End of training
Browse files
README.md
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
license: apache-2.0
|
| 4 |
+
base_model: facebook/detr-resnet-50-dc5
|
| 5 |
+
tags:
|
| 6 |
+
- generated_from_trainer
|
| 7 |
+
model-index:
|
| 8 |
+
- name: detr-resnet-50-dc5-grasshopper-testdata-noaug-maxsteps-10000-batchsize-2-ilham
|
| 9 |
+
results: []
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 14 |
+
|
| 15 |
+
# detr-resnet-50-dc5-grasshopper-testdata-noaug-maxsteps-10000-batchsize-2-ilham
|
| 16 |
+
|
| 17 |
+
This model is a fine-tuned version of [facebook/detr-resnet-50-dc5](https://huggingface.co/facebook/detr-resnet-50-dc5) on the None dataset.
|
| 18 |
+
It achieves the following results on the evaluation set:
|
| 19 |
+
- Loss: 2.4932
|
| 20 |
+
- Map: 0.0333
|
| 21 |
+
- Map 50: 0.0821
|
| 22 |
+
- Map 75: 0.02
|
| 23 |
+
- Map Small: 0.0053
|
| 24 |
+
- Map Medium: 0.0338
|
| 25 |
+
- Map Large: 0.0505
|
| 26 |
+
- Mar 1: 0.0161
|
| 27 |
+
- Mar 10: 0.0587
|
| 28 |
+
- Mar 100: 0.1495
|
| 29 |
+
- Mar Small: 0.0143
|
| 30 |
+
- Mar Medium: 0.1522
|
| 31 |
+
- Mar Large: 0.05
|
| 32 |
+
- Map Recilia dorsalis: 0.0958
|
| 33 |
+
- Mar 100 Recilia dorsalis: 0.3407
|
| 34 |
+
- Map Nephotettix malayanus: 0.0345
|
| 35 |
+
- Mar 100 Nephotettix malayanus: 0.1335
|
| 36 |
+
- Map Sogatella furcifera: 0.0018
|
| 37 |
+
- Mar 100 Sogatella furcifera: 0.0409
|
| 38 |
+
- Map Nilaparvata lugens: 0.0011
|
| 39 |
+
- Mar 100 Nilaparvata lugens: 0.0829
|
| 40 |
+
|
| 41 |
+
## Model description
|
| 42 |
+
|
| 43 |
+
More information needed
|
| 44 |
+
|
| 45 |
+
## Intended uses & limitations
|
| 46 |
+
|
| 47 |
+
More information needed
|
| 48 |
+
|
| 49 |
+
## Training and evaluation data
|
| 50 |
+
|
| 51 |
+
More information needed
|
| 52 |
+
|
| 53 |
+
## Training procedure
|
| 54 |
+
|
| 55 |
+
### Training hyperparameters
|
| 56 |
+
|
| 57 |
+
The following hyperparameters were used during training:
|
| 58 |
+
- learning_rate: 1e-05
|
| 59 |
+
- train_batch_size: 2
|
| 60 |
+
- eval_batch_size: 2
|
| 61 |
+
- seed: 42
|
| 62 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 63 |
+
- lr_scheduler_type: linear
|
| 64 |
+
- training_steps: 10000
|
| 65 |
+
- mixed_precision_training: Native AMP
