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_2
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_2

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: 0.6793
- Codebleu: 0.1069
- Ngram Match Score: 0.0215
- Weighted Ngram Match Score: 0.0442
- Syntax Match Score: 0.1204
- 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9782        | 1.0   | 15   | 0.9243          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9653        | 2.0   | 30   | 0.9221          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9713        | 3.0   | 45   | 0.9171          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9332        | 4.0   | 60   | 0.9059          | 0.0126   | 0.0000            | 0.0008                     | 0.0093             | 0.0221               |
| 0.9336        | 5.0   | 75   | 0.8843          | 0.0532   | 0.0023            | 0.0239                     | 0.0582             | 0.0683               |
| 0.9203        | 6.0   | 90   | 0.8627          | 0.0820   | 0.0153            | 0.0382                     | 0.0992             | 0.0924               |
| 0.8979        | 7.0   | 105  | 0.8524          | 0.1026   | 0.0187            | 0.0473                     | 0.1257             | 0.1145               |
| 0.8653        | 8.0   | 120  | 0.8454          | 0.1014   | 0.0212            | 0.0508                     | 0.1270             | 0.1084               |
| 0.8561        | 9.0   | 135  | 0.8391          | 0.0989   | 0.0227            | 0.0510                     | 0.1243             | 0.1044               |
| 0.8619        | 10.0  | 150  | 0.8324          | 0.0979   | 0.0231            | 0.0510                     | 0.1217             | 0.1044               |
| 0.8537        | 11.0  | 165  | 0.8247          | 0.1042   | 0.0244            | 0.0522                     | 0.1389             | 0.1024               |
| 0.862         | 12.0  | 180  | 0.8140          | 0.1032   | 0.0251            | 0.0520                     | 0.1362             | 0.1024               |
| 0.8357        | 13.0  | 195  | 0.8044          | 0.1004   | 0.0234            | 0.0520                     | 0.1217             | 0.1104               |
| 0.8185        | 14.0  | 210  | 0.7950          | 0.1006   | 0.0230            | 0.0520                     | 0.1243             | 0.1084               |
| 0.834         | 15.0  | 225  | 0.7855          | 0.1019   | 0.0223            | 0.0521                     | 0.1257             | 0.1104               |
| 0.8433        | 16.0  | 240  | 0.7762          | 0.1013   | 0.0216            | 0.0521                     | 0.1243             | 0.1104               |
| 0.8241        | 17.0  | 255  | 0.7656          | 0.0940   | 0.0155            | 0.0405                     | 0.1124             | 0.1084               |
| 0.7977        | 18.0  | 270  | 0.7555          | 0.0974   | 0.0151            | 0.0405                     | 0.1190             | 0.1104               |
| 0.8031        | 19.0  | 285  | 0.7494          | 0.1009   | 0.0179            | 0.0469                     | 0.1257             | 0.1104               |
| 0.7928        | 20.0  | 300  | 0.7463          | 0.1016   | 0.0187            | 0.0470                     | 0.1230             | 0.1145               |
| 0.7781        | 21.0  | 315  | 0.7415          | 0.0964   | 0.0177            | 0.0466                     | 0.1124             | 0.1124               |
| 0.7852        | 22.0  | 330  | 0.7375          | 0.0886   | 0.0138            | 0.0423                     | 0.1071             | 0.1004               |
| 0.7763        | 23.0  | 345  | 0.7350          | 0.0907   | 0.0132            | 0.0424                     | 0.1124             | 0.1004               |
| 0.7818        | 24.0  | 360  | 0.7323          | 0.0916   | 0.0125            | 0.0411                     | 0.1151             | 0.1004               |
| 0.7999        | 25.0  | 375  | 0.7287          | 0.0905   | 0.0130            | 0.0410                     | 0.1124             | 0.1004               |
| 0.7655        | 26.0  | 390  | 0.7270          | 0.0916   | 0.0129            | 0.0413                     | 0.1151             | 0.1004               |
| 0.7594        | 27.0  | 405  | 0.7246          | 0.0913   | 0.0127            | 0.0411                     | 0.1164             | 0.0984               |
| 0.7688        | 28.0  | 420  | 0.7222          | 0.0932   | 0.0130            | 0.0410                     | 0.1151             | 0.1044               |
| 0.7516        | 29.0  | 435  | 0.7209          | 0.0988   | 0.0151            | 0.0498                     | 0.1243             | 0.1064               |
| 0.7447        | 30.0  | 450  | 0.7200          | 0.0960   | 0.0146            | 0.0484                     | 0.1177             | 0.1064               |
| 0.7525        | 31.0  | 465  | 0.7183          | 0.1018   | 0.0145            | 0.0485                     | 0.1283             | 0.1104               |
| 0.7504        | 32.0  | 480  | 0.7168          | 0.1057   | 0.0155            | 0.0489                     | 0.1336             | 0.1145               |
| 0.7377        | 33.0  | 495  | 0.7150          | 0.0970   | 0.0154            | 0.0506                     | 0.1257             | 0.1004               |
| 0.7563        | 34.0  | 510  | 0.7133          | 0.1053   | 0.0174            | 0.0519                     | 0.1336             | 0.1124               |
| 0.7383        | 35.0  | 525  | 0.7125          | 0.1036   | 0.0167            | 0.0514                     | 0.1296             | 0.1124               |
