update model card README.md
Browse files
README.md
CHANGED
|
@@ -1,10 +1,364 @@
|
|
| 1 |
---
|
| 2 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
## Training procedure
|
| 5 |
|
| 6 |
-
###
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7 |
|
| 8 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 9 |
|
| 10 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
+
license: bsd-3-clause
|
| 3 |
+
base_model: Salesforce/codet5p-770m-py
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
datasets:
|
| 7 |
+
- mbpp
|
| 8 |
+
model-index:
|
| 9 |
+
- name: codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_6
|
| 10 |
+
results: []
|
| 11 |
---
|
| 12 |
+
|
| 13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 14 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 15 |
+
|
| 16 |
+
# codet5p-770m-py-sanitized-codebleu-1-True-5e-05-0.1-lora-layer_6
|
| 17 |
+
|
| 18 |
+
This model is a fine-tuned version of [Salesforce/codet5p-770m-py](https://huggingface.co/Salesforce/codet5p-770m-py) on the mbpp dataset.
|
| 19 |
+
It achieves the following results on the evaluation set:
|
| 20 |
+
- Loss: 0.7095
|
| 21 |
+
- Codebleu: 0.1221
|
| 22 |
+
- Ngram Match Score: 0.0319
|
| 23 |
+
- Weighted Ngram Match Score: 0.0521
|
| 24 |
+
- Syntax Match Score: 0.1336
|
| 25 |
+
- Dataflow Match Score: 0.1506
|
| 26 |
+
|
| 27 |
+
## Model description
|
| 28 |
+
|
| 29 |
+
More information needed
|
| 30 |
+
|
| 31 |
+
## Intended uses & limitations
|
| 32 |
+
|
| 33 |
+
More information needed
|
| 34 |
+
|
| 35 |
+
## Training and evaluation data
|
| 36 |
+
|
| 37 |
+
More information needed
|
| 38 |
+
|
| 39 |
## Training procedure
|
| 40 |
|
| 41 |
+
### Training hyperparameters
|
| 42 |
+
|
| 43 |
+
The following hyperparameters were used during training:
|
| 44 |
+
- learning_rate: 5e-05
|
| 45 |
+
- train_batch_size: 8
|
| 46 |
+
- eval_batch_size: 8
|
| 47 |
+
- seed: 42
|
| 48 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 49 |
+
- lr_scheduler_type: linear
|
| 50 |
+
- lr_scheduler_warmup_steps: 100
|
| 51 |
+
- num_epochs: 300
|
| 52 |
|
| 53 |
+
### Training results
|
| 54 |
+
|
| 55 |
+
| Training Loss | Epoch | Step | Validation Loss | Codebleu | Ngram Match Score | Weighted Ngram Match Score | Syntax Match Score | Dataflow Match Score |
|
| 56 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|:--------------------------:|:------------------:|:--------------------:|
|
| 57 |
+
| 0.9812 | 1.0 | 15 | 0.9245 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
|
| 58 |
+
| 0.9652 | 2.0 | 30 | 0.9231 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
|
| 59 |
+
| 0.9684 | 3.0 | 45 | 0.9203 | 0.0072 | 0.0000 | 0.0000 | 0.0079 | 0.0100 |
|
| 60 |
+
| 0.9472 | 4.0 | 60 | 0.9151 | 0.0080 | 0.0000 | 0.0000 | 0.0079 | 0.0120 |
|
| 61 |
+
| 0.9481 | 5.0 | 75 | 0.9052 | 0.0096 | 0.0000 | 0.0002 | 0.0079 | 0.0161 |
|
| 62 |
+
| 0.949 | 6.0 | 90 | 0.8877 | 0.0353 | 0.0003 | 0.0173 | 0.0357 | 0.0482 |
|
| 63 |
+
| 0.9396 | 7.0 | 105 | 0.8647 | 0.0869 | 0.0124 | 0.0425 | 0.1071 | 0.0964 |
|
| 64 |
+
| 0.8927 | 8.0 | 120 | 0.8472 | 0.1021 | 0.0204 | 0.0480 | 0.1336 | 0.1044 |
|
| 65 |
+
| 0.863 | 9.0 | 135 | 0.8381 | 0.0968 | 0.0216 | 0.0504 | 0.1257 | 0.0984 |
|
| 66 |
+
| 0.861 | 10.0 | 150 | 0.8304 | 0.0978 | 0.0199 | 0.0507 | 0.1243 | 0.1024 |
|
| 67 |
+
| 0.8467 | 11.0 | 165 | 0.8218 | 0.0963 | 0.0179 | 0.0488 | 0.1177 | 0.1064 |
|
| 68 |
+
| 0.8521 | 12.0 | 180 | 0.8116 | 0.0951 | 0.0171 | 0.0480 | 0.1151 | 0.1064 |
|
| 69 |
+
| 0.8235 | 13.0 | 195 | 0.8012 | 0.0976 | 0.0124 | 0.0368 | 0.1111 | 0.1205 |
|
| 70 |
+
| 0.8009 | 14.0 | 210 | 0.7893 | 0.1025 | 0.0120 | 0.0361 | 0.1177 | 0.1265 |
|
| 71 |
+
| 0.8086 | 15.0 | 225 | 0.7784 | 0.1005 | 0.0124 | 0.0371 | 0.1204 | 0.1185 |
