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_0_1_2_3
  results: []
---

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# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_0_1_2_3

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: 0.6901
- Codebleu: 0.1306
- Ngram Match Score: 0.0314
- Weighted Ngram Match Score: 0.0585
- Syntax Match Score: 0.1495
- Dataflow Match Score: 0.1546

## 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: 128

### Training results

| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
| 0.9882        | 1.0   | 15   | 0.9229          | 0.0072   | 0.0000            | 0.0000                     | 0.0079             | 0.0100               |
| 0.9681        | 2.0   | 30   | 0.9160          | 0.0080   | 0.0000            | 0.0000                     | 0.0079             | 0.0120               |
| 0.9554        | 3.0   | 45   | 0.9006          | 0.0268   | 0.0000            | 0.0124                     | 0.0238             | 0.0402               |
| 0.915         | 4.0   | 60   | 0.8736          | 0.0695   | 0.0115            | 0.0398                     | 0.0807             | 0.0803               |
| 0.9066        | 5.0   | 75   | 0.8538          | 0.1023   | 0.0185            | 0.0469                     | 0.1230             | 0.1165               |
| 0.8751        | 6.0   | 90   | 0.8434          | 0.1016   | 0.0229            | 0.0510                     | 0.1270             | 0.1084               |
| 0.8642        | 7.0   | 105  | 0.8340          | 0.0983   | 0.0235            | 0.0520                     | 0.1243             | 0.1024               |
| 0.8505        | 8.0   | 120  | 0.8211          | 0.0983   | 0.0225            | 0.0510                     | 0.1270             | 0.1004               |
| 0.8303        | 9.0   | 135  | 0.8097          | 0.0983   | 0.0225            | 0.0509                     | 0.1270             | 0.1004               |
| 0.8254        | 10.0  | 150  | 0.7979          | 0.0983   | 0.0225            | 0.0509                     | 0.1270             | 0.1004               |
| 0.8095        | 11.0  | 165  | 0.7858          | 0.1003   | 0.0231            | 0.0515                     | 0.1296             | 0.1024               |
| 0.8128        | 12.0  | 180  | 0.7688          | 0.1047   | 0.0249            | 0.0563                     | 0.1310             | 0.1104               |
| 0.7953        | 13.0  | 195  | 0.7534          | 0.0993   | 0.0179            | 0.0439                     | 0.1243             | 0.1084               |
| 0.7708        | 14.0  | 210  | 0.7435          | 0.1013   | 0.0142            | 0.0415                     | 0.1310             | 0.1084               |
| 0.7846        | 15.0  | 225  | 0.7371          | 0.0940   | 0.0131            | 0.0386                     | 0.1177             | 0.1044               |
| 0.7883        | 16.0  | 240  | 0.7320          | 0.1034   | 0.0164            | 0.0470                     | 0.1283             | 0.1145               |
| 0.7718        | 17.0  | 255  | 0.7240          | 0.1030   | 0.0170            | 0.0471                     | 0.1270             | 0.1145               |
| 0.7582        | 18.0  | 270  | 0.7217          | 0.1117   | 0.0183            | 0.0502                     | 0.1415             | 0.1205               |
| 0.7627        | 19.0  | 285  | 0.7189          | 0.1125   | 0.0207            | 0.0507                     | 0.1429             | 0.1205               |
| 0.7534        | 20.0  | 300  | 0.7167          | 0.1118   | 0.0203            | 0.0492                     | 0.1415             | 0.1205               |
| 0.7398        | 21.0  | 315  | 0.7131          | 0.1102   | 0.0190            | 0.0454                     | 0.1389             | 0.1205               |
| 0.7323        | 22.0  | 330  | 0.7098          | 0.1231   | 0.0230            | 0.0540                     | 0.1640             | 0.1245               |
| 0.728         | 23.0  | 345  | 0.7087          | 0.1137   | 0.0248            | 0.0538                     | 0.1481             | 0.1165               |
| 0.7304        | 24.0  | 360  | 0.7074          | 0.1093   | 0.0237            | 0.0503                     | 0.1402             | 0.1145               |
| 0.7446        | 25.0  | 375  | 0.7050          | 0.1109   | 0.0259            | 0.0537                     | 0.1429             | 0.1145               |
| 0.7288        | 26.0  | 390  | 0.7040          | 0.1159   | 0.0284            | 0.0593                     | 0.1534             | 0.1145               |
| 0.7069        | 27.0  | 405  | 0.7035          | 0.1259   | 0.0270            | 0.0591                     | 0.1627             | 0.1305               |
| 0.7245        | 28.0  | 420  | 0.7022          | 0.1146   | 0.0281            | 0.0589                     | 0.1442             | 0.1205               |