| 0.7507        | 36.0  | 540  | 0.7108          | 0.1004   | 0.0185            | 0.0524                     | 0.1310             | 0.1024               |
| 0.7406        | 37.0  | 555  | 0.7107          | 0.1013   | 0.0173            | 0.0492                     | 0.1323             | 0.1044               |
| 0.7472        | 38.0  | 570  | 0.7101          | 0.1107   | 0.0202            | 0.0519                     | 0.1402             | 0.1185               |
| 0.7394        | 39.0  | 585  | 0.7085          | 0.1107   | 0.0206            | 0.0519                     | 0.1402             | 0.1185               |
| 0.7496        | 40.0  | 600  | 0.7077          | 0.1003   | 0.0192            | 0.0505                     | 0.1270             | 0.1064               |
| 0.731         | 41.0  | 615  | 0.7073          | 0.1031   | 0.0225            | 0.0565                     | 0.1296             | 0.1084               |
| 0.7276        | 42.0  | 630  | 0.7064          | 0.1145   | 0.0213            | 0.0520                     | 0.1455             | 0.1225               |
| 0.7353        | 43.0  | 645  | 0.7052          | 0.1156   | 0.0241            | 0.0566                     | 0.1402             | 0.1285               |
| 0.7431        | 44.0  | 660  | 0.7047          | 0.1202   | 0.0253            | 0.0571                     | 0.1495             | 0.1305               |
| 0.7303        | 45.0  | 675  | 0.7038          | 0.1175   | 0.0248            | 0.0567                     | 0.1429             | 0.1305               |
| 0.7253        | 46.0  | 690  | 0.7036          | 0.1012   | 0.0214            | 0.0538                     | 0.1217             | 0.1124               |
| 0.7301        | 47.0  | 705  | 0.7025          | 0.1128   | 0.0248            | 0.0572                     | 0.1389             | 0.1225               |
| 0.7281        | 48.0  | 720  | 0.7031          | 0.1117   | 0.0249            | 0.0568                     | 0.1362             | 0.1225               |
| 0.7315        | 49.0  | 735  | 0.7030          | 0.1019   | 0.0247            | 0.0553                     | 0.1243             | 0.1104               |
| 0.7144        | 50.0  | 750  | 0.7024          | 0.1022   | 0.0233            | 0.0539                     | 0.1257             | 0.1104               |
| 0.7411        | 51.0  | 765  | 0.7024          | 0.1057   | 0.0249            | 0.0557                     | 0.1296             | 0.1145               |
| 0.7296        | 52.0  | 780  | 0.7015          | 0.1066   | 0.0250            | 0.0570                     | 0.1376             | 0.1084               |
| 0.7291        | 53.0  | 795  | 0.7012          | 0.1030   | 0.0237            | 0.0538                     | 0.1257             | 0.1124               |
| 0.6991        | 54.0  | 810  | 0.6998          | 0.1089   | 0.0232            | 0.0493                     | 0.1336             | 0.1205               |
| 0.7239        | 55.0  | 825  | 0.6994          | 0.1055   | 0.0230            | 0.0480                     | 0.1296             | 0.1165               |
| 0.7181        | 56.0  | 840  | 0.6992          | 0.1126   | 0.0244            | 0.0506                     | 0.1402             | 0.1225               |
| 0.7315        | 57.0  | 855  | 0.6980          | 0.1042   | 0.0235            | 0.0495                     | 0.1217             | 0.1205               |
| 0.7129        | 58.0  | 870  | 0.6975          | 0.1031   | 0.0229            | 0.0495                     | 0.1190             | 0.1205               |
| 0.7223        | 59.0  | 885  | 0.6965          | 0.1011   | 0.0240            | 0.0556                     | 0.1204             | 0.1124               |
| 0.7075        | 60.0  | 900  | 0.6959          | 0.1005   | 0.0248            | 0.0568                     | 0.1243             | 0.1064               |
| 0.7277        | 61.0  | 915  | 0.6958          | 0.1074   | 0.0238            | 0.0492                     | 0.1257             | 0.1245               |
| 0.7124        | 62.0  | 930  | 0.6957          | 0.1053   | 0.0234            | 0.0506                     | 0.1204             | 0.1245               |
| 0.7129        | 63.0  | 945  | 0.6967          | 0.1019   | 0.0223            | 0.0495                     | 0.1204             | 0.1165               |
| 0.7064        | 64.0  | 960  | 0.6965          | 0.0983   | 0.0237            | 0.0493                     | 0.1111             | 0.1165               |
| 0.7349        | 65.0  | 975  | 0.6961          | 0.1040   | 0.0235            | 0.0504                     | 0.1230             | 0.1185               |
| 0.7           | 66.0  | 990  | 0.6969          | 0.1051   | 0.0212            | 0.0479                     | 0.1270             | 0.1185               |
| 0.7188        | 67.0  | 1005 | 0.6943          | 0.1084   | 0.0243            | 0.0507                     | 0.1257             | 0.1265               |
| 0.7086        | 68.0  | 1020 | 0.6943          | 0.1011   | 0.0221            | 0.0493                     | 0.1243             | 0.1104               |
| 0.6988        | 69.0  | 1035 | 0.6935          | 0.1185   | 0.0249            | 0.0530                     | 0.1402             | 0.1365               |
| 0.7259        | 70.0  | 1050 | 0.6934          | 0.1080   | 0.0228            | 0.0514                     | 0.1270             | 0.1245               |
| 0.7113        | 71.0  | 1065 | 0.6934          | 0.1027   | 0.0211            | 0.0477                     | 0.1230             | 0.1165               |
