 126.0 | 1890 | 0.7031          | 0.1056   | 0.0289            | 0.0531                     | 0.1190             | 0.1245               |
| 0.5474        | 127.0 | 1905 | 0.7031          | 0.1048   | 0.0289            | 0.0531                     | 0.1190             | 0.1225               |
| 0.5425        | 128.0 | 1920 | 0.7029          | 0.1045   | 0.0275            | 0.0514                     | 0.1190             | 0.1225               |
| 0.5434        | 129.0 | 1935 | 0.7035          | 0.0990   | 0.0210            | 0.0400                     | 0.1138             | 0.1185               |
| 0.5408        | 130.0 | 1950 | 0.7037          | 0.1050   | 0.0218            | 0.0407                     | 0.1164             | 0.1305               |
| 0.5465        | 131.0 | 1965 | 0.7040          | 0.1050   | 0.0218            | 0.0407                     | 0.1164             | 0.1305               |
| 0.5512        | 132.0 | 1980 | 0.7051          | 0.1023   | 0.0251            | 0.0472                     | 0.1151             | 0.1225               |
| 0.5503        | 133.0 | 1995 | 0.7060          | 0.1076   | 0.0278            | 0.0528                     | 0.1164             | 0.1325               |
| 0.5357        | 134.0 | 2010 | 0.7061          | 0.1077   | 0.0277            | 0.0537                     | 0.1164             | 0.1325               |
| 0.5377        | 135.0 | 2025 | 0.7050          | 0.1064   | 0.0283            | 0.0539                     | 0.1190             | 0.1265               |
| 0.5431        | 136.0 | 2040 | 0.7055          | 0.1097   | 0.0286            | 0.0539                     | 0.1190             | 0.1345               |
| 0.5213        | 137.0 | 2055 | 0.7055          | 0.1077   | 0.0226            | 0.0430                     | 0.1164             | 0.1365               |
| 0.5487        | 138.0 | 2070 | 0.7057          | 0.1078   | 0.0227            | 0.0432                     | 0.1164             | 0.1365               |
| 0.5476        | 139.0 | 2085 | 0.7057          | 0.1013   | 0.0218            | 0.0407                     | 0.1111             | 0.1265               |
| 0.5372        | 140.0 | 2100 | 0.7047          | 0.1043   | 0.0291            | 0.0530                     | 0.1098             | 0.1305               |
| 0.5494        | 141.0 | 2115 | 0.7047          | 0.1036   | 0.0293            | 0.0533                     | 0.1098             | 0.1285               |
| 0.548         | 142.0 | 2130 | 0.7054          | 0.1026   | 0.0284            | 0.0521                     | 0.1138             | 0.1225               |
| 0.5317        | 143.0 | 2145 | 0.7060          | 0.0994   | 0.0216            | 0.0406                     | 0.1085             | 0.1245               |
| 0.548         | 144.0 | 2160 | 0.7059          | 0.0950   | 0.0192            | 0.0359                     | 0.1032             | 0.1205               |
| 0.5348        | 145.0 | 2175 | 0.7060          | 0.0983   | 0.0270            | 0.0480                     | 0.1085             | 0.1185               |
| 0.5403        | 146.0 | 2190 | 0.7055          | 0.1013   | 0.0269            | 0.0491                     | 0.1098             | 0.1245               |
| 0.5398        | 147.0 | 2205 | 0.7063          | 0.0966   | 0.0196            | 0.0363                     | 0.1071             | 0.1205               |
| 0.5298        | 148.0 | 2220 | 0.7065          | 0.0953   | 0.0196            | 0.0361                     | 0.1058             | 0.1185               |
| 0.5403        | 149.0 | 2235 | 0.7059          | 0.0974   | 0.0189            | 0.0340                     | 0.1058             | 0.1245               |
| 0.5214        | 150.0 | 2250 | 0.7071          | 0.1078   | 0.0224            | 0.0408                     | 0.1151             | 0.1386               |
| 0.536         | 151.0 | 2265 | 0.7073          | 0.0998   | 0.0195            | 0.0359                     | 0.1111             | 0.1245               |
| 0.5442        | 152.0 | 2280 | 0.7064          | 0.0955   | 0.0194            | 0.0358                     | 0.1045             | 0.1205               |
| 0.5223        | 153.0 | 2295 | 0.7059          | 0.0978   | 0.0221            | 0.0400                     | 0.1045             | 0.1245               |