| 0.7008        | 29.0  | 435  | 0.7016          | 0.1211   | 0.0254            | 0.0527                     | 0.1587             | 0.1245               |
| 0.701         | 30.0  | 450  | 0.7000          | 0.1138   | 0.0261            | 0.0532                     | 0.1362             | 0.1285               |
| 0.7036        | 31.0  | 465  | 0.6982          | 0.1164   | 0.0278            | 0.0589                     | 0.1468             | 0.1225               |
| 0.7003        | 32.0  | 480  | 0.6993          | 0.1159   | 0.0266            | 0.0547                     | 0.1389             | 0.1305               |
| 0.7001        | 33.0  | 495  | 0.6992          | 0.1108   | 0.0268            | 0.0543                     | 0.1362             | 0.1205               |
| 0.7008        | 34.0  | 510  | 0.6963          | 0.1104   | 0.0253            | 0.0519                     | 0.1402             | 0.1165               |
| 0.6912        | 35.0  | 525  | 0.6961          | 0.1156   | 0.0249            | 0.0508                     | 0.1376             | 0.1325               |
| 0.7156        | 36.0  | 540  | 0.6948          | 0.1142   | 0.0245            | 0.0508                     | 0.1442             | 0.1225               |
| 0.6899        | 37.0  | 555  | 0.6961          | 0.1184   | 0.0272            | 0.0548                     | 0.1429             | 0.1325               |
| 0.6983        | 38.0  | 570  | 0.6957          | 0.1091   | 0.0249            | 0.0495                     | 0.1257             | 0.1285               |
| 0.6847        | 39.0  | 585  | 0.6942          | 0.1107   | 0.0228            | 0.0488                     | 0.1362             | 0.1225               |
| 0.6907        | 40.0  | 600  | 0.6957          | 0.1114   | 0.0252            | 0.0517                     | 0.1389             | 0.1205               |
| 0.6764        | 41.0  | 615  | 0.6948          | 0.1075   | 0.0214            | 0.0476                     | 0.1270             | 0.1245               |
| 0.6877        | 42.0  | 630  | 0.6940          | 0.1027   | 0.0229            | 0.0494                     | 0.1323             | 0.1064               |
| 0.6734        | 43.0  | 645  | 0.6936          | 0.1093   | 0.0208            | 0.0452                     | 0.1243             | 0.1325               |
| 0.6796        | 44.0  | 660  | 0.6941          | 0.1093   | 0.0208            | 0.0452                     | 0.1243             | 0.1325               |
| 0.6731        | 45.0  | 675  | 0.6949          | 0.1095   | 0.0210            | 0.0460                     | 0.1243             | 0.1325               |
| 0.6716        | 46.0  | 690  | 0.6946          | 0.1087   | 0.0205            | 0.0446                     | 0.1230             | 0.1325               |
| 0.6767        | 47.0  | 705  | 0.6943          | 0.1046   | 0.0222            | 0.0447                     | 0.1243             | 0.1205               |
| 0.6658        | 48.0  | 720  | 0.6947          | 0.1147   | 0.0219            | 0.0464                     | 0.1270             | 0.1426               |
| 0.6796        | 49.0  | 735  | 0.6942          | 0.1169   | 0.0216            | 0.0453                     | 0.1310             | 0.1446               |
| 0.656         | 50.0  | 750  | 0.6949          | 0.1081   | 0.0206            | 0.0465                     | 0.1230             | 0.1305               |
| 0.6778        | 51.0  | 765  | 0.6926          | 0.1048   | 0.0205            | 0.0451                     | 0.1190             | 0.1265               |
| 0.6734        | 52.0  | 780  | 0.6921          | 0.1057   | 0.0216            | 0.0451                     | 0.1230             | 0.1245               |
| 0.6692        | 53.0  | 795  | 0.6915          | 0.1111   | 0.0218            | 0.0457                     | 0.1323             | 0.1285               |
| 0.6452        | 54.0  | 810  | 0.6903          | 0.1083   | 0.0225            | 0.0468                     | 0.1270             | 0.1265               |
| 0.6686        | 55.0  | 825  | 0.6899          | 0.1085   | 0.0205            | 0.0429                     | 0.1270             | 0.1285               |
| 0.6654        | 56.0  | 840  | 0.6896          | 0.1102   | 0.0210            | 0.0429                     | 0.1270             | 0.1325               |
| 0.6734        | 57.0  | 855  | 0.6887          | 0.1066   | 0.0202            | 0.0424                     | 0.1204             | 0.1305               |
| 0.6567        | 58.0  | 870  | 0.6898          | 0.1135   | 0.0200            | 0.0423                     | 0.1257             | 0.1426               |
| 0.6631        | 59.0  | 885  | 0.6915          | 0.1205   | 0.0230            | 0.0454                     | 0.1296             | 0.1546               |
| 0.6507        | 60.0  | 900  | 0.6913          | 0.1205   | 0.0230            | 0.0454                     | 0.1296             | 0.1546               |