| 0.7073        | 72.0  | 1080 | 0.6926          | 0.1068   | 0.0220            | 0.0505                     | 0.1283             | 0.1205               |
| 0.7118        | 73.0  | 1095 | 0.6920          | 0.1071   | 0.0224            | 0.0508                     | 0.1310             | 0.1185               |
| 0.7002        | 74.0  | 1110 | 0.6918          | 0.1197   | 0.0226            | 0.0512                     | 0.1442             | 0.1365               |
| 0.6918        | 75.0  | 1125 | 0.6921          | 0.1172   | 0.0243            | 0.0513                     | 0.1376             | 0.1365               |
| 0.7052        | 76.0  | 1140 | 0.6923          | 0.1208   | 0.0246            | 0.0527                     | 0.1402             | 0.1426               |
| 0.7175        | 77.0  | 1155 | 0.6913          | 0.1146   | 0.0214            | 0.0501                     | 0.1402             | 0.1285               |
| 0.6881        | 78.0  | 1170 | 0.6919          | 0.1181   | 0.0243            | 0.0519                     | 0.1336             | 0.1426               |
| 0.7001        | 79.0  | 1185 | 0.6909          | 0.1144   | 0.0233            | 0.0508                     | 0.1349             | 0.1325               |
| 0.6945        | 80.0  | 1200 | 0.6894          | 0.1115   | 0.0240            | 0.0507                     | 0.1336             | 0.1265               |
| 0.6883        | 81.0  | 1215 | 0.6901          | 0.1194   | 0.0259            | 0.0535                     | 0.1402             | 0.1386               |
| 0.6924        | 82.0  | 1230 | 0.6898          | 0.1166   | 0.0257            | 0.0520                     | 0.1336             | 0.1386               |
| 0.7127        | 83.0  | 1245 | 0.6889          | 0.1222   | 0.0263            | 0.0544                     | 0.1429             | 0.1426               |
| 0.6976        | 84.0  | 1260 | 0.6895          | 0.1156   | 0.0257            | 0.0528                     | 0.1349             | 0.1345               |
| 0.6798        | 85.0  | 1275 | 0.6888          | 0.1196   | 0.0279            | 0.0528                     | 0.1362             | 0.1426               |
| 0.6849        | 86.0  | 1290 | 0.6873          | 0.1261   | 0.0282            | 0.0562                     | 0.1455             | 0.1486               |
| 0.6868        | 87.0  | 1305 | 0.6877          | 0.1215   | 0.0246            | 0.0515                     | 0.1442             | 0.1406               |
| 0.6902        | 88.0  | 1320 | 0.6885          | 0.1214   | 0.0252            | 0.0529                     | 0.1415             | 0.1426               |
| 0.6917        | 89.0  | 1335 | 0.6892          | 0.1243   | 0.0264            | 0.0537                     | 0.1442             | 0.1466               |
| 0.6864        | 90.0  | 1350 | 0.6897          | 0.1174   | 0.0267            | 0.0531                     | 0.1349             | 0.1386               |
| 0.6843        | 91.0  | 1365 | 0.6882          | 0.1238   | 0.0261            | 0.0542                     | 0.1468             | 0.1426               |
| 0.6813        | 92.0  | 1380 | 0.6898          | 0.1197   | 0.0274            | 0.0548                     | 0.1442             | 0.1345               |
| 0.6714        | 93.0  | 1395 | 0.6885          | 0.1156   | 0.0280            | 0.0532                     | 0.1323             | 0.1365               |
| 0.6713        | 94.0  | 1410 | 0.6882          | 0.1194   | 0.0251            | 0.0538                     | 0.1402             | 0.1386               |
| 0.6935        | 95.0  | 1425 | 0.6873          | 0.1162   | 0.0256            | 0.0535                     | 0.1362             | 0.1345               |
| 0.6909        | 96.0  | 1440 | 0.6876          | 0.1242   | 0.0291            | 0.0576                     | 0.1402             | 0.1486               |
| 0.6824        | 97.0  | 1455 | 0.6883          | 0.1183   | 0.0278            | 0.0531                     | 0.1349             | 0.1406               |
| 0.6808        | 98.0  | 1470 | 0.6869          | 0.1212   | 0.0292            | 0.0544                     | 0.1415             | 0.1406               |
| 0.7102        | 99.0  | 1485 | 0.6846          | 0.1134   | 0.0266            | 0.0539                     | 0.1389             | 0.1245               |
| 0.6851        | 100.0 | 1500 | 0.6855          | 0.1202   | 0.0302            | 0.0563                     | 0.1402             | 0.1386               |
| 0.6808        | 101.0 | 1515 | 0.6854          | 0.1284   | 0.0313            | 0.0581                     | 0.1481             | 0.1506               |
| 0.6711        | 102.0 | 1530 | 0.6853          | 0.1286   | 0.0321            | 0.0585                     | 0.1481             | 0.1506               |
| 0.685         | 103.0 | 1545 | 0.6846          | 0.1271   | 0.0312            | 0.0580                     | 0.1468             | 0.1486               |
| 0.6823        | 104.0 | 1560 | 0.6838          | 0.1129   | 0.0287            | 0.0542                     | 0.1349             | 0.1265               |
| 0.6744        | 105.0 | 1575 | 0.6847          | 0.1146   | 0.0276            | 0.0532                     | 0.1296             | 0.1365               |
| 0.6891        | 106.0 | 1590 | 0.6841          | 0.1193   | 0.0289            | 0.0513                     | 0.1336             | 0.1446               |
| 0.6876        | 107.0 | 1605 | 0.6845          | 0.1200   | 0.0248            | 0.0495                     | 0.1310             | 0.1506               |