| 0.5281        | 154.0 | 2310 | 0.7066          | 0.0997   | 0.0194            | 0.0354                     | 0.1111             | 0.1245               |
| 0.5424        | 155.0 | 2325 | 0.7067          | 0.1073   | 0.0235            | 0.0433                     | 0.1151             | 0.1365               |
| 0.5396        | 156.0 | 2340 | 0.7071          | 0.1011   | 0.0207            | 0.0369                     | 0.1138             | 0.1245               |
| 0.5228        | 157.0 | 2355 | 0.7081          | 0.0981   | 0.0240            | 0.0414                     | 0.1085             | 0.1205               |
| 0.5346        | 158.0 | 2370 | 0.7089          | 0.0958   | 0.0189            | 0.0343                     | 0.1058             | 0.1205               |
| 0.5261        | 159.0 | 2385 | 0.7107          | 0.0961   | 0.0199            | 0.0359                     | 0.1058             | 0.1205               |
| 0.5318        | 160.0 | 2400 | 0.7106          | 0.0988   | 0.0217            | 0.0373                     | 0.1098             | 0.1225               |
| 0.5367        | 161.0 | 2415 | 0.7098          | 0.0974   | 0.0210            | 0.0368                     | 0.1085             | 0.1205               |
| 0.5146        | 162.0 | 2430 | 0.7102          | 0.1041   | 0.0251            | 0.0438                     | 0.1124             | 0.1305               |
| 0.5389        | 163.0 | 2445 | 0.7104          | 0.1038   | 0.0242            | 0.0422                     | 0.1124             | 0.1305               |
| 0.5301        | 164.0 | 2460 | 0.7094          | 0.0967   | 0.0190            | 0.0345                     | 0.1058             | 0.1225               |
| 0.5187        | 165.0 | 2475 | 0.7091          | 0.0932   | 0.0189            | 0.0344                     | 0.0992             | 0.1205               |
| 0.5175        | 166.0 | 2490 | 0.7102          | 0.0947   | 0.0217            | 0.0390                     | 0.0992             | 0.1225               |
| 0.5243        | 167.0 | 2505 | 0.7104          | 0.0959   | 0.0190            | 0.0344                     | 0.1058             | 0.1205               |
| 0.5134        | 168.0 | 2520 | 0.7107          | 0.0987   | 0.0200            | 0.0355                     | 0.1085             | 0.1245               |
| 0.512         | 169.0 | 2535 | 0.7114          | 0.0967   | 0.0191            | 0.0347                     | 0.1058             | 0.1225               |
| 0.5213        | 170.0 | 2550 | 0.7119          | 0.0963   | 0.0201            | 0.0353                     | 0.1085             | 0.1185               |
| 0.5242        | 171.0 | 2565 | 0.7126          | 0.0985   | 0.0213            | 0.0375                     | 0.1111             | 0.1205               |
| 0.5281        | 172.0 | 2580 | 0.7131          | 0.0923   | 0.0193            | 0.0359                     | 0.1005             | 0.1165               |
| 0.5245        | 173.0 | 2595 | 0.7131          | 0.0921   | 0.0184            | 0.0343                     | 0.1005             | 0.1165               |
| 0.5204        | 174.0 | 2610 | 0.7135          | 0.0954   | 0.0234            | 0.0419                     | 0.1058             | 0.1165               |
| 0.5211        | 175.0 | 2625 | 0.7139          | 0.0966   | 0.0180            | 0.0343                     | 0.1058             | 0.1225               |
| 0.5198        | 176.0 | 2640 | 0.7146          | 0.0963   | 0.0185            | 0.0344                     | 0.1071             | 0.1205               |
| 0.5125        | 177.0 | 2655 | 0.7141          | 0.0921   | 0.0186            | 0.0344                     | 0.1005             | 0.1165               |
| 0.5176        | 178.0 | 2670 | 0.7131          | 0.0921   | 0.0186            | 0.0344                     | 0.1005             | 0.1165               |
| 0.5263        | 179.0 | 2685 | 0.7125          | 0.0951   | 0.0276            | 0.0502                     | 0.1058             | 0.1124               |
| 0.5074        | 180.0 | 2700 | 0.7131          | 0.0954   | 0.0286            | 0.0519                     | 0.1058             | 0.1124               |