|
| 72 |
+
| 0.816 | 16.0 | 240 | 0.7706 | 0.1056 | 0.0114 | 0.0361 | 0.1336 | 0.1185 |
|
| 73 |
+
| 0.8003 | 17.0 | 255 | 0.7656 | 0.1077 | 0.0129 | 0.0374 | 0.1362 | 0.1205 |
|
| 74 |
+
| 0.7719 | 18.0 | 270 | 0.7612 | 0.0985 | 0.0111 | 0.0322 | 0.1190 | 0.1165 |
|
| 75 |
+
| 0.7864 | 19.0 | 285 | 0.7565 | 0.1093 | 0.0110 | 0.0312 | 0.1323 | 0.1305 |
|
| 76 |
+
| 0.7763 | 20.0 | 300 | 0.7539 | 0.1003 | 0.0111 | 0.0310 | 0.1177 | 0.1225 |
|
| 77 |
+
| 0.7602 | 21.0 | 315 | 0.7503 | 0.1005 | 0.0111 | 0.0310 | 0.1204 | 0.1205 |
|
| 78 |
+
| 0.764 | 22.0 | 330 | 0.7478 | 0.1089 | 0.0117 | 0.0312 | 0.1310 | 0.1305 |
|
| 79 |
+
| 0.7562 | 23.0 | 345 | 0.7471 | 0.1081 | 0.0116 | 0.0312 | 0.1310 | 0.1285 |
|
| 80 |
+
| 0.7553 | 24.0 | 360 | 0.7444 | 0.1070 | 0.0151 | 0.0384 | 0.1257 | 0.1285 |
|
| 81 |
+
| 0.776 | 25.0 | 375 | 0.7412 | 0.1081 | 0.0157 | 0.0377 | 0.1283 | 0.1285 |
|
| 82 |
+
| 0.7439 | 26.0 | 390 | 0.7402 | 0.1099 | 0.0203 | 0.0487 | 0.1310 | 0.1265 |
|
| 83 |
+
| 0.7386 | 27.0 | 405 | 0.7384 | 0.1058 | 0.0221 | 0.0509 | 0.1217 | 0.1245 |
|
| 84 |
+
| 0.7428 | 28.0 | 420 | 0.7361 | 0.1023 | 0.0152 | 0.0389 | 0.1217 | 0.1205 |
|
| 85 |
+
| 0.7231 | 29.0 | 435 | 0.7358 | 0.1025 | 0.0167 | 0.0396 | 0.1217 | 0.1205 |
|
| 86 |
+
| 0.7212 | 30.0 | 450 | 0.7355 | 0.1036 | 0.0189 | 0.0405 | 0.1177 | 0.1265 |
|
| 87 |
+
| 0.7221 | 31.0 | 465 | 0.7339 | 0.1029 | 0.0195 | 0.0402 | 0.1177 | 0.1245 |
|
| 88 |
+
| 0.7259 | 32.0 | 480 | 0.7323 | 0.1026 | 0.0182 | 0.0384 | 0.1177 | 0.1245 |
|
| 89 |
+
| 0.7167 | 33.0 | 495 | 0.7302 | 0.1021 | 0.0173 | 0.0401 | 0.1164 | 0.1245 |
|
| 90 |
+
| 0.7262 | 34.0 | 510 | 0.7290 | 0.1033 | 0.0177 | 0.0387 | 0.1177 | 0.1265 |
|
| 91 |
+
| 0.7027 | 35.0 | 525 | 0.7280 | 0.1032 | 0.0169 | 0.0383 | 0.1177 | 0.1265 |
|
| 92 |
+
| 0.7309 | 36.0 | 540 | 0.7267 | 0.1043 | 0.0169 | 0.0383 | 0.1204 | 0.1265 |
|
| 93 |
+
| 0.7133 | 37.0 | 555 | 0.7265 | 0.1061 | 0.0179 | 0.0399 | 0.1204 | 0.1305 |
|
| 94 |
+
| 0.7167 | 38.0 | 570 | 0.7255 | 0.1089 | 0.0193 | 0.0398 | 0.1230 | 0.1345 |
|
| 95 |
+
| 0.7125 | 39.0 | 585 | 0.7237 | 0.1054 | 0.0183 | 0.0399 | 0.1204 | 0.1285 |
|
| 96 |
+
| 0.7127 | 40.0 | 600 | 0.7234 | 0.1095 | 0.0231 | 0.0467 | 0.1257 | 0.1305 |
|
| 97 |
+
| 0.6962 | 41.0 | 615 | 0.7234 | 0.1103 | 0.0236 | 0.0466 | 0.1257 | 0.1325 |
|
| 98 |
+
| 0.6934 | 42.0 | 630 | 0.7221 | 0.1111 | 0.0239 | 0.0465 | 0.1257 | 0.1345 |
|
| 99 |
+
| 0.6975 | 43.0 | 645 | 0.7216 | 0.1096 | 0.0225 | 0.0462 | 0.1243 | 0.1325 |
|
| 100 |
+
| 0.6996 | 44.0 | 660 | 0.7214 | 0.1103 | 0.0235 | 0.0466 | 0.1257 | 0.1325 |
|
| 101 |
+
| 0.6944 | 45.0 | 675 | 0.7214 | 0.1097 | 0.0230 | 0.0465 | 0.1283 | 0.1285 |
|
| 102 |
+
| 0.6896 | 46.0 | 690 | 0.7202 | 0.1091 | 0.0224 | 0.0462 | 0.1270 | 0.1285 |
|
| 103 |
+
| 0.6906 | 47.0 | 705 | 0.7184 | 0.1106 | 0.0238 | 0.0464 | 0.1283 | 0.1305 |
|
| 104 |
+
| 0.6879 | 48.0 | 720 | 0.7186 | 0.1080 | 0.0225 | 0.0462 | 0.1243 | 0.1285 |
|
| 105 |
+
| 0.689 | 49.0 | 735 | 0.7175 | 0.1081 | 0.0227 | 0.0467 | 0.1243 | 0.1285 |
|
| 106 |
+
| 0.6727 | 50.0 | 750 | 0.7173 | 0.1097 | 0.0233 | 0.0467 | 0.1243 | 0.1325 |
|
| 107 |
+
| 0.6929 | 51.0 | 765 | 0.7159 | 0.1126 | 0.0231 | 0.0463 | 0.1296 | 0.1345 |
|
| 108 |
+
| 0.6916 | 52.0 | 780 | 0.7158 | 0.1110 | 0.0230 | 0.0465 | 0.1257 | 0.1345 |
|
| 109 |
+
| 0.6876 | 53.0 | 795 | 0.7154 | 0.1141 | 0.0237 | 0.0477 | 0.1310 | 0.1365 |
|
| 110 |
+
| 0.6534 | 54.0 | 810 | 0.7137 | 0.1131 | 0.0233 | 0.0455 | 0.1270 | 0.1386 |
|
| 111 |
+
| 0.6836 | 55.0 | 825 | 0.7127 | 0.1254 | 0.0246 | 0.0502 | 0.1442 | 0.1506 |
|
| 112 |
+
| 0.6767 | 56.0 | 840 | 0.7127 | 0.1247 | 0.0246 | 0.0512 | 0.1481 | 0.1446 |
|
| 113 |
+
| 0.6823 | 57.0 | 855 | 0.7115 | 0.1215 | 0.0251 | 0.0515 | 0.1481 | 0.1365 |
|
| 114 |
+