|
| 66 |
+
|
| 67 |
+
### Training results
|
| 68 |
+
|
| 69 |
+
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Recilia dorsalis | Mar 100 Recilia dorsalis | Map Nephotettix malayanus | Mar 100 Nephotettix malayanus | Map Sogatella furcifera | Mar 100 Sogatella furcifera | Map Nilaparvata lugens | Mar 100 Nilaparvata lugens |
|
| 70 |
+
|:-------------:|:--------:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:--------------------:|:------------------------:|:-------------------------:|:-----------------------------:|:-----------------------:|:---------------------------:|:----------------------:|:--------------------------:|
|
| 71 |
+
| 7.4546 | 0.5952 | 50 | 6.1204 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0006 | 0.0037 | 0.0067 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0023 | 0.0001 | 0.0042 | 0.0001 | 0.0205 | 0.0 | 0.0 |
|
| 72 |
+
| 3.0891 | 1.1905 | 100 | 5.5380 | 0.0004 | 0.0018 | 0.0001 | 0.0 | 0.0021 | 0.0 | 0.0022 | 0.0081 | 0.0191 | 0.0 | 0.0201 | 0.0 | 0.0009 | 0.0301 | 0.0003 | 0.0167 | 0.0006 | 0.0295 | 0.0 | 0.0 |
|
| 73 |
+
| 7.0419 | 1.7857 | 150 | 4.9099 | 0.0036 | 0.0137 | 0.0011 | 0.0 | 0.0041 | 0.0 | 0.0066 | 0.0234 | 0.0445 | 0.0 | 0.0465 | 0.0 | 0.0111 | 0.0949 | 0.0007 | 0.0228 | 0.0024 | 0.0545 | 0.0 | 0.0059 |
|
| 74 |
+
| 4.7901 | 2.3810 | 200 | 4.0027 | 0.0039 | 0.0118 | 0.0005 | 0.0 | 0.0059 | 0.0 | 0.0037 | 0.0128 | 0.0421 | 0.0 | 0.0426 | 0.0 | 0.0083 | 0.1477 | 0.0001 | 0.0005 | 0.0074 | 0.0114 | 0.0 | 0.0088 |
|
| 75 |
+
| 2.9157 | 2.9762 | 250 | 3.8153 | 0.0009 | 0.004 | 0.0002 | 0.0 | 0.001 | 0.0 | 0.0015 | 0.0064 | 0.0325 | 0.0 | 0.0325 | 0.0 | 0.0037 | 0.1301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
| 76 |
+
| 2.625 | 3.5714 | 300 | 3.6508 | 0.0043 | 0.0124 | 0.0004 | 0.0 | 0.0044 | 0.0 | 0.0023 | 0.0092 | 0.0442 | 0.0 | 0.0442 | 0.0 | 0.0174 | 0.175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0018 |
|
| 77 |
+
| 2.3755 | 4.1667 | 350 | 3.6447 | 0.0079 | 0.0234 | 0.0018 | 0.0 | 0.0081 | 0.0 | 0.0028 | 0.0136 | 0.0401 | 0.0 | 0.0402 | 0.0 | 0.0316 | 0.1523 | 0.0001 | 0.0033 | 0.0 | 0.0 | 0.0 | 0.0047 |
|
| 78 |
+
| 4.4918 | 4.7619 | 400 | 3.5190 | 0.007 | 0.0241 | 0.0028 | 0.0 | 0.0072 | 0.0 | 0.002 | 0.0108 | 0.0529 | 0.0 | 0.0531 | 0.0 | 0.028 | 0.2019 | 0.0001 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0082 |