| 0.5149        | 181.0 | 2715 | 0.7141          | 0.0933   | 0.0222            | 0.0406                     | 0.1032             | 0.1145               |
| 0.5141        | 182.0 | 2730 | 0.7151          | 0.0983   | 0.0203            | 0.0367                     | 0.1111             | 0.1205               |
| 0.5156        | 183.0 | 2745 | 0.7160          | 0.0966   | 0.0186            | 0.0345                     | 0.1098             | 0.1185               |
| 0.5067        | 184.0 | 2760 | 0.7164          | 0.1047   | 0.0231            | 0.0419                     | 0.1151             | 0.1305               |
| 0.5112        | 185.0 | 2775 | 0.7153          | 0.0961   | 0.0191            | 0.0345                     | 0.1085             | 0.1185               |
| 0.505         | 186.0 | 2790 | 0.7151          | 0.0926   | 0.0218            | 0.0390                     | 0.1019             | 0.1145               |
| 0.5019        | 187.0 | 2805 | 0.7155          | 0.0926   | 0.0218            | 0.0390                     | 0.1019             | 0.1145               |
| 0.513         | 188.0 | 2820 | 0.7160          | 0.0976   | 0.0197            | 0.0351                     | 0.1098             | 0.1205               |
| 0.5149        | 189.0 | 2835 | 0.7169          | 0.0927   | 0.0188            | 0.0344                     | 0.1019             | 0.1165               |
| 0.5212        | 190.0 | 2850 | 0.7175          | 0.0961   | 0.0190            | 0.0345                     | 0.1085             | 0.1185               |
| 0.5195        | 191.0 | 2865 | 0.7175          | 0.1047   | 0.0230            | 0.0419                     | 0.1151             | 0.1305               |
| 0.503         | 192.0 | 2880 | 0.7178          | 0.0988   | 0.0190            | 0.0351                     | 0.1111             | 0.1225               |
| 0.5075        | 193.0 | 2895 | 0.7188          | 0.0923   | 0.0180            | 0.0345                     | 0.1032             | 0.1145               |
| 0.5044        | 194.0 | 2910 | 0.7184          | 0.0974   | 0.0186            | 0.0348                     | 0.1098             | 0.1205               |
| 0.5109        | 195.0 | 2925 | 0.7184          | 0.0967   | 0.0175            | 0.0340                     | 0.1124             | 0.1165               |
| 0.514         | 196.0 | 2940 | 0.7182          | 0.0974   | 0.0172            | 0.0327                     | 0.1124             | 0.1185               |
| 0.5217        | 197.0 | 2955 | 0.7178          | 0.0939   | 0.0170            | 0.0326                     | 0.1058             | 0.1165               |
| 0.5101        | 198.0 | 2970 | 0.7175          | 0.0941   | 0.0180            | 0.0343                     | 0.1058             | 0.1165               |
| 0.508         | 199.0 | 2985 | 0.7174          | 0.0939   | 0.0169            | 0.0326                     | 0.1058             | 0.1165               |
| 0.5119        | 200.0 | 3000 | 0.7176          | 0.0950   | 0.0178            | 0.0330                     | 0.1085             | 0.1165               |
| 0.5126        | 201.0 | 3015 | 0.7169          | 0.0921   | 0.0173            | 0.0328                     | 0.1032             | 0.1145               |
| 0.5001        | 202.0 | 3030 | 0.7164          | 0.0955   | 0.0212            | 0.0393                     | 0.1032             | 0.1205               |
| 0.5058        | 203.0 | 3045 | 0.7160          | 0.0983   | 0.0203            | 0.0390                     | 0.1124             | 0.1185               |
| 0.4948        | 204.0 | 3060 | 0.7164          | 0.0967   | 0.0204            | 0.0389                     | 0.1124             | 0.1145               |
| 0.5173        | 205.0 | 3075 | 0.7162          | 0.0955   | 0.0191            | 0.0367                     | 0.1124             | 0.1124               |
| 0.5126        | 206.0 | 3090 | 0.7166          | 0.0965   | 0.0200            | 0.0375                     | 0.1124             | 0.1145               |
| 0.4983        | 207.0 | 3105 | 0.7171          | 0.0946   | 0.0198            | 0.0372                     | 0.1058             | 0.1165               |