| 0.6594 | 58.0 | 870 | 0.7100 | 0.1267 | 0.0262 | 0.0519 | 0.1548 | 0.1426 |
|
| 115 |
+
| 0.681 | 59.0 | 885 | 0.7093 | 0.1239 | 0.0254 | 0.0509 | 0.1481 | 0.1426 |
|
| 116 |
+
| 0.6585 | 60.0 | 900 | 0.7100 | 0.1232 | 0.0258 | 0.0508 | 0.1442 | 0.1446 |
|
| 117 |
+
| 0.6756 | 61.0 | 915 | 0.7104 | 0.1232 | 0.0263 | 0.0505 | 0.1442 | 0.1446 |
|
| 118 |
+
| 0.6589 | 62.0 | 930 | 0.7086 | 0.1285 | 0.0269 | 0.0556 | 0.1561 | 0.1446 |
|
| 119 |
+
| 0.6591 | 63.0 | 945 | 0.7081 | 0.1322 | 0.0289 | 0.0559 | 0.1627 | 0.1466 |
|
| 120 |
+
| 0.654 | 64.0 | 960 | 0.7095 | 0.1262 | 0.0280 | 0.0553 | 0.1521 | 0.1426 |
|
| 121 |
+
| 0.6866 | 65.0 | 975 | 0.7074 | 0.1303 | 0.0274 | 0.0512 | 0.1574 | 0.1486 |
|
| 122 |
+
| 0.6462 | 66.0 | 990 | 0.7054 | 0.1311 | 0.0258 | 0.0504 | 0.1601 | 0.1486 |
|
| 123 |
+
| 0.6741 | 67.0 | 1005 | 0.7041 | 0.1369 | 0.0283 | 0.0523 | 0.1614 | 0.1606 |
|
| 124 |
+
| 0.6622 | 68.0 | 1020 | 0.7039 | 0.1253 | 0.0265 | 0.0506 | 0.1534 | 0.1406 |
|
| 125 |
+
| 0.6499 | 69.0 | 1035 | 0.7041 | 0.1236 | 0.0253 | 0.0502 | 0.1495 | 0.1406 |
|
| 126 |
+
| 0.6745 | 70.0 | 1050 | 0.7036 | 0.1220 | 0.0258 | 0.0502 | 0.1495 | 0.1365 |
|
| 127 |
+
| 0.6524 | 71.0 | 1065 | 0.7027 | 0.1212 | 0.0275 | 0.0515 | 0.1468 | 0.1365 |
|
| 128 |
+
| 0.6535 | 72.0 | 1080 | 0.7012 | 0.1296 | 0.0272 | 0.0501 | 0.1521 | 0.1526 |
|
| 129 |
+
| 0.6615 | 73.0 | 1095 | 0.7007 | 0.1320 | 0.0262 | 0.0505 | 0.1521 | 0.1586 |
|
| 130 |
+
| 0.6446 | 74.0 | 1110 | 0.7016 | 0.1399 | 0.0283 | 0.0539 | 0.1667 | 0.1627 |
|
| 131 |
+
| 0.6444 | 75.0 | 1125 | 0.7018 | 0.1240 | 0.0279 | 0.0521 | 0.1455 | 0.1446 |
|
| 132 |
+
| 0.6531 | 76.0 | 1140 | 0.7017 | 0.1232 | 0.0275 | 0.0519 | 0.1455 | 0.1426 |
|
| 133 |
+
| 0.6543 | 77.0 | 1155 | 0.7017 | 0.1292 | 0.0281 | 0.0533 | 0.1521 | 0.1506 |
|
| 134 |
+
| 0.6351 | 78.0 | 1170 | 0.7022 | 0.1275 | 0.0274 | 0.0527 | 0.1521 | 0.1466 |
|
| 135 |
+
| 0.6457 | 79.0 | 1185 | 0.7007 | 0.1342 | 0.0277 | 0.0524 | 0.1548 | 0.1606 |
|
| 136 |
+
| 0.6395 | 80.0 | 1200 | 0.6998 | 0.1308 | 0.0268 | 0.0520 | 0.1548 | 0.1526 |
|
| 137 |
+
| 0.6335 | 81.0 | 1215 | 0.7009 | 0.1308 | 0.0268 | 0.0520 | 0.1548 | 0.1526 |
|
| 138 |
+
| 0.6418 | 82.0 | 1230 | 0.7014 | 0.1295 | 0.0226 | 0.0459 | 0.1521 | 0.1546 |
|
| 139 |
+
| 0.6587 | 83.0 | 1245 | 0.7009 | 0.1352 | 0.0295 | 0.0556 | 0.1640 | 0.1526 |
|
| 140 |
+
| 0.6442 | 84.0 | 1260 | 0.7007 | 0.1352 | 0.0294 | 0.0558 | 0.1640 | 0.1526 |
|
| 141 |
+
| 0.6243 | 85.0 | 1275 | 0.7014 | 0.1326 | 0.0283 | 0.0550 | 0.1601 | 0.1506 |
|
| 142 |
+
| 0.6243 | 86.0 | 1290 | 0.7022 | 0.1293 | 0.0278 | 0.0540 | 0.1521 | 0.1506 |
|
| 143 |
+
| 0.624 | 87.0 | 1305 | 0.7024 | 0.1330 | 0.0281 | 0.0542 | 0.1614 | 0.1506 |
|
| 144 |
+
| 0.6322 | 88.0 | 1320 | 0.7012 | 0.1301 | 0.0280 | 0.0544 | 0.1561 | 0.1486 |
|
| 145 |
+
| 0.6336 | 89.0 | 1335 | 0.7007 | 0.1342 | 0.0278 | 0.0530 | 0.1627 | 0.1526 |
|
| 146 |
+
| 0.635 | 90.0 | 1350 | 0.7024 | 0.1286 | 0.0286 | 0.0544 | 0.1481 | 0.1526 |
|
| 147 |
+
| 0.6335 | 91.0 | 1365 | 0.7002 | 0.1326 | 0.0281 | 0.0522 | 0.1548 | 0.1566 |
|
| 148 |
+
| 0.63 | 92.0 | 1380 | 0.7016 | 0.1286 | 0.0286 | 0.0542 | 0.1481 | 0.1526 |
|
| 149 |
+
| 0.6122 | 93.0 | 1395 | 0.7009 | 0.1290 | 0.0273 | 0.0515 | 0.1521 | 0.1506 |
|
| 150 |
+
| 0.6098 | 94.0 | 1410 | 0.7010 | 0.1372 | 0.0285 | 0.0532 | 0.1640 | 0.1586 |
|
| 151 |
+
| 0.6315 | 95.0 | 1425 | 0.7028 | 0.1374 | 0.0277 | 0.0532 | 0.1627 | 0.1606 |
|
| 152 |
+
| 0.6364 | 96.0 | 1440 | 0.7035 | 0.1384 | 0.0261 | 0.0516 | 0.1680 | 0.1586 |
|
| 153 |
+
| 0.6245 | 97.0 | 1455 | 0.7023 | 0.1307 | 0.0299 | 0.0530 | 0.1534 | 0.1526 |
|
| 154 |
+
| 0.6238 | 98.0 | 1470 | 0.7001 | 0.1292 | 0.0305 | 0.0528 | 0.1455 | 0.1566 |
|
| 155 |
+
| 0.6447 | 99.0 | 1485 | 0.7001 | 0.1292 | 0.0306 | 0.0528 | 0.1455 | 0.1566 |