|
| 79 |
+
| 4.3961 | 5.3571 | 450 | 3.4433 | 0.0072 | 0.0245 | 0.0017 | 0.0 | 0.0075 | 0.0 | 0.0021 | 0.0119 | 0.0509 | 0.0 | 0.0515 | 0.0 | 0.027 | 0.1736 | 0.0018 | 0.0065 | 0.0 | 0.0 | 0.0001 | 0.0235 |
|
| 80 |
+
| 2.0585 | 5.9524 | 500 | 3.3878 | 0.009 | 0.0291 | 0.0015 | 0.0 | 0.0091 | 0.0 | 0.0015 | 0.0117 | 0.0581 | 0.0 | 0.0587 | 0.0 | 0.0353 | 0.2032 | 0.0005 | 0.0028 | 0.0 | 0.0 | 0.0001 | 0.0265 |
|
| 81 |
+
| 3.295 | 6.5476 | 550 | 3.2713 | 0.0104 | 0.0348 | 0.0027 | 0.0 | 0.0105 | 0.0 | 0.0037 | 0.0168 | 0.0617 | 0.0 | 0.0627 | 0.0 | 0.0359 | 0.2005 | 0.0054 | 0.0065 | 0.0 | 0.0 | 0.0002 | 0.04 |
|
| 82 |
+
| 3.108 | 7.1429 | 600 | 3.1867 | 0.016 | 0.0475 | 0.0059 | 0.0 | 0.0162 | 0.0 | 0.0045 | 0.019 | 0.0735 | 0.0 | 0.0745 | 0.0 | 0.0569 | 0.2468 | 0.0069 | 0.0033 | 0.0 | 0.0 | 0.0002 | 0.0441 |
|
| 83 |
+
| 4.2217 | 7.7381 | 650 | 3.1803 | 0.0162 | 0.0508 | 0.0049 | 0.0 | 0.0163 | 0.0 | 0.0032 | 0.0161 | 0.0682 | 0.0 | 0.0685 | 0.0 | 0.0649 | 0.2556 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0171 |
|
| 84 |
+
| 3.058 | 8.3333 | 700 | 3.2050 | 0.0119 | 0.0376 | 0.0022 | 0.0 | 0.012 | 0.0 | 0.0032 | 0.0134 | 0.0618 | 0.0 | 0.0623 | 0.0 | 0.043 | 0.2213 | 0.0045 | 0.0023 | 0.0 | 0.0 | 0.0001 | 0.0235 |
|
| 85 |
+
| 3.2302 | 8.9286 | 750 | 3.1112 | 0.0134 | 0.0437 | 0.0047 | 0.0 | 0.0135 | 0.0 | 0.0037 | 0.0142 | 0.0712 | 0.0 | 0.0719 | 0.0 | 0.052 | 0.2509 | 0.0015 | 0.0014 | 0.0 | 0.0 | 0.0001 | 0.0324 |
|
| 86 |
+
| 2.3508 | 9.5238 | 800 | 3.0767 | 0.0131 | 0.0482 | 0.0036 | 0.0 | 0.0131 | 0.0 | 0.0039 | 0.0163 | 0.0622 | 0.0 | 0.0627 | 0.0 | 0.0443 | 0.2245 | 0.0079 | 0.0037 | 0.0 | 0.0 | 0.0001 | 0.0206 |
|
| 87 |
+
| 3.237 | 10.1190 | 850 | 3.0410 | 0.0115 | 0.0432 | 0.0018 | 0.0 | 0.0115 | 0.0 | 0.0032 | 0.011 | 0.0651 | 0.0 | 0.0655 | 0.0 | 0.0458 | 0.2403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.02 |
|
| 88 |
+
| 3.3086 | 10.7143 | 900 | 3.0368 | 0.0143 | 0.0432 | 0.004 | 0.0 | 0.0144 | 0.0 | 0.0042 | 0.0124 | 0.0722 | 0.0 | 0.073 | 0.0 | 0.0522 | 0.2537 | 0.005 | 0.0023 | 0.0 | 0.0 | 0.0002 | 0.0329 |
|
| 89 |
+