| 0.487         | 208.0 | 3120 | 0.7180          | 0.0984   | 0.0208            | 0.0391                     | 0.1124             | 0.1185               |
| 0.5015        | 209.0 | 3135 | 0.7189          | 0.0994   | 0.0208            | 0.0391                     | 0.1151             | 0.1185               |
| 0.5053        | 210.0 | 3150 | 0.7188          | 0.0948   | 0.0202            | 0.0388                     | 0.1058             | 0.1165               |
| 0.5059        | 211.0 | 3165 | 0.7184          | 0.0946   | 0.0198            | 0.0372                     | 0.1058             | 0.1165               |
| 0.5084        | 212.0 | 3180 | 0.7193          | 0.0984   | 0.0209            | 0.0391                     | 0.1124             | 0.1185               |
| 0.5091        | 213.0 | 3195 | 0.7191          | 0.0984   | 0.0209            | 0.0391                     | 0.1124             | 0.1185               |
| 0.5044        | 214.0 | 3210 | 0.7193          | 0.0976   | 0.0182            | 0.0345                     | 0.1124             | 0.1185               |
| 0.501         | 215.0 | 3225 | 0.7195          | 0.0933   | 0.0181            | 0.0343                     | 0.1058             | 0.1145               |
| 0.5           | 216.0 | 3240 | 0.7195          | 0.0968   | 0.0182            | 0.0345                     | 0.1124             | 0.1165               |
| 0.5025        | 217.0 | 3255 | 0.7190          | 0.0974   | 0.0172            | 0.0327                     | 0.1124             | 0.1185               |
| 0.4941        | 218.0 | 3270 | 0.7190          | 0.0981   | 0.0199            | 0.0374                     | 0.1124             | 0.1185               |
| 0.4894        | 219.0 | 3285 | 0.7200          | 0.0984   | 0.0208            | 0.0391                     | 0.1124             | 0.1185               |
| 0.4866        | 220.0 | 3300 | 0.7204          | 0.0981   | 0.0201            | 0.0374                     | 0.1124             | 0.1185               |
| 0.4964        | 221.0 | 3315 | 0.7203          | 0.0981   | 0.0201            | 0.0374                     | 0.1124             | 0.1185               |
| 0.4983        | 222.0 | 3330 | 0.7199          | 0.0957   | 0.0202            | 0.0375                     | 0.1124             | 0.1124               |
| 0.4979        | 223.0 | 3345 | 0.7194          | 0.0930   | 0.0198            | 0.0373                     | 0.1058             | 0.1124               |
| 0.5048        | 224.0 | 3360 | 0.7195          | 0.0956   | 0.0195            | 0.0370                     | 0.1124             | 0.1124               |
| 0.5006        | 225.0 | 3375 | 0.7202          | 0.0955   | 0.0176            | 0.0329                     | 0.1138             | 0.1124               |
| 0.4873        | 226.0 | 3390 | 0.7197          | 0.0974   | 0.0172            | 0.0327                     | 0.1124             | 0.1185               |
| 0.4987        | 227.0 | 3405 | 0.7199          | 0.0983   | 0.0207            | 0.0391                     | 0.1124             | 0.1185               |
| 0.499         | 228.0 | 3420 | 0.7191          | 0.0948   | 0.0203            | 0.0389                     | 0.1058             | 0.1165               |
| 0.4977        | 229.0 | 3435 | 0.7199          | 0.0976   | 0.0207            | 0.0392                     | 0.1124             | 0.1165               |
| 0.4901        | 230.0 | 3450 | 0.7210          | 0.0983   | 0.0207            | 0.0391                     | 0.1124             | 0.1185               |
| 0.5032        | 231.0 | 3465 | 0.7209          | 0.0983   | 0.0207            | 0.0391                     | 0.1124             | 0.1185               |
| 0.4933        | 232.0 | 3480 | 0.7213          | 0.0941   | 0.0207            | 0.0389                     | 0.1058             | 0.1145               |
| 0.4932        | 233.0 | 3495 | 0.7212          | 0.0941   | 0.0207            | 0.0389                     | 0.1058             | 0.1145               |
| 0.5075        | 234.0 | 3510 | 0.7209          | 0.0941   | 0.0207            | 0.0389                     | 0.1058             | 0.1145               |
| 0.487         | 235.0 | 3525 | 0.7212          | 0.0941   | 0.0206            | 0.0389                     | 0.1058             | 0.1145               |