|
| 156 |
+
| 0.6302 | 100.0 | 1500 | 0.7001 | 0.1290 | 0.0310 | 0.0535 | 0.1468 | 0.1546 |
|
| 157 |
+
| 0.6127 | 101.0 | 1515 | 0.7022 | 0.1301 | 0.0310 | 0.0535 | 0.1495 | 0.1546 |
|
| 158 |
+
| 0.6142 | 102.0 | 1530 | 0.7012 | 0.1300 | 0.0303 | 0.0530 | 0.1495 | 0.1546 |
|
| 159 |
+
| 0.6269 | 103.0 | 1545 | 0.7011 | 0.1300 | 0.0305 | 0.0533 | 0.1495 | 0.1546 |
|
| 160 |
+
| 0.6183 | 104.0 | 1560 | 0.7002 | 0.1284 | 0.0305 | 0.0533 | 0.1495 | 0.1506 |
|
| 161 |
+
| 0.6164 | 105.0 | 1575 | 0.6994 | 0.1300 | 0.0305 | 0.0533 | 0.1495 | 0.1546 |
|
| 162 |
+
| 0.6265 | 106.0 | 1590 | 0.6996 | 0.1300 | 0.0305 | 0.0533 | 0.1495 | 0.1546 |
|
| 163 |
+
| 0.634 | 107.0 | 1605 | 0.7004 | 0.1300 | 0.0306 | 0.0535 | 0.1495 | 0.1546 |
|
| 164 |
+
| 0.6077 | 108.0 | 1620 | 0.7019 | 0.1300 | 0.0306 | 0.0535 | 0.1495 | 0.1546 |
|
| 165 |
+
| 0.6197 | 109.0 | 1635 | 0.7008 | 0.1320 | 0.0296 | 0.0531 | 0.1548 | 0.1546 |
|
| 166 |
+
| 0.629 | 110.0 | 1650 | 0.7008 | 0.1300 | 0.0305 | 0.0533 | 0.1495 | 0.1546 |
|
| 167 |
+
| 0.6145 | 111.0 | 1665 | 0.7008 | 0.1342 | 0.0344 | 0.0592 | 0.1495 | 0.1627 |
|
| 168 |
+
| 0.6124 | 112.0 | 1680 | 0.7011 | 0.1351 | 0.0346 | 0.0596 | 0.1534 | 0.1606 |
|
| 169 |
+
| 0.6055 | 113.0 | 1695 | 0.7014 | 0.1350 | 0.0345 | 0.0594 | 0.1534 | 0.1606 |
|
| 170 |
+
| 0.6172 | 114.0 | 1710 | 0.7021 | 0.1361 | 0.0345 | 0.0594 | 0.1561 | 0.1606 |
|
| 171 |
+
| 0.6144 | 115.0 | 1725 | 0.7002 | 0.1300 | 0.0305 | 0.0533 | 0.1495 | 0.1546 |
|
| 172 |
+
| 0.6129 | 116.0 | 1740 | 0.7003 | 0.1300 | 0.0306 | 0.0535 | 0.1495 | 0.1546 |
|
| 173 |
+
| 0.6074 | 117.0 | 1755 | 0.7003 | 0.1352 | 0.0339 | 0.0596 | 0.1561 | 0.1586 |
|
| 174 |
+
| 0.6208 | 118.0 | 1770 | 0.6995 | 0.1331 | 0.0321 | 0.0583 | 0.1495 | 0.1606 |
|
| 175 |
+
| 0.6135 | 119.0 | 1785 | 0.7004 | 0.1280 | 0.0267 | 0.0507 | 0.1481 | 0.1526 |
|
| 176 |
+
| 0.6033 | 120.0 | 1800 | 0.7003 | 0.1317 | 0.0337 | 0.0584 | 0.1455 | 0.1606 |
|
| 177 |
+
| 0.6016 | 121.0 | 1815 | 0.6984 | 0.1218 | 0.0294 | 0.0519 | 0.1336 | 0.1506 |
|
| 178 |
+
| 0.6097 | 122.0 | 1830 | 0.6970 | 0.1211 | 0.0282 | 0.0517 | 0.1362 | 0.1466 |
|
| 179 |
+
| 0.6162 | 123.0 | 1845 | 0.6994 | 0.1228 | 0.0291 | 0.0517 | 0.1323 | 0.1546 |
|
| 180 |
+
| 0.6073 | 124.0 | 1860 | 0.7005 | 0.1229 | 0.0298 | 0.0519 | 0.1362 | 0.1506 |
|
| 181 |
+
| 0.607 | 125.0 | 1875 | 0.7009 | 0.1303 | 0.0336 | 0.0584 | 0.1442 | 0.1586 |
|
| 182 |
+
| 0.5966 | 126.0 | 1890 | 0.7006 | 0.1311 | 0.0331 | 0.0583 | 0.1442 | 0.1606 |
|
| 183 |
+
| 0.6017 | 127.0 | 1905 | 0.7021 | 0.1341 | 0.0380 | 0.0655 | 0.1468 | 0.1627 |
|
| 184 |
+
| 0.6063 | 128.0 | 1920 | 0.7004 | 0.1270 | 0.0337 | 0.0590 | 0.1376 | 0.1566 |
|
| 185 |
+
| 0.6078 | 129.0 | 1935 | 0.6997 | 0.1221 | 0.0294 | 0.0519 | 0.1362 | 0.1486 |
|
| 186 |
+
| 0.5932 | 130.0 | 1950 | 0.7000 | 0.1254 | 0.0274 | 0.0495 | 0.1376 | 0.1566 |
|
| 187 |
+
| 0.5979 | 131.0 | 1965 | 0.7009 | 0.1287 | 0.0346 | 0.0597 | 0.1415 | 0.1566 |
|
| 188 |
+
| 0.6093 | 132.0 | 1980 | 0.7010 | 0.1229 | 0.0298 | 0.0519 | 0.1362 | 0.1506 |
|
| 189 |
+
| 0.6082 | 133.0 | 1995 | 0.7019 | 0.1260 | 0.0290 | 0.0513 | 0.1362 | 0.1586 |
|
| 190 |
+
| 0.5869 | 134.0 | 2010 | 0.7005 | 0.1248 | 0.0275 | 0.0496 | 0.1362 | 0.1566 |
|
| 191 |
+
| 0.6037 | 135.0 | 2025 | 0.6998 | 0.1229 | 0.0297 | 0.0519 | 0.1362 | 0.1506 |
|
| 192 |
+
| 0.6043 | 136.0 | 2040 | 0.6999 | 0.1229 | 0.0294 | 0.0522 | 0.1362 | 0.1506 |
|
| 193 |
+
| 0.5848 | 137.0 | 2055 | 0.7001 | 0.1260 | 0.0292 | 0.0517 | 0.1362 | 0.1586 |
|
| 194 |
+
| 0.6078 | 138.0 | 2070 | 0.7007 | 0.1213 | 0.0296 | 0.0519 | 0.1323 | 0.1506 |
|
| 195 |
+
| 0.5996 | 139.0 | 2085 | 0.7022 | 0.1195 | 0.0268 | 0.0472 | 0.1296 | 0.1506 |
|
| 196 |
+
| 0.597 | 140.0 | 2100 | 0.7029 | 0.1166 | 0.0267 | 0.0472 | 0.1243 | 0.1486 |