| 0.6703        | 108.0 | 1620 | 0.6848          | 0.1213   | 0.0262            | 0.0500                     | 0.1376             | 0.1466               |
| 0.6689        | 109.0 | 1635 | 0.6845          | 0.1165   | 0.0260            | 0.0474                     | 0.1283             | 0.1446               |
| 0.6881        | 110.0 | 1650 | 0.6839          | 0.1218   | 0.0283            | 0.0534                     | 0.1376             | 0.1466               |
| 0.6822        | 111.0 | 1665 | 0.6825          | 0.1171   | 0.0298            | 0.0551                     | 0.1389             | 0.1325               |
| 0.6663        | 112.0 | 1680 | 0.6830          | 0.1227   | 0.0315            | 0.0563                     | 0.1402             | 0.1446               |
| 0.6673        | 113.0 | 1695 | 0.6835          | 0.1259   | 0.0309            | 0.0565                     | 0.1442             | 0.1486               |
| 0.6845        | 114.0 | 1710 | 0.6829          | 0.1186   | 0.0298            | 0.0543                     | 0.1389             | 0.1365               |
| 0.6795        | 115.0 | 1725 | 0.6828          | 0.1104   | 0.0288            | 0.0532                     | 0.1270             | 0.1285               |
| 0.6816        | 116.0 | 1740 | 0.6823          | 0.1246   | 0.0298            | 0.0560                     | 0.1455             | 0.1446               |
| 0.6719        | 117.0 | 1755 | 0.6823          | 0.1224   | 0.0289            | 0.0560                     | 0.1362             | 0.1486               |
| 0.689         | 118.0 | 1770 | 0.6827          | 0.1181   | 0.0276            | 0.0538                     | 0.1323             | 0.1426               |
| 0.6801        | 119.0 | 1785 | 0.6826          | 0.1224   | 0.0289            | 0.0560                     | 0.1362             | 0.1486               |
| 0.6632        | 120.0 | 1800 | 0.6825          | 0.1259   | 0.0282            | 0.0572                     | 0.1508             | 0.1426               |
| 0.6663        | 121.0 | 1815 | 0.6832          | 0.1266   | 0.0276            | 0.0537                     | 0.1376             | 0.1586               |
| 0.6841        | 122.0 | 1830 | 0.6807          | 0.1157   | 0.0264            | 0.0524                     | 0.1270             | 0.1426               |
| 0.6876        | 123.0 | 1845 | 0.6805          | 0.1135   | 0.0264            | 0.0526                     | 0.1336             | 0.1305               |
| 0.6767        | 124.0 | 1860 | 0.6817          | 0.1160   | 0.0274            | 0.0522                     | 0.1296             | 0.1406               |
| 0.6769        | 125.0 | 1875 | 0.6812          | 0.1131   | 0.0257            | 0.0488                     | 0.1296             | 0.1345               |
| 0.6589        | 126.0 | 1890 | 0.6810          | 0.1175   | 0.0266            | 0.0514                     | 0.1296             | 0.1446               |
| 0.6729        | 127.0 | 1905 | 0.6818          | 0.1227   | 0.0271            | 0.0519                     | 0.1323             | 0.1546               |
| 0.6649        | 128.0 | 1920 | 0.6818          | 0.1115   | 0.0231            | 0.0456                     | 0.1230             | 0.1386               |
| 0.6704        | 129.0 | 1935 | 0.6813          | 0.1097   | 0.0278            | 0.0527                     | 0.1296             | 0.1245               |
| 0.664         | 130.0 | 1950 | 0.6815          | 0.1239   | 0.0303            | 0.0563                     | 0.1415             | 0.1466               |
| 0.6654        | 131.0 | 1965 | 0.6824          | 0.1275   | 0.0292            | 0.0560                     | 0.1389             | 0.1586               |
| 0.6713        | 132.0 | 1980 | 0.6819          | 0.1279   | 0.0303            | 0.0563                     | 0.1415             | 0.1566               |
| 0.6825        | 133.0 | 1995 | 0.6819          | 0.1228   | 0.0298            | 0.0560                     | 0.1389             | 0.1466               |
| 0.6539        | 134.0 | 2010 | 0.6825          | 0.1286   | 0.0304            | 0.0545                     | 0.1336             | 0.1667               |
| 0.6662        | 135.0 | 2025 | 0.6814          | 0.1279   | 0.0297            | 0.0562                     | 0.1376             | 0.1606               |
| 0.6715        | 136.0 | 2040 | 0.6819          | 0.1245   | 0.0305            | 0.0535                     | 0.1296             | 0.1606               |
| 0.6552        | 137.0 | 2055 | 0.6805          | 0.1283   | 0.0307            | 0.0566                     | 0.1402             | 0.1586               |
| 0.6813        | 138.0 | 2070 | 0.6796          | 0.1064   | 0.0270            | 0.0493                     | 0.1204             | 0.1265               |
| 0.6757        | 139.0 | 2085 | 0.6796          | 0.1115   | 0.0275            | 0.0493                     | 0.1230             | 0.1365               |
| 0.6659        | 140.0 | 2100 | 0.6804          | 0.1152   | 0.0295            | 0.0522                     | 0.1270             | 0.1406               |
| 0.668         | 141.0 | 2115 | 0.6807          | 0.1187   | 0.0269            | 0.0520                     | 0.1243             | 0.1526               |
| 0.6827        | 142.0 | 2130 | 0.6811          | 0.1244   | 0.0286            | 0.0521                     | 0.1283             | 0.1627               |
| 0.6685        | 143.0 | 2145 | 0.6801          | 0.1094   | 0.0268            | 0.0529                     | 0.1270             | 0.1265               |