| 0.4927        | 236.0 | 3540 | 0.7213          | 0.0949   | 0.0206            | 0.0389                     | 0.1058             | 0.1165               |
| 0.5003        | 237.0 | 3555 | 0.7211          | 0.0959   | 0.0216            | 0.0405                     | 0.1138             | 0.1104               |
| 0.4846        | 238.0 | 3570 | 0.7213          | 0.0959   | 0.0214            | 0.0404                     | 0.1138             | 0.1104               |
| 0.4994        | 239.0 | 3585 | 0.7219          | 0.0939   | 0.0195            | 0.0388                     | 0.1058             | 0.1145               |
| 0.4847        | 240.0 | 3600 | 0.7224          | 0.0939   | 0.0195            | 0.0388                     | 0.1058             | 0.1145               |
| 0.4862        | 241.0 | 3615 | 0.7231          | 0.0950   | 0.0196            | 0.0388                     | 0.1085             | 0.1145               |
| 0.4924        | 242.0 | 3630 | 0.7235          | 0.0950   | 0.0196            | 0.0388                     | 0.1085             | 0.1145               |
| 0.4928        | 243.0 | 3645 | 0.7235          | 0.0953   | 0.0209            | 0.0404                     | 0.1085             | 0.1145               |
| 0.4897        | 244.0 | 3660 | 0.7232          | 0.0953   | 0.0208            | 0.0404                     | 0.1085             | 0.1145               |
| 0.4899        | 245.0 | 3675 | 0.7229          | 0.0953   | 0.0208            | 0.0404                     | 0.1085             | 0.1145               |
| 0.4953        | 246.0 | 3690 | 0.7224          | 0.0954   | 0.0214            | 0.0405                     | 0.1085             | 0.1145               |
| 0.4938        | 247.0 | 3705 | 0.7222          | 0.0985   | 0.0210            | 0.0404                     | 0.1164             | 0.1145               |
| 0.4927        | 248.0 | 3720 | 0.7216          | 0.0985   | 0.0212            | 0.0404                     | 0.1164             | 0.1145               |
| 0.4949        | 249.0 | 3735 | 0.7218          | 0.0972   | 0.0203            | 0.0390                     | 0.1138             | 0.1145               |
| 0.5024        | 250.0 | 3750 | 0.7217          | 0.0972   | 0.0200            | 0.0390                     | 0.1138             | 0.1145               |
| 0.4854        | 251.0 | 3765 | 0.7221          | 0.0969   | 0.0191            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4984        | 252.0 | 3780 | 0.7222          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4894        | 253.0 | 3795 | 0.7225          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4816        | 254.0 | 3810 | 0.7227          | 0.0980   | 0.0189            | 0.0371                     | 0.1164             | 0.1145               |
| 0.4941        | 255.0 | 3825 | 0.7231          | 0.0970   | 0.0197            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4889        | 256.0 | 3840 | 0.7230          | 0.0970   | 0.0197            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4823        | 257.0 | 3855 | 0.7226          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4768        | 258.0 | 3870 | 0.7227          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4956        | 259.0 | 3885 | 0.7226          | 0.0969   | 0.0188            | 0.0371                     | 0.1138             | 0.1145               |
| 0.4998        | 260.0 | 3900 | 0.7226          | 0.0969   | 0.0188            | 0.0371                     | 0.1138             | 0.1145               |
| 0.4903        | 261.0 | 3915 | 0.7227          | 0.0969   | 0.0188            | 0.0371                     | 0.1138             | 0.1145               |
| 0.4861        | 262.0 | 3930 | 0.7229          | 0.0969   | 0.0189            | 0.0371                     | 0.1138             | 0.1145               |
| 0.4862        | 263.0 | 3945 | 0.7233          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.49          | 264.0 | 3960 | 0.7240          | 0.0970   | 0.0195            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4839        | 265.0 | 3975 | 0.7244          | 0.0970   | 0.0195            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4892        | 266.0 | 3990 | 0.7245          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4718        | 267.0 | 4005 | 0.7244          | 0.1004   | 0.0190            | 0.0373                     | 0.1204             | 0.1165               |