|
| 197 |
+
| 0.6041 | 141.0 | 2115 | 0.7029 | 0.1170 | 0.0298 | 0.0511 | 0.1257 | 0.1466 |
|
| 198 |
+
| 0.6153 | 142.0 | 2130 | 0.7030 | 0.1190 | 0.0258 | 0.0462 | 0.1349 | 0.1446 |
|
| 199 |
+
| 0.6016 | 143.0 | 2145 | 0.7018 | 0.1176 | 0.0282 | 0.0505 | 0.1296 | 0.1446 |
|
| 200 |
+
| 0.6051 | 144.0 | 2160 | 0.7018 | 0.1190 | 0.0297 | 0.0523 | 0.1283 | 0.1486 |
|
| 201 |
+
| 0.5881 | 145.0 | 2175 | 0.7026 | 0.1188 | 0.0324 | 0.0557 | 0.1283 | 0.1466 |
|
| 202 |
+
| 0.6035 | 146.0 | 2190 | 0.7030 | 0.1204 | 0.0327 | 0.0557 | 0.1283 | 0.1506 |
|
| 203 |
+
| 0.5931 | 147.0 | 2205 | 0.7028 | 0.1204 | 0.0328 | 0.0557 | 0.1283 | 0.1506 |
|
| 204 |
+
| 0.5838 | 148.0 | 2220 | 0.7038 | 0.1209 | 0.0326 | 0.0557 | 0.1296 | 0.1506 |
|
| 205 |
+
| 0.5945 | 149.0 | 2235 | 0.7041 | 0.1193 | 0.0326 | 0.0557 | 0.1257 | 0.1506 |
|
| 206 |
+
| 0.5828 | 150.0 | 2250 | 0.7043 | 0.1213 | 0.0321 | 0.0549 | 0.1349 | 0.1466 |
|
| 207 |
+
| 0.5849 | 151.0 | 2265 | 0.7025 | 0.1191 | 0.0319 | 0.0545 | 0.1296 | 0.1466 |
|
| 208 |
+
| 0.5962 | 152.0 | 2280 | 0.7034 | 0.1223 | 0.0318 | 0.0543 | 0.1376 | 0.1466 |
|
| 209 |
+
| 0.5908 | 153.0 | 2295 | 0.7026 | 0.1214 | 0.0338 | 0.0565 | 0.1283 | 0.1526 |
|
| 210 |
+
| 0.5851 | 154.0 | 2310 | 0.7040 | 0.1194 | 0.0323 | 0.0544 | 0.1283 | 0.1486 |
|
| 211 |
+
| 0.595 | 155.0 | 2325 | 0.7030 | 0.1210 | 0.0326 | 0.0542 | 0.1283 | 0.1526 |
|
| 212 |
+
| 0.606 | 156.0 | 2340 | 0.7047 | 0.1182 | 0.0306 | 0.0523 | 0.1283 | 0.1466 |
|
| 213 |
+
| 0.5727 | 157.0 | 2355 | 0.7029 | 0.1188 | 0.0307 | 0.0526 | 0.1296 | 0.1466 |
|
| 214 |
+
| 0.5959 | 158.0 | 2370 | 0.7027 | 0.1257 | 0.0292 | 0.0514 | 0.1376 | 0.1566 |
|
| 215 |
+
| 0.5968 | 159.0 | 2385 | 0.7035 | 0.1254 | 0.0318 | 0.0538 | 0.1415 | 0.1506 |
|
| 216 |
+
| 0.5854 | 160.0 | 2400 | 0.7030 | 0.1196 | 0.0306 | 0.0520 | 0.1296 | 0.1486 |
|
| 217 |
+
| 0.5872 | 161.0 | 2415 | 0.7038 | 0.1221 | 0.0322 | 0.0542 | 0.1310 | 0.1526 |
|
| 218 |
+
| 0.5979 | 162.0 | 2430 | 0.7033 | 0.1231 | 0.0320 | 0.0542 | 0.1336 | 0.1526 |
|
| 219 |
+
| 0.6124 | 163.0 | 2445 | 0.7020 | 0.1200 | 0.0324 | 0.0542 | 0.1257 | 0.1526 |
|
| 220 |
+
| 0.5912 | 164.0 | 2460 | 0.7008 | 0.1266 | 0.0294 | 0.0518 | 0.1376 | 0.1586 |
|
| 221 |
+
| 0.5758 | 165.0 | 2475 | 0.7015 | 0.1271 | 0.0297 | 0.0518 | 0.1429 | 0.1546 |
|
| 222 |
+
| 0.5759 | 166.0 | 2490 | 0.7029 | 0.1271 | 0.0297 | 0.0518 | 0.1429 | 0.1546 |
|
| 223 |
+
| 0.5795 | 167.0 | 2505 | 0.7030 | 0.1262 | 0.0315 | 0.0535 | 0.1336 | 0.1606 |
|
| 224 |
+
| 0.5868 | 168.0 | 2520 | 0.7022 | 0.1233 | 0.0314 | 0.0538 | 0.1362 | 0.1506 |
|
| 225 |
+
| 0.5685 | 169.0 | 2535 | 0.7029 | 0.1299 | 0.0306 | 0.0522 | 0.1455 | 0.1586 |
|
| 226 |
+
| 0.5893 | 170.0 | 2550 | 0.7037 | 0.1280 | 0.0303 | 0.0518 | 0.1429 | 0.1566 |
|
| 227 |
+
| 0.5935 | 171.0 | 2565 | 0.7042 | 0.1281 | 0.0306 | 0.0524 | 0.1429 | 0.1566 |
|
| 228 |
+
| 0.5977 | 172.0 | 2580 | 0.7036 | 0.1281 | 0.0307 | 0.0520 | 0.1429 | 0.1566 |
|
| 229 |
+
| 0.5957 | 173.0 | 2595 | 0.7039 | 0.1271 | 0.0311 | 0.0522 | 0.1402 | 0.1566 |
|
| 230 |
+
| 0.5799 | 174.0 | 2610 | 0.7053 | 0.1249 | 0.0311 | 0.0516 | 0.1349 | 0.1566 |
|
| 231 |
+
| 0.5807 | 175.0 | 2625 | 0.7059 | 0.1207 | 0.0320 | 0.0520 | 0.1323 | 0.1486 |
|
| 232 |
+
| 0.5851 | 176.0 | 2640 | 0.7036 | 0.1265 | 0.0332 | 0.0549 | 0.1376 | 0.1566 |
|
| 233 |
+
| 0.5777 | 177.0 | 2655 | 0.7037 | 0.1276 | 0.0328 | 0.0554 | 0.1402 | 0.1566 |
|
| 234 |
+
| 0.5724 | 178.0 | 2670 | 0.7040 | 0.1241 | 0.0311 | 0.0516 | 0.1349 | 0.1546 |
|
| 235 |
+
| 0.5956 | 179.0 | 2685 | 0.7036 | 0.1231 | 0.0316 | 0.0521 | 0.1323 | 0.1546 |
|
| 236 |
+
| 0.5715 | 180.0 | 2700 | 0.7038 | 0.1255 | 0.0330 | 0.0535 | 0.1336 | 0.1586 |
|
| 237 |
+
| 0.5846 | 181.0 | 2715 | 0.7038 | 0.1251 | 0.0309 | 0.0516 | 0.1376 | 0.1546 |