| 0.6783        | 144.0 | 2160 | 0.6801          | 0.1089   | 0.0274            | 0.0531                     | 0.1296             | 0.1225               |
| 0.6659        | 145.0 | 2175 | 0.6792          | 0.1213   | 0.0288            | 0.0554                     | 0.1296             | 0.1526               |
| 0.6739        | 146.0 | 2190 | 0.6792          | 0.1119   | 0.0268            | 0.0519                     | 0.1257             | 0.1345               |
| 0.6667        | 147.0 | 2205 | 0.6794          | 0.1112   | 0.0267            | 0.0526                     | 0.1376             | 0.1205               |
| 0.6581        | 148.0 | 2220 | 0.6795          | 0.1164   | 0.0272            | 0.0530                     | 0.1323             | 0.1386               |
| 0.6623        | 149.0 | 2235 | 0.6789          | 0.1128   | 0.0252            | 0.0486                     | 0.1230             | 0.1406               |
| 0.649         | 150.0 | 2250 | 0.6793          | 0.1270   | 0.0277            | 0.0551                     | 0.1362             | 0.1606               |
| 0.6594        | 151.0 | 2265 | 0.6791          | 0.1233   | 0.0277            | 0.0545                     | 0.1270             | 0.1606               |
| 0.6663        | 152.0 | 2280 | 0.6805          | 0.1208   | 0.0270            | 0.0514                     | 0.1257             | 0.1566               |
| 0.6616        | 153.0 | 2295 | 0.6793          | 0.1218   | 0.0284            | 0.0557                     | 0.1349             | 0.1486               |
| 0.659         | 154.0 | 2310 | 0.6788          | 0.1206   | 0.0280            | 0.0550                     | 0.1323             | 0.1486               |
| 0.6713        | 155.0 | 2325 | 0.6791          | 0.1266   | 0.0289            | 0.0547                     | 0.1389             | 0.1566               |
| 0.6909        | 156.0 | 2340 | 0.6793          | 0.1272   | 0.0282            | 0.0541                     | 0.1389             | 0.1586               |
| 0.6457        | 157.0 | 2355 | 0.6792          | 0.1274   | 0.0301            | 0.0562                     | 0.1402             | 0.1566               |
| 0.6699        | 158.0 | 2370 | 0.6789          | 0.1245   | 0.0290            | 0.0558                     | 0.1415             | 0.1486               |
| 0.6675        | 159.0 | 2385 | 0.6796          | 0.1155   | 0.0254            | 0.0484                     | 0.1257             | 0.1446               |
| 0.6529        | 160.0 | 2400 | 0.6801          | 0.1275   | 0.0288            | 0.0527                     | 0.1336             | 0.1647               |
| 0.6581        | 161.0 | 2415 | 0.6796          | 0.1275   | 0.0288            | 0.0527                     | 0.1336             | 0.1647               |
| 0.6628        | 162.0 | 2430 | 0.6788          | 0.1102   | 0.0269            | 0.0507                     | 0.1257             | 0.1305               |
| 0.6881        | 163.0 | 2445 | 0.6783          | 0.1111   | 0.0264            | 0.0522                     | 0.1296             | 0.1285               |
| 0.6624        | 164.0 | 2460 | 0.6782          | 0.1284   | 0.0298            | 0.0560                     | 0.1389             | 0.1606               |
| 0.6545        | 165.0 | 2475 | 0.6786          | 0.1270   | 0.0285            | 0.0541                     | 0.1362             | 0.1606               |
| 0.6539        | 166.0 | 2490 | 0.6784          | 0.1287   | 0.0289            | 0.0548                     | 0.1402             | 0.1606               |
| 0.654         | 167.0 | 2505 | 0.6794          | 0.1263   | 0.0291            | 0.0545                     | 0.1362             | 0.1586               |
| 0.6564        | 168.0 | 2520 | 0.6799          | 0.1158   | 0.0274            | 0.0526                     | 0.1310             | 0.1386               |
| 0.6473        | 169.0 | 2535 | 0.6798          | 0.1250   | 0.0279            | 0.0527                     | 0.1336             | 0.1586               |
| 0.6635        | 170.0 | 2550 | 0.6792          | 0.1263   | 0.0285            | 0.0522                     | 0.1310             | 0.1647               |
| 0.668         | 171.0 | 2565 | 0.6795          | 0.1277   | 0.0285            | 0.0527                     | 0.1362             | 0.1627               |
| 0.675         | 172.0 | 2580 | 0.6786          | 0.1270   | 0.0284            | 0.0541                     | 0.1402             | 0.1566               |
| 0.668         | 173.0 | 2595 | 0.6780          | 0.1266   | 0.0289            | 0.0547                     | 0.1389             | 0.1566               |
| 0.6587        | 174.0 | 2610 | 0.6788          | 0.1272   | 0.0278            | 0.0541                     | 0.1389             | 0.1586               |
| 0.6542        | 175.0 | 2625 | 0.6786          | 0.1276   | 0.0284            | 0.0543                     | 0.1336             | 0.1647               |
| 0.6626        | 176.0 | 2640 | 0.6779          | 0.1277   | 0.0292            | 0.0543                     | 0.1336             | 0.1647               |
| 0.6541        | 177.0 | 2655 | 0.6777          | 0.1249   | 0.0288            | 0.0546                     | 0.1389             | 0.1526               |
| 0.6467        | 178.0 | 2670 | 0.6789          | 0.1169   | 0.0263            | 0.0483                     | 0.1230             | 0.1506               |
| 0.6713        | 179.0 | 2685 | 0.6784          | 0.1263   | 0.0300            | 0.0564                     | 0.1415             | 0.1526               |
| 0.6453        | 180.0 | 2700 | 0.6785          | 0.1141   | 0.0279            | 0.0512                     | 0.1270             | 0.1386               |