| 0.6769        | 61.0  | 915  | 0.6929          | 0.1219   | 0.0238            | 0.0476                     | 0.1323             | 0.1546               |
| 0.6527        | 62.0  | 930  | 0.6912          | 0.1160   | 0.0221            | 0.0437                     | 0.1230             | 0.1506               |
| 0.6568        | 63.0  | 945  | 0.6892          | 0.1155   | 0.0205            | 0.0425                     | 0.1243             | 0.1486               |
| 0.6496        | 64.0  | 960  | 0.6882          | 0.1161   | 0.0271            | 0.0557                     | 0.1349             | 0.1345               |
| 0.6676        | 65.0  | 975  | 0.6888          | 0.1085   | 0.0203            | 0.0422                     | 0.1190             | 0.1365               |
| 0.6529        | 66.0  | 990  | 0.6882          | 0.1057   | 0.0199            | 0.0417                     | 0.1124             | 0.1365               |
| 0.6663        | 67.0  | 1005 | 0.6867          | 0.1124   | 0.0214            | 0.0453                     | 0.1217             | 0.1426               |
| 0.6473        | 68.0  | 1020 | 0.6890          | 0.1213   | 0.0236            | 0.0472                     | 0.1349             | 0.1506               |
| 0.6411        | 69.0  | 1035 | 0.6905          | 0.1187   | 0.0237            | 0.0476                     | 0.1362             | 0.1426               |
| 0.6609        | 70.0  | 1050 | 0.6895          | 0.1224   | 0.0232            | 0.0456                     | 0.1402             | 0.1486               |
| 0.6456        | 71.0  | 1065 | 0.6893          | 0.1107   | 0.0226            | 0.0462                     | 0.1270             | 0.1325               |
| 0.6556        | 72.0  | 1080 | 0.6873          | 0.1090   | 0.0256            | 0.0525                     | 0.1164             | 0.1365               |
| 0.6453        | 73.0  | 1095 | 0.6892          | 0.1140   | 0.0231            | 0.0470                     | 0.1230             | 0.1446               |
| 0.6341        | 74.0  | 1110 | 0.6901          | 0.1272   | 0.0304            | 0.0568                     | 0.1376             | 0.1586               |
| 0.6413        | 75.0  | 1125 | 0.6895          | 0.1272   | 0.0304            | 0.0568                     | 0.1376             | 0.1586               |
| 0.6435        | 76.0  | 1140 | 0.6911          | 0.1298   | 0.0310            | 0.0583                     | 0.1455             | 0.1566               |
| 0.6557        | 77.0  | 1155 | 0.6906          | 0.1276   | 0.0297            | 0.0566                     | 0.1429             | 0.1546               |
| 0.6408        | 78.0  | 1170 | 0.6892          | 0.1206   | 0.0286            | 0.0561                     | 0.1296             | 0.1506               |
| 0.6411        | 79.0  | 1185 | 0.6905          | 0.1284   | 0.0299            | 0.0566                     | 0.1429             | 0.1566               |
| 0.6315        | 80.0  | 1200 | 0.6884          | 0.1289   | 0.0247            | 0.0478                     | 0.1376             | 0.1667               |
| 0.6283        | 81.0  | 1215 | 0.6895          | 0.1256   | 0.0267            | 0.0495                     | 0.1323             | 0.1627               |
| 0.635         | 82.0  | 1230 | 0.6902          | 0.1333   | 0.0255            | 0.0480                     | 0.1481             | 0.1667               |
| 0.6487        | 83.0  | 1245 | 0.6921          | 0.1354   | 0.0263            | 0.0497                     | 0.1508             | 0.1687               |
| 0.6452        | 84.0  | 1260 | 0.6900          | 0.1306   | 0.0261            | 0.0497                     | 0.1429             | 0.1647               |
| 0.624         | 85.0  | 1275 | 0.6904          | 0.1274   | 0.0267            | 0.0495                     | 0.1349             | 0.1647               |
| 0.6231        | 86.0  | 1290 | 0.6927          | 0.1266   | 0.0317            | 0.0603                     | 0.1389             | 0.1546               |
| 0.6245        | 87.0  | 1305 | 0.6921          | 0.1250   | 0.0317            | 0.0603                     | 0.1349             | 0.1546               |
| 0.6429        | 88.0  | 1320 | 0.6898          | 0.1315   | 0.0325            | 0.0610                     | 0.1508             | 0.1546               |
| 0.6321        | 89.0  | 1335 | 0.6908          | 0.1291   | 0.0316            | 0.0585                     | 0.1455             | 0.1546               |
| 0.6345        | 90.0  | 1350 | 0.6916          | 0.1325   | 0.0335            | 0.0623                     | 0.1508             | 0.1566               |
| 0.6252        | 91.0  | 1365 | 0.6904          | 0.1324   | 0.0326            | 0.0613                     | 0.1508             | 0.1566               |
| 0.6253        | 92.0  | 1380 | 0.6898          | 0.1324   | 0.0326            | 0.0613                     | 0.1508             | 0.1566               |