|
| 238 |
+
| 0.5879 | 182.0 | 2730 | 0.7030 | 0.1230 | 0.0295 | 0.0500 | 0.1349 | 0.1526 |
|
| 239 |
+
| 0.5756 | 183.0 | 2745 | 0.7040 | 0.1228 | 0.0302 | 0.0502 | 0.1323 | 0.1546 |
|
| 240 |
+
| 0.5795 | 184.0 | 2760 | 0.7043 | 0.1219 | 0.0298 | 0.0498 | 0.1323 | 0.1526 |
|
| 241 |
+
| 0.5703 | 185.0 | 2775 | 0.7043 | 0.1238 | 0.0299 | 0.0504 | 0.1349 | 0.1546 |
|
| 242 |
+
| 0.5718 | 186.0 | 2790 | 0.7054 | 0.1189 | 0.0289 | 0.0477 | 0.1336 | 0.1446 |
|
| 243 |
+
| 0.5654 | 187.0 | 2805 | 0.7056 | 0.1173 | 0.0300 | 0.0516 | 0.1323 | 0.1406 |
|
| 244 |
+
| 0.5854 | 188.0 | 2820 | 0.7061 | 0.1188 | 0.0318 | 0.0537 | 0.1310 | 0.1446 |
|
| 245 |
+
| 0.5812 | 189.0 | 2835 | 0.7061 | 0.1188 | 0.0303 | 0.0507 | 0.1323 | 0.1446 |
|
| 246 |
+
| 0.5826 | 190.0 | 2850 | 0.7050 | 0.1188 | 0.0303 | 0.0507 | 0.1323 | 0.1446 |
|
| 247 |
+
| 0.5836 | 191.0 | 2865 | 0.7062 | 0.1178 | 0.0306 | 0.0504 | 0.1296 | 0.1446 |
|
| 248 |
+
| 0.5722 | 192.0 | 2880 | 0.7057 | 0.1179 | 0.0297 | 0.0496 | 0.1283 | 0.1466 |
|
| 249 |
+
| 0.5739 | 193.0 | 2895 | 0.7073 | 0.1179 | 0.0297 | 0.0496 | 0.1283 | 0.1466 |
|
| 250 |
+
| 0.5639 | 194.0 | 2910 | 0.7065 | 0.1297 | 0.0341 | 0.0574 | 0.1429 | 0.1586 |
|
| 251 |
+
| 0.5805 | 195.0 | 2925 | 0.7062 | 0.1297 | 0.0341 | 0.0574 | 0.1429 | 0.1586 |
|
| 252 |
+
| 0.5725 | 196.0 | 2940 | 0.7063 | 0.1210 | 0.0294 | 0.0494 | 0.1323 | 0.1506 |
|
| 253 |
+
| 0.5787 | 197.0 | 2955 | 0.7057 | 0.1231 | 0.0290 | 0.0494 | 0.1376 | 0.1506 |
|
| 254 |
+
| 0.5672 | 198.0 | 2970 | 0.7056 | 0.1219 | 0.0299 | 0.0496 | 0.1323 | 0.1526 |
|
| 255 |
+
| 0.5695 | 199.0 | 2985 | 0.7046 | 0.1225 | 0.0310 | 0.0513 | 0.1310 | 0.1546 |
|
| 256 |
+
| 0.5711 | 200.0 | 3000 | 0.7048 | 0.1219 | 0.0298 | 0.0498 | 0.1323 | 0.1526 |
|
| 257 |
+
| 0.5699 | 201.0 | 3015 | 0.7039 | 0.1277 | 0.0347 | 0.0574 | 0.1376 | 0.1586 |
|
| 258 |
+
| 0.5714 | 202.0 | 3030 | 0.7043 | 0.1277 | 0.0352 | 0.0575 | 0.1376 | 0.1586 |
|
| 259 |
+
| 0.5721 | 203.0 | 3045 | 0.7052 | 0.1280 | 0.0349 | 0.0574 | 0.1402 | 0.1566 |
|
| 260 |
+
| 0.5618 | 204.0 | 3060 | 0.7037 | 0.1280 | 0.0349 | 0.0574 | 0.1402 | 0.1566 |
|
| 261 |
+
| 0.5802 | 205.0 | 3075 | 0.7037 | 0.1280 | 0.0353 | 0.0578 | 0.1402 | 0.1566 |
|
| 262 |
+
| 0.5723 | 206.0 | 3090 | 0.7033 | 0.1290 | 0.0341 | 0.0577 | 0.1429 | 0.1566 |
|
| 263 |
+
| 0.5654 | 207.0 | 3105 | 0.7051 | 0.1295 | 0.0368 | 0.0597 | 0.1389 | 0.1606 |
|
| 264 |
+
| 0.5554 | 208.0 | 3120 | 0.7059 | 0.1280 | 0.0349 | 0.0574 | 0.1402 | 0.1566 |
|
| 265 |
+
| 0.5684 | 209.0 | 3135 | 0.7059 | 0.1222 | 0.0300 | 0.0499 | 0.1349 | 0.1506 |
|
| 266 |
+
| 0.5657 | 210.0 | 3150 | 0.7057 | 0.1222 | 0.0300 | 0.0499 | 0.1349 | 0.1506 |
|
| 267 |
+
| 0.5696 | 211.0 | 3165 | 0.7066 | 0.1222 | 0.0302 | 0.0499 | 0.1349 | 0.1506 |
|
| 268 |
+
| 0.5738 | 212.0 | 3180 | 0.7069 | 0.1273 | 0.0344 | 0.0564 | 0.1389 | 0.1566 |
|
| 269 |
+
| 0.5759 | 213.0 | 3195 | 0.7065 | 0.1272 | 0.0352 | 0.0578 | 0.1402 | 0.1546 |
|
| 270 |
+
| 0.5737 | 214.0 | 3210 | 0.7064 | 0.1289 | 0.0357 | 0.0583 | 0.1402 | 0.1586 |
|
| 271 |
+
| 0.568 | 215.0 | 3225 | 0.7054 | 0.1265 | 0.0343 | 0.0564 | 0.1389 | 0.1546 |
|
| 272 |
+
| 0.557 | 216.0 | 3240 | 0.7072 | 0.1272 | 0.0352 | 0.0578 | 0.1402 | 0.1546 |
|
| 273 |
+
| 0.5714 | 217.0 | 3255 | 0.7075 | 0.1272 | 0.0352 | 0.0578 | 0.1402 | 0.1546 |
|
| 274 |
+
| 0.5607 | 218.0 | 3270 | 0.7084 | 0.1265 | 0.0326 | 0.0536 | 0.1402 | 0.1546 |
|
| 275 |
+
| 0.5535 | 219.0 | 3285 | 0.7083 | 0.1271 | 0.0339 | 0.0553 | 0.1389 | 0.1566 |
|
| 276 |
+
| 0.5577 | 220.0 | 3300 | 0.7071 | 0.1271 | 0.0339 | 0.0553 | 0.1389 | 0.1566 |
|
| 277 |
+
| 0.5698 | 221.0 | 3315 | 0.7057 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 278 |
+