| 0.661         | 181.0 | 2715 | 0.6788          | 0.1180   | 0.0277            | 0.0520                     | 0.1243             | 0.1506               |
| 0.6603        | 182.0 | 2730 | 0.6785          | 0.1177   | 0.0262            | 0.0485                     | 0.1230             | 0.1526               |
| 0.6578        | 183.0 | 2745 | 0.6783          | 0.1131   | 0.0266            | 0.0504                     | 0.1230             | 0.1406               |
| 0.6481        | 184.0 | 2760 | 0.6786          | 0.1125   | 0.0272            | 0.0512                     | 0.1270             | 0.1345               |
| 0.6479        | 185.0 | 2775 | 0.6786          | 0.1225   | 0.0293            | 0.0560                     | 0.1362             | 0.1486               |
| 0.6521        | 186.0 | 2790 | 0.6782          | 0.1225   | 0.0293            | 0.0560                     | 0.1362             | 0.1486               |
| 0.642         | 187.0 | 2805 | 0.6775          | 0.1202   | 0.0274            | 0.0534                     | 0.1336             | 0.1466               |
| 0.6599        | 188.0 | 2820 | 0.6787          | 0.1220   | 0.0240            | 0.0486                     | 0.1362             | 0.1506               |
| 0.6686        | 189.0 | 2835 | 0.6788          | 0.1118   | 0.0221            | 0.0446                     | 0.1243             | 0.1386               |
| 0.6614        | 190.0 | 2850 | 0.6795          | 0.1267   | 0.0290            | 0.0564                     | 0.1429             | 0.1526               |
| 0.6655        | 191.0 | 2865 | 0.6795          | 0.1227   | 0.0275            | 0.0524                     | 0.1362             | 0.1506               |
| 0.6537        | 192.0 | 2880 | 0.6797          | 0.1198   | 0.0277            | 0.0520                     | 0.1310             | 0.1486               |
| 0.657         | 193.0 | 2895 | 0.6808          | 0.1187   | 0.0272            | 0.0522                     | 0.1323             | 0.1446               |
| 0.6427        | 194.0 | 2910 | 0.6804          | 0.1158   | 0.0269            | 0.0503                     | 0.1257             | 0.1446               |
| 0.6564        | 195.0 | 2925 | 0.6804          | 0.1217   | 0.0283            | 0.0541                     | 0.1349             | 0.1486               |
| 0.6584        | 196.0 | 2940 | 0.6789          | 0.1175   | 0.0238            | 0.0488                     | 0.1349             | 0.1406               |
| 0.6636        | 197.0 | 2955 | 0.6784          | 0.1077   | 0.0215            | 0.0443                     | 0.1243             | 0.1285               |
| 0.6415        | 198.0 | 2970 | 0.6783          | 0.1204   | 0.0257            | 0.0523                     | 0.1310             | 0.1506               |
| 0.6466        | 199.0 | 2985 | 0.6776          | 0.1219   | 0.0268            | 0.0527                     | 0.1323             | 0.1526               |
| 0.6442        | 200.0 | 3000 | 0.6777          | 0.1138   | 0.0270            | 0.0512                     | 0.1283             | 0.1365               |
| 0.6433        | 201.0 | 3015 | 0.6784          | 0.1087   | 0.0268            | 0.0517                     | 0.1257             | 0.1265               |
| 0.6472        | 202.0 | 3030 | 0.6781          | 0.1194   | 0.0269            | 0.0516                     | 0.1362             | 0.1426               |
| 0.6553        | 203.0 | 3045 | 0.6775          | 0.1150   | 0.0263            | 0.0516                     | 0.1336             | 0.1345               |
| 0.6419        | 204.0 | 3060 | 0.6777          | 0.1124   | 0.0265            | 0.0516                     | 0.1310             | 0.1305               |
| 0.664         | 205.0 | 3075 | 0.6777          | 0.1124   | 0.0266            | 0.0516                     | 0.1310             | 0.1305               |
| 0.6441        | 206.0 | 3090 | 0.6778          | 0.1124   | 0.0266            | 0.0516                     | 0.1310             | 0.1305               |
| 0.6576        | 207.0 | 3105 | 0.6782          | 0.1101   | 0.0233            | 0.0453                     | 0.1257             | 0.1325               |
| 0.6361        | 208.0 | 3120 | 0.6773          | 0.1088   | 0.0233            | 0.0454                     | 0.1243             | 0.1305               |
| 0.6509        | 209.0 | 3135 | 0.6771          | 0.1154   | 0.0243            | 0.0486                     | 0.1296             | 0.1406               |
| 0.652         | 210.0 | 3150 | 0.6776          | 0.1226   | 0.0272            | 0.0545                     | 0.1376             | 0.1486               |
| 0.653         | 211.0 | 3165 | 0.6779          | 0.1176   | 0.0273            | 0.0516                     | 0.1336             | 0.1406               |
| 0.6485        | 212.0 | 3180 | 0.6781          | 0.1162   | 0.0273            | 0.0512                     | 0.1283             | 0.1426               |
| 0.6495        | 213.0 | 3195 | 0.6773          | 0.1175   | 0.0270            | 0.0516                     | 0.1336             | 0.1406               |
| 0.658         | 214.0 | 3210 | 0.6766          | 0.1096   | 0.0227            | 0.0456                     | 0.1283             | 0.1285               |
| 0.6538        | 215.0 | 3225 | 0.6762          | 0.1073   | 0.0219            | 0.0451                     | 0.1270             | 0.1245               |
| 0.6394        | 216.0 | 3240 | 0.6769          | 0.1090   | 0.0224            | 0.0455                     | 0.1270             | 0.1285               |