| 3.5539 | 11.3095 | 950 | 3.1159 | 0.0171 | 0.0479 | 0.0077 | 0.0 | 0.0172 | 0.0 | 0.0047 | 0.0164 | 0.072 | 0.0 | 0.0724 | 0.0 | 0.0613 | 0.263 | 0.0073 | 0.0037 | 0.0 | 0.0 | 0.0001 | 0.0212 |
|
| 90 |
+
| 1.9724 | 11.9048 | 1000 | 3.0500 | 0.0134 | 0.039 | 0.0057 | 0.0 | 0.0135 | 0.0 | 0.0045 | 0.0176 | 0.0734 | 0.0 | 0.074 | 0.0 | 0.0449 | 0.2574 | 0.0085 | 0.0079 | 0.0 | 0.0 | 0.0001 | 0.0282 |
|
| 91 |
+
| 2.4243 | 12.5 | 1050 | 3.0655 | 0.0112 | 0.0373 | 0.0045 | 0.0 | 0.0113 | 0.0 | 0.0043 | 0.0169 | 0.068 | 0.0 | 0.0685 | 0.0 | 0.036 | 0.238 | 0.0089 | 0.0098 | 0.0 | 0.0 | 0.0001 | 0.0241 |
|
| 92 |
+
| 3.4438 | 13.0952 | 1100 | 3.1563 | 0.0133 | 0.0417 | 0.002 | 0.0 | 0.0134 | 0.0 | 0.0028 | 0.0148 | 0.0733 | 0.0 | 0.074 | 0.0 | 0.0504 | 0.2574 | 0.0026 | 0.0033 | 0.0 | 0.0 | 0.0001 | 0.0324 |
|
| 93 |
+
| 1.7927 | 13.6905 | 1150 | 3.0797 | 0.0185 | 0.0525 | 0.0081 | 0.0 | 0.0186 | 0.0 | 0.0046 | 0.0186 | 0.0814 | 0.0 | 0.0821 | 0.0 | 0.0669 | 0.2931 | 0.0069 | 0.0033 | 0.0 | 0.0 | 0.0001 | 0.0294 |
|
| 94 |
+
| 2.5378 | 14.2857 | 1200 | 3.0169 | 0.015 | 0.0434 | 0.0068 | 0.0 | 0.0152 | 0.0 | 0.0048 | 0.0178 | 0.0777 | 0.0 | 0.0784 | 0.0 | 0.0502 | 0.269 | 0.0099 | 0.0088 | 0.0 | 0.0 | 0.0001 | 0.0329 |
|
| 95 |
+
| 1.8713 | 14.8810 | 1250 | 2.9527 | 0.0132 | 0.0365 | 0.0052 | 0.0 | 0.0133 | 0.0 | 0.0038 | 0.0169 | 0.076 | 0.0 | 0.0768 | 0.0 | 0.0432 | 0.2593 | 0.0094 | 0.013 | 0.0 | 0.0 | 0.0001 | 0.0318 |
|
| 96 |
+
| 2.651 | 15.4762 | 1300 | 2.9760 | 0.0141 | 0.0387 | 0.0066 | 0.0 | 0.0142 | 0.0 | 0.0038 | 0.0147 | 0.0797 | 0.0 | 0.0803 | 0.0 | 0.049 | 0.2856 | 0.0072 | 0.0079 | 0.0 | 0.0 | 0.0001 | 0.0253 |
|
| 97 |
+
| 2.1526 | 16.0714 | 1350 | 3.1095 | 0.0128 | 0.0371 | 0.0058 | 0.0 | 0.0129 | 0.0 | 0.0029 | 0.014 | 0.0783 | 0.0 | 0.079 | 0.0 | 0.0433 | 0.2759 | 0.0079 | 0.0079 | 0.0 | 0.0 | 0.0001 | 0.0294 |
|
| 98 |
+
| 3.8567 | 16.6667 | 1400 | 3.0147 | 0.013 | 0.0376 | 0.0057 | 0.0 | 0.0131 | 0.0 | 0.005 | 0.0161 | 0.077 | 0.0 | 0.0775 | 0.0 | 0.0461 | 0.2764 | 0.0058 | 0.0116 | 0.0 | 0.0 | 0.0001 | 0.02 |
|
| 99 |
+
| 1.9783 | 17.2619 | 1450 | 3.0208 | 0.0142 | 0.0381 | 0.0076 | 0.0 | 0.0143 | 0.0 | 0.0052 | 0.0189 | 0.079 | 0.0 | 0.0796 | 0.0 | 0.0483 | 0.2824 | 0.0084 | 0.0107 | 0.0 | 0.0 | 0.0001 | 0.0229 |
|
| 100 |
+