| 0.6236        | 93.0  | 1395 | 0.6896          | 0.1327   | 0.0327            | 0.0592                     | 0.1481             | 0.1606               |
| 0.6177        | 94.0  | 1410 | 0.6902          | 0.1303   | 0.0330            | 0.0592                     | 0.1442             | 0.1586               |
| 0.6318        | 95.0  | 1425 | 0.6904          | 0.1332   | 0.0324            | 0.0590                     | 0.1534             | 0.1566               |
| 0.6304        | 96.0  | 1440 | 0.6910          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6263        | 97.0  | 1455 | 0.6913          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.619         | 98.0  | 1470 | 0.6918          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6401        | 99.0  | 1485 | 0.6896          | 0.1384   | 0.0264            | 0.0502                     | 0.1561             | 0.1707               |
| 0.6298        | 100.0 | 1500 | 0.6888          | 0.1333   | 0.0262            | 0.0500                     | 0.1495             | 0.1647               |
| 0.6166        | 101.0 | 1515 | 0.6896          | 0.1299   | 0.0314            | 0.0588                     | 0.1495             | 0.1526               |
| 0.6128        | 102.0 | 1530 | 0.6909          | 0.1307   | 0.0316            | 0.0587                     | 0.1495             | 0.1546               |
| 0.637         | 103.0 | 1545 | 0.6912          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6248        | 104.0 | 1560 | 0.6903          | 0.1290   | 0.0309            | 0.0584                     | 0.1495             | 0.1506               |
| 0.6193        | 105.0 | 1575 | 0.6919          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6282        | 106.0 | 1590 | 0.6912          | 0.1261   | 0.0315            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6339        | 107.0 | 1605 | 0.6905          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6138        | 108.0 | 1620 | 0.6920          | 0.1266   | 0.0321            | 0.0609                     | 0.1508             | 0.1426               |
| 0.6248        | 109.0 | 1635 | 0.6914          | 0.1312   | 0.0320            | 0.0611                     | 0.1521             | 0.1526               |
| 0.6256        | 110.0 | 1650 | 0.6912          | 0.1312   | 0.0317            | 0.0613                     | 0.1521             | 0.1526               |
| 0.6209        | 111.0 | 1665 | 0.6901          | 0.1287   | 0.0314            | 0.0610                     | 0.1481             | 0.1506               |
| 0.6147        | 112.0 | 1680 | 0.6901          | 0.1304   | 0.0319            | 0.0613                     | 0.1521             | 0.1506               |
| 0.6073        | 113.0 | 1695 | 0.6902          | 0.1319   | 0.0318            | 0.0605                     | 0.1521             | 0.1546               |
| 0.6247        | 114.0 | 1710 | 0.6899          | 0.1306   | 0.0316            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6238        | 115.0 | 1725 | 0.6900          | 0.1306   | 0.0316            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6143        | 116.0 | 1740 | 0.6898          | 0.1261   | 0.0316            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6135        | 117.0 | 1755 | 0.6900          | 0.1261   | 0.0316            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6199        | 118.0 | 1770 | 0.6902          | 0.1261   | 0.0316            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6235        | 119.0 | 1785 | 0.6905          | 0.1254   | 0.0321            | 0.0588                     | 0.1481             | 0.1426               |
| 0.6092        | 120.0 | 1800 | 0.6908          | 0.1261   | 0.0316            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6164        | 121.0 | 1815 | 0.6904          | 0.1261   | 0.0315            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6225        | 122.0 | 1830 | 0.6902          | 0.1261   | 0.0315            | 0.0583                     | 0.1481             | 0.1446               |
| 0.6312        | 123.0 | 1845 | 0.6899          | 0.1298   | 0.0311            | 0.0582                     | 0.1495             | 0.1526               |
| 0.6158        | 124.0 | 1860 | 0.6901          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6186        | 125.0 | 1875 | 0.6902          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6129        | 126.0 | 1890 | 0.6901          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6152        | 127.0 | 1905 | 0.6901          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |
| 0.6171        | 128.0 | 1920 | 0.6901          | 0.1306   | 0.0314            | 0.0585                     | 0.1495             | 0.1546               |


### Framework versions

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