| 0.6511        | 217.0 | 3255 | 0.6771          | 0.1143   | 0.0240            | 0.0494                     | 0.1349             | 0.1325               |
| 0.6427        | 218.0 | 3270 | 0.6776          | 0.1193   | 0.0266            | 0.0515                     | 0.1362             | 0.1426               |
| 0.6384        | 219.0 | 3285 | 0.6767          | 0.1170   | 0.0268            | 0.0515                     | 0.1323             | 0.1406               |
| 0.6344        | 220.0 | 3300 | 0.6767          | 0.1150   | 0.0235            | 0.0486                     | 0.1310             | 0.1386               |
| 0.647         | 221.0 | 3315 | 0.6766          | 0.1065   | 0.0222            | 0.0444                     | 0.1190             | 0.1305               |
| 0.6348        | 222.0 | 3330 | 0.6763          | 0.1049   | 0.0222            | 0.0444                     | 0.1190             | 0.1265               |
| 0.6553        | 223.0 | 3345 | 0.6764          | 0.1074   | 0.0223            | 0.0456                     | 0.1270             | 0.1245               |
| 0.6554        | 224.0 | 3360 | 0.6767          | 0.1065   | 0.0223            | 0.0444                     | 0.1190             | 0.1305               |
| 0.6497        | 225.0 | 3375 | 0.6772          | 0.1101   | 0.0226            | 0.0453                     | 0.1257             | 0.1325               |
| 0.6342        | 226.0 | 3390 | 0.6774          | 0.1089   | 0.0220            | 0.0455                     | 0.1270             | 0.1285               |
| 0.6469        | 227.0 | 3405 | 0.6778          | 0.1144   | 0.0259            | 0.0503                     | 0.1243             | 0.1426               |
| 0.6482        | 228.0 | 3420 | 0.6781          | 0.1169   | 0.0263            | 0.0515                     | 0.1323             | 0.1406               |
| 0.6492        | 229.0 | 3435 | 0.6784          | 0.1169   | 0.0263            | 0.0515                     | 0.1323             | 0.1406               |
| 0.6398        | 230.0 | 3450 | 0.6790          | 0.1141   | 0.0224            | 0.0455                     | 0.1296             | 0.1386               |
| 0.6524        | 231.0 | 3465 | 0.6795          | 0.1161   | 0.0262            | 0.0511                     | 0.1283             | 0.1426               |
| 0.641         | 232.0 | 3480 | 0.6798          | 0.1214   | 0.0312            | 0.0597                     | 0.1362             | 0.1446               |
| 0.6346        | 233.0 | 3495 | 0.6792          | 0.1146   | 0.0226            | 0.0456                     | 0.1310             | 0.1386               |
| 0.6586        | 234.0 | 3510 | 0.6800          | 0.1201   | 0.0285            | 0.0567                     | 0.1323             | 0.1466               |
| 0.6398        | 235.0 | 3525 | 0.6800          | 0.1147   | 0.0269            | 0.0530                     | 0.1243             | 0.1426               |
| 0.6405        | 236.0 | 3540 | 0.6792          | 0.1141   | 0.0228            | 0.0455                     | 0.1296             | 0.1386               |
| 0.6389        | 237.0 | 3555 | 0.6790          | 0.1205   | 0.0309            | 0.0588                     | 0.1323             | 0.1466               |
| 0.6452        | 238.0 | 3570 | 0.6786          | 0.1205   | 0.0309            | 0.0588                     | 0.1323             | 0.1466               |
| 0.6443        | 239.0 | 3585 | 0.6780          | 0.1144   | 0.0263            | 0.0504                     | 0.1243             | 0.1426               |
| 0.6522        | 240.0 | 3600 | 0.6783          | 0.1145   | 0.0269            | 0.0510                     | 0.1243             | 0.1426               |
| 0.6423        | 241.0 | 3615 | 0.6782          | 0.1144   | 0.0263            | 0.0504                     | 0.1243             | 0.1426               |
| 0.6416        | 242.0 | 3630 | 0.6784          | 0.1144   | 0.0263            | 0.0504                     | 0.1243             | 0.1426               |
| 0.6344        | 243.0 | 3645 | 0.6787          | 0.1116   | 0.0223            | 0.0443                     | 0.1217             | 0.1406               |
| 0.6455        | 244.0 | 3660 | 0.6793          | 0.1064   | 0.0219            | 0.0443                     | 0.1190             | 0.1305               |
| 0.6464        | 245.0 | 3675 | 0.6797          | 0.1101   | 0.0226            | 0.0453                     | 0.1257             | 0.1325               |
| 0.6461        | 246.0 | 3690 | 0.6793          | 0.1106   | 0.0225            | 0.0453                     | 0.1270             | 0.1325               |
| 0.6472        | 247.0 | 3705 | 0.6795          | 0.1224   | 0.0307            | 0.0593                     | 0.1389             | 0.1446               |
| 0.6425        | 248.0 | 3720 | 0.6798          | 0.1144   | 0.0263            | 0.0535                     | 0.1336             | 0.1325               |
| 0.6418        | 249.0 | 3735 | 0.6795          | 0.1070   | 0.0218            | 0.0443                     | 0.1204             | 0.1305               |
| 0.652         | 250.0 | 3750 | 0.6793          | 0.1070   | 0.0218            | 0.0443                     | 0.1204             | 0.1305               |
| 0.6356        | 251.0 | 3765 | 0.6790          | 0.1063   | 0.0208            | 0.0439                     | 0.1190             | 0.1305               |
| 0.6421        | 252.0 | 3780 | 0.6790          | 0.1114   | 0.0212            | 0.0439                     | 0.1217             | 0.1406               |