| 1.7907 | 17.8571 | 1500 | 2.9505 | 0.0168 | 0.0502 | 0.0073 | 0.0 | 0.0169 | 0.0 | 0.0046 | 0.0202 | 0.0861 | 0.0 | 0.0868 | 0.0 | 0.0568 | 0.3037 | 0.0102 | 0.0112 | 0.0 | 0.0 | 0.0001 | 0.0294 |
|
| 101 |
+
| 3.0093 | 18.4524 | 1550 | 2.9710 | 0.0155 | 0.0443 | 0.0062 | 0.0 | 0.0156 | 0.0 | 0.0049 | 0.0173 | 0.0831 | 0.0 | 0.0838 | 0.0 | 0.0564 | 0.2944 | 0.0055 | 0.0074 | 0.0 | 0.0 | 0.0001 | 0.0306 |
|
| 102 |
+
| 2.1716 | 19.0476 | 1600 | 2.9435 | 0.0133 | 0.0365 | 0.0055 | 0.0 | 0.0133 | 0.0 | 0.0043 | 0.0185 | 0.0816 | 0.0 | 0.0825 | 0.0 | 0.0464 | 0.2778 | 0.0064 | 0.0112 | 0.0 | 0.0 | 0.0002 | 0.0376 |
|
| 103 |
+
| 2.0769 | 19.6429 | 1650 | 2.9077 | 0.0145 | 0.0415 | 0.0086 | 0.0 | 0.0145 | 0.0 | 0.0064 | 0.0191 | 0.0842 | 0.0 | 0.0851 | 0.0 | 0.0493 | 0.2852 | 0.0084 | 0.0121 | 0.0 | 0.0 | 0.0002 | 0.0394 |
|
| 104 |
+
| 2.0751 | 20.2381 | 1700 | 2.9094 | 0.0146 | 0.0425 | 0.0075 | 0.0 | 0.0146 | 0.0 | 0.0028 | 0.0183 | 0.0811 | 0.0 | 0.0819 | 0.0 | 0.0521 | 0.2843 | 0.0059 | 0.0042 | 0.0 | 0.0 | 0.0002 | 0.0359 |
|
| 105 |
+
| 2.2801 | 20.8333 | 1750 | 2.8951 | 0.0141 | 0.0413 | 0.0074 | 0.0 | 0.0141 | 0.0 | 0.0037 | 0.0151 | 0.0851 | 0.0 | 0.0861 | 0.0 | 0.0492 | 0.287 | 0.0068 | 0.0074 | 0.0 | 0.0 | 0.0002 | 0.0459 |
|
| 106 |
+
| 2.4332 | 21.4286 | 1800 | 2.9038 | 0.0142 | 0.039 | 0.0059 | 0.0 | 0.0142 | 0.0 | 0.0037 | 0.015 | 0.0804 | 0.0 | 0.0814 | 0.0 | 0.0485 | 0.2745 | 0.0079 | 0.0042 | 0.0 | 0.0 | 0.0002 | 0.0429 |
|
| 107 |
+
| 3.6742 | 22.0238 | 1850 | 2.7914 | 0.017 | 0.0465 | 0.0071 | 0.0 | 0.0171 | 0.0 | 0.0046 | 0.0224 | 0.0892 | 0.0 | 0.0904 | 0.0 | 0.0591 | 0.2944 | 0.0086 | 0.007 | 0.0 | 0.0 | 0.0003 | 0.0553 |
|
| 108 |
+
| 2.6172 | 22.6190 | 1900 | 2.8617 | 0.0152 | 0.0403 | 0.0106 | 0.0 | 0.0154 | 0.0 | 0.0066 | 0.0219 | 0.0873 | 0.0 | 0.0884 | 0.0 | 0.0521 | 0.2898 | 0.0082 | 0.0112 | 0.0 | 0.0 | 0.0003 | 0.0482 |
|
| 109 |
+
| 1.4784 | 23.2143 | 1950 | 2.8535 | 0.0176 | 0.0447 | 0.0106 | 0.0 | 0.0177 | 0.0 | 0.006 | 0.0197 | 0.091 | 0.0 | 0.0918 | 0.0 | 0.0613 | 0.3185 | 0.009 | 0.0126 | 0.0 | 0.0 | 0.0002 | 0.0329 |
|
| 110 |
+
| 1.6666 | 23.8095 | 2000 | 2.8936 | 0.0201 | 0.0557 | 0.0093 | 0.0 | 0.0202 | 0.0 | 0.0045 | 0.0197 | 0.0925 | 0.0 | 0.0933 | 0.0 | 0.0748 | 0.3231 | 0.0055 | 0.0098 | 0.0 | 0.0 | 0.0002 | 0.0371 |