| 0.4851        | 268.0 | 4020 | 0.7244          | 0.0995   | 0.0186            | 0.0368                     | 0.1204             | 0.1145               |
| 0.491         | 269.0 | 4035 | 0.7247          | 0.0995   | 0.0186            | 0.0368                     | 0.1204             | 0.1145               |
| 0.4811        | 270.0 | 4050 | 0.7249          | 0.0995   | 0.0186            | 0.0368                     | 0.1204             | 0.1145               |
| 0.4988        | 271.0 | 4065 | 0.7247          | 0.0988   | 0.0191            | 0.0374                     | 0.1204             | 0.1124               |
| 0.4889        | 272.0 | 4080 | 0.7247          | 0.0988   | 0.0191            | 0.0374                     | 0.1204             | 0.1124               |
| 0.4922        | 273.0 | 4095 | 0.7244          | 0.1047   | 0.0214            | 0.0416                     | 0.1296             | 0.1165               |
| 0.4845        | 274.0 | 4110 | 0.7243          | 0.1047   | 0.0214            | 0.0416                     | 0.1296             | 0.1165               |
| 0.4826        | 275.0 | 4125 | 0.7242          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4808        | 276.0 | 4140 | 0.7243          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4961        | 277.0 | 4155 | 0.7243          | 0.1047   | 0.0214            | 0.0416                     | 0.1296             | 0.1165               |
| 0.4929        | 278.0 | 4170 | 0.7242          | 0.1047   | 0.0214            | 0.0416                     | 0.1296             | 0.1165               |
| 0.4868        | 279.0 | 4185 | 0.7241          | 0.1047   | 0.0214            | 0.0416                     | 0.1296             | 0.1165               |
| 0.4777        | 280.0 | 4200 | 0.7241          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4801        | 281.0 | 4215 | 0.7243          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4856        | 282.0 | 4230 | 0.7243          | 0.1028   | 0.0211            | 0.0413                     | 0.1230             | 0.1185               |
| 0.4896        | 283.0 | 4245 | 0.7244          | 0.0969   | 0.0194            | 0.0373                     | 0.1138             | 0.1145               |
| 0.4942        | 284.0 | 4260 | 0.7244          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4881        | 285.0 | 4275 | 0.7245          | 0.1028   | 0.0211            | 0.0413                     | 0.1230             | 0.1185               |
| 0.4882        | 286.0 | 4290 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4828        | 287.0 | 4305 | 0.7250          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4849        | 288.0 | 4320 | 0.7250          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4786        | 289.0 | 4335 | 0.7250          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4802        | 290.0 | 4350 | 0.7250          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4842        | 291.0 | 4365 | 0.7249          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4868        | 292.0 | 4380 | 0.7248          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4926        | 293.0 | 4395 | 0.7248          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.5018        | 294.0 | 4410 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4843        | 295.0 | 4425 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4764        | 296.0 | 4440 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4942        | 297.0 | 4455 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4818        | 298.0 | 4470 | 0.7246          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4942        | 299.0 | 4485 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |
| 0.4832        | 300.0 | 4500 | 0.7247          | 0.1013   | 0.0212            | 0.0415                     | 0.1230             | 0.1145               |


### Framework versions

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