| 0.5571 | 222.0 | 3330 | 0.7049 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 279 |
+
| 0.5731 | 223.0 | 3345 | 0.7057 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 280 |
+
| 0.5735 | 224.0 | 3360 | 0.7061 | 0.1271 | 0.0343 | 0.0574 | 0.1402 | 0.1546 |
|
| 281 |
+
| 0.5598 | 225.0 | 3375 | 0.7065 | 0.1289 | 0.0341 | 0.0567 | 0.1429 | 0.1566 |
|
| 282 |
+
| 0.5507 | 226.0 | 3390 | 0.7074 | 0.1295 | 0.0367 | 0.0608 | 0.1429 | 0.1566 |
|
| 283 |
+
| 0.561 | 227.0 | 3405 | 0.7075 | 0.1271 | 0.0343 | 0.0574 | 0.1402 | 0.1546 |
|
| 284 |
+
| 0.5703 | 228.0 | 3420 | 0.7075 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 285 |
+
| 0.5687 | 229.0 | 3435 | 0.7081 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 286 |
+
| 0.5656 | 230.0 | 3450 | 0.7082 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 287 |
+
| 0.5722 | 231.0 | 3465 | 0.7071 | 0.1272 | 0.0348 | 0.0574 | 0.1402 | 0.1546 |
|
| 288 |
+
| 0.5613 | 232.0 | 3480 | 0.7075 | 0.1272 | 0.0349 | 0.0574 | 0.1402 | 0.1546 |
|
| 289 |
+
| 0.5491 | 233.0 | 3495 | 0.7072 | 0.1264 | 0.0340 | 0.0561 | 0.1389 | 0.1546 |
|
| 290 |
+
| 0.5802 | 234.0 | 3510 | 0.7085 | 0.1278 | 0.0363 | 0.0592 | 0.1389 | 0.1566 |
|
| 291 |
+
| 0.5559 | 235.0 | 3525 | 0.7092 | 0.1275 | 0.0363 | 0.0591 | 0.1362 | 0.1586 |
|
| 292 |
+
| 0.5526 | 236.0 | 3540 | 0.7092 | 0.1268 | 0.0337 | 0.0548 | 0.1362 | 0.1586 |
|
| 293 |
+
| 0.5583 | 237.0 | 3555 | 0.7086 | 0.1262 | 0.0323 | 0.0530 | 0.1376 | 0.1566 |
|
| 294 |
+
| 0.5558 | 238.0 | 3570 | 0.7095 | 0.1261 | 0.0309 | 0.0503 | 0.1362 | 0.1586 |
|
| 295 |
+
| 0.5607 | 239.0 | 3585 | 0.7101 | 0.1261 | 0.0309 | 0.0503 | 0.1362 | 0.1586 |
|
| 296 |
+
| 0.5636 | 240.0 | 3600 | 0.7098 | 0.1255 | 0.0295 | 0.0486 | 0.1376 | 0.1566 |
|
| 297 |
+
| 0.5531 | 241.0 | 3615 | 0.7089 | 0.1255 | 0.0295 | 0.0486 | 0.1376 | 0.1566 |
|
| 298 |
+
| 0.5618 | 242.0 | 3630 | 0.7092 | 0.1255 | 0.0295 | 0.0486 | 0.1376 | 0.1566 |
|
| 299 |
+
| 0.5576 | 243.0 | 3645 | 0.7097 | 0.1255 | 0.0295 | 0.0486 | 0.1376 | 0.1566 |
|
| 300 |
+
| 0.5585 | 244.0 | 3660 | 0.7096 | 0.1255 | 0.0295 | 0.0486 | 0.1376 | 0.1566 |
|
| 301 |
+
| 0.56 | 245.0 | 3675 | 0.7087 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 302 |
+
| 0.565 | 246.0 | 3690 | 0.7077 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 303 |
+
| 0.5613 | 247.0 | 3705 | 0.7071 | 0.1265 | 0.0313 | 0.0517 | 0.1389 | 0.1566 |
|
| 304 |
+
| 0.5601 | 248.0 | 3720 | 0.7073 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 305 |
+
| 0.5616 | 249.0 | 3735 | 0.7073 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 306 |
+
| 0.5673 | 250.0 | 3750 | 0.7075 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 307 |
+
| 0.5579 | 251.0 | 3765 | 0.7077 | 0.1248 | 0.0289 | 0.0471 | 0.1362 | 0.1566 |
|
| 308 |
+
| 0.5576 | 252.0 | 3780 | 0.7086 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 309 |
+
| 0.555 | 253.0 | 3795 | 0.7084 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 310 |
+
| 0.5512 | 254.0 | 3810 | 0.7081 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 311 |
+
| 0.5649 | 255.0 | 3825 | 0.7083 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 312 |
+
| 0.5533 | 256.0 | 3840 | 0.7086 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 313 |
+
| 0.5588 | 257.0 | 3855 | 0.7086 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 314 |
+
| 0.5511 | 258.0 | 3870 | 0.7088 | 0.1252 | 0.0313 | 0.0516 | 0.1336 | 0.1586 |
|
| 315 |
+
| 0.558 | 259.0 | 3885 | 0.7083 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 316 |
+
| 0.5645 | 260.0 | 3900 | 0.7084 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 317 |
+
| 0.5557 | 261.0 | 3915 | 0.7080 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 318 |
+
| 0.5609 | 262.0 | 3930 | 0.7083 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 319 |