| 0.6486        | 253.0 | 3795 | 0.6789          | 0.1143   | 0.0250            | 0.0500                     | 0.1243             | 0.1426               |
| 0.6368        | 254.0 | 3810 | 0.6786          | 0.1114   | 0.0212            | 0.0439                     | 0.1217             | 0.1406               |
| 0.646         | 255.0 | 3825 | 0.6782          | 0.1109   | 0.0213            | 0.0439                     | 0.1204             | 0.1406               |
| 0.637         | 256.0 | 3840 | 0.6782          | 0.1109   | 0.0209            | 0.0438                     | 0.1204             | 0.1406               |
| 0.6432        | 257.0 | 3855 | 0.6786          | 0.1109   | 0.0209            | 0.0438                     | 0.1204             | 0.1406               |
| 0.6359        | 258.0 | 3870 | 0.6785          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6505        | 259.0 | 3885 | 0.6783          | 0.1058   | 0.0209            | 0.0440                     | 0.1177             | 0.1305               |
| 0.6497        | 260.0 | 3900 | 0.6783          | 0.1063   | 0.0204            | 0.0438                     | 0.1190             | 0.1305               |
| 0.6378        | 261.0 | 3915 | 0.6785          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6446        | 262.0 | 3930 | 0.6786          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6367        | 263.0 | 3945 | 0.6790          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6461        | 264.0 | 3960 | 0.6793          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6324        | 265.0 | 3975 | 0.6794          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6375        | 266.0 | 3990 | 0.6795          | 0.1063   | 0.0207            | 0.0440                     | 0.1190             | 0.1305               |
| 0.6231        | 267.0 | 4005 | 0.6796          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6467        | 268.0 | 4020 | 0.6796          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6456        | 269.0 | 4035 | 0.6798          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.63          | 270.0 | 4050 | 0.6795          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.645         | 271.0 | 4065 | 0.6794          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6427        | 272.0 | 4080 | 0.6792          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6398        | 273.0 | 4095 | 0.6792          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6244        | 274.0 | 4110 | 0.6795          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6248        | 275.0 | 4125 | 0.6795          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6359        | 276.0 | 4140 | 0.6796          | 0.1120   | 0.0218            | 0.0442                     | 0.1230             | 0.1406               |
| 0.6515        | 277.0 | 4155 | 0.6798          | 0.1120   | 0.0218            | 0.0442                     | 0.1230             | 0.1406               |
| 0.6341        | 278.0 | 4170 | 0.6798          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6391        | 279.0 | 4185 | 0.6797          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.638         | 280.0 | 4200 | 0.6799          | 0.1095   | 0.0222            | 0.0456                     | 0.1283             | 0.1285               |
| 0.6425        | 281.0 | 4215 | 0.6799          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6412        | 282.0 | 4230 | 0.6796          | 0.1120   | 0.0218            | 0.0442                     | 0.1230             | 0.1406               |
| 0.6324        | 283.0 | 4245 | 0.6796          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6476        | 284.0 | 4260 | 0.6797          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6484        | 285.0 | 4275 | 0.6795          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6448        | 286.0 | 4290 | 0.6796          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6418        | 287.0 | 4305 | 0.6795          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6402        | 288.0 | 4320 | 0.6795          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6335        | 289.0 | 4335 | 0.6794          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6321        | 290.0 | 4350 | 0.6795          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6353        | 291.0 | 4365 | 0.6794          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6307        | 292.0 | 4380 | 0.6792          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6478        | 293.0 | 4395 | 0.6792          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6478        | 294.0 | 4410 | 0.6792          | 0.1070   | 0.0217            | 0.0444                     | 0.1204             | 0.1305               |
| 0.6298        | 295.0 | 4425 | 0.6792          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6395        | 296.0 | 4440 | 0.6793          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6424        | 297.0 | 4455 | 0.6793          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6372        | 298.0 | 4470 | 0.6793          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6498        | 299.0 | 4485 | 0.6793          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |
| 0.6332        | 300.0 | 4500 | 0.6793          | 0.1069   | 0.0215            | 0.0442                     | 0.1204             | 0.1305               |


### Framework versions

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