+
| 0.5477 | 263.0 | 3945 | 0.7090 | 0.1260 | 0.0326 | 0.0535 | 0.1349 | 0.1586 |
|
| 320 |
+
| 0.5625 | 264.0 | 3960 | 0.7091 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 321 |
+
| 0.5518 | 265.0 | 3975 | 0.7091 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 322 |
+
| 0.563 | 266.0 | 3990 | 0.7089 | 0.1255 | 0.0314 | 0.0517 | 0.1362 | 0.1566 |
|
| 323 |
+
| 0.546 | 267.0 | 4005 | 0.7092 | 0.1255 | 0.0314 | 0.0517 | 0.1362 | 0.1566 |
|
| 324 |
+
| 0.5563 | 268.0 | 4020 | 0.7096 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 325 |
+
| 0.5651 | 269.0 | 4035 | 0.7102 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 326 |
+
| 0.5471 | 270.0 | 4050 | 0.7097 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 327 |
+
| 0.5675 | 271.0 | 4065 | 0.7088 | 0.1254 | 0.0313 | 0.0517 | 0.1362 | 0.1566 |
|
| 328 |
+
| 0.5564 | 272.0 | 4080 | 0.7086 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 329 |
+
| 0.556 | 273.0 | 4095 | 0.7087 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 330 |
+
| 0.5446 | 274.0 | 4110 | 0.7088 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 331 |
+
| 0.5393 | 275.0 | 4125 | 0.7089 | 0.1260 | 0.0328 | 0.0535 | 0.1349 | 0.1586 |
|
| 332 |
+
| 0.5487 | 276.0 | 4140 | 0.7093 | 0.1255 | 0.0314 | 0.0517 | 0.1362 | 0.1566 |
|
| 333 |
+
| 0.5693 | 277.0 | 4155 | 0.7094 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 334 |
+
| 0.5569 | 278.0 | 4170 | 0.7096 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 335 |
+
| 0.5587 | 279.0 | 4185 | 0.7097 | 0.1227 | 0.0334 | 0.0539 | 0.1323 | 0.1526 |
|
| 336 |
+
| 0.55 | 280.0 | 4200 | 0.7098 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 337 |
+
| 0.5582 | 281.0 | 4215 | 0.7101 | 0.1218 | 0.0319 | 0.0520 | 0.1310 | 0.1526 |
|
| 338 |
+
| 0.5469 | 282.0 | 4230 | 0.7101 | 0.1218 | 0.0319 | 0.0520 | 0.1310 | 0.1526 |
|
| 339 |
+
| 0.5458 | 283.0 | 4245 | 0.7102 | 0.1218 | 0.0319 | 0.0520 | 0.1310 | 0.1526 |
|
| 340 |
+
| 0.5708 | 284.0 | 4260 | 0.7104 | 0.1218 | 0.0319 | 0.0520 | 0.1310 | 0.1526 |
|
| 341 |
+
| 0.557 | 285.0 | 4275 | 0.7101 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 342 |
+
| 0.5578 | 286.0 | 4290 | 0.7099 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 343 |
+
| 0.5596 | 287.0 | 4305 | 0.7097 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 344 |
+
| 0.5544 | 288.0 | 4320 | 0.7097 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 345 |
+
| 0.55 | 289.0 | 4335 | 0.7096 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 346 |
+
| 0.5464 | 290.0 | 4350 | 0.7096 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 347 |
+
| 0.5423 | 291.0 | 4365 | 0.7095 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 348 |
+
| 0.5421 | 292.0 | 4380 | 0.7094 | 0.1221 | 0.0320 | 0.0521 | 0.1336 | 0.1506 |
|
| 349 |
+
| 0.5624 | 293.0 | 4395 | 0.7094 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 350 |
+
| 0.5658 | 294.0 | 4410 | 0.7094 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 351 |
+
| 0.5497 | 295.0 | 4425 | 0.7093 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 352 |
+
| 0.5553 | 296.0 | 4440 | 0.7094 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 353 |
+
| 0.5613 | 297.0 | 4455 | 0.7094 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 354 |
+
| 0.554 | 298.0 | 4470 | 0.7095 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 355 |
+
| 0.5613 | 299.0 | 4485 | 0.7095 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 356 |
+
| 0.5528 | 300.0 | 4500 | 0.7095 | 0.1221 | 0.0319 | 0.0521 | 0.1336 | 0.1506 |
|
| 357 |
+
|
| 358 |
+
|
| 359 |
+
### Framework versions
|
| 360 |
|
| 361 |
+
- Transformers 4.31.0
|
| 362 |
+
- Pytorch 2.0.1
|
| 363 |
+
- Datasets 2.14.4
|
| 364 |
+
- Tokenizers 0.13.3
|