|
| 111 |
+
| 2.492 | 24.4048 | 2050 | 2.8839 | 0.0199 | 0.0541 | 0.0103 | 0.0 | 0.02 | 0.0 | 0.006 | 0.0198 | 0.0887 | 0.0 | 0.0893 | 0.0 | 0.0721 | 0.3181 | 0.0076 | 0.0107 | 0.0 | 0.0 | 0.0001 | 0.0259 |
|
| 112 |
+
| 3.2219 | 25.0 | 2100 | 2.8863 | 0.0139 | 0.0411 | 0.0079 | 0.0 | 0.014 | 0.0 | 0.0045 | 0.0205 | 0.0796 | 0.0 | 0.0801 | 0.0 | 0.0477 | 0.2847 | 0.008 | 0.0107 | 0.0 | 0.0 | 0.0001 | 0.0229 |
|
| 113 |
+
| 2.9668 | 25.5952 | 2150 | 2.8588 | 0.013 | 0.0376 | 0.0056 | 0.0 | 0.013 | 0.0 | 0.0044 | 0.0154 | 0.0809 | 0.0 | 0.0817 | 0.0 | 0.0492 | 0.2815 | 0.0025 | 0.0074 | 0.0 | 0.0 | 0.0002 | 0.0347 |
|
| 114 |
+
| 3.1214 | 26.1905 | 2200 | 2.9280 | 0.013 | 0.0339 | 0.0076 | 0.0 | 0.0131 | 0.0 | 0.0065 | 0.0183 | 0.09 | 0.0 | 0.0911 | 0.0 | 0.0453 | 0.288 | 0.0063 | 0.0256 | 0.0 | 0.0 | 0.0003 | 0.0465 |
|
| 115 |
+
| 2.6639 | 26.7857 | 2250 | 2.8761 | 0.0135 | 0.0367 | 0.0062 | 0.0 | 0.0137 | 0.0 | 0.0073 | 0.0207 | 0.0897 | 0.0 | 0.0908 | 0.0 | 0.0463 | 0.2861 | 0.0075 | 0.0237 | 0.0 | 0.0 | 0.0003 | 0.0488 |
|
| 116 |
+
| 2.2444 | 27.3810 | 2300 | 2.9808 | 0.0145 | 0.0422 | 0.0062 | 0.0 | 0.0147 | 0.0 | 0.0071 | 0.0214 | 0.0829 | 0.0 | 0.0838 | 0.0 | 0.048 | 0.2796 | 0.0098 | 0.0163 | 0.0 | 0.0 | 0.0002 | 0.0359 |
|
| 117 |
+
| 2.8195 | 27.9762 | 2350 | 2.9021 | 0.0158 | 0.0425 | 0.0099 | 0.0 | 0.0159 | 0.0 | 0.0063 | 0.0236 | 0.0909 | 0.0 | 0.0919 | 0.0 | 0.0506 | 0.3005 | 0.0124 | 0.0209 | 0.0 | 0.0 | 0.0002 | 0.0424 |
|
| 118 |
+
| 1.9824 | 28.5714 | 2400 | 2.8553 | 0.0121 | 0.0339 | 0.0054 | 0.0 | 0.0122 | 0.0 | 0.0075 | 0.0209 | 0.0847 | 0.0 | 0.0859 | 0.0 | 0.0426 | 0.2639 | 0.0054 | 0.0237 | 0.0 | 0.0 | 0.0003 | 0.0512 |
|
| 119 |
+
| 2.4574 | 29.1667 | 2450 | 2.8393 | 0.0113 | 0.0335 | 0.0059 | 0.0 | 0.0113 | 0.0 | 0.0037 | 0.0166 | 0.0716 | 0.0 | 0.0723 | 0.0 | 0.038 | 0.2412 | 0.0069 | 0.0121 | 0.0 | 0.0 | 0.0002 | 0.0329 |
|
| 120 |
+
| 1.9585 | 29.7619 | 2500 | 2.7672 | 0.0133 | 0.0365 | 0.0081 | 0.0 | 0.0134 | 0.0 | 0.0071 | 0.0227 | 0.0878 | 0.0 | 0.0889 | 0.0 | 0.0459 | 0.2898 | 0.0069 | 0.0163 | 0.0 | 0.0 | 0.0003 | 0.0453 |
|
| 121 |
+
| 3.2506 | 30.3571 | 2550 | 2.8153 | 0.0137 | 0.0384 | 0.0069 | 0.0 | 0.0139 | 0.0 | 0.0064 | 0.022 | 0.084 | 0.0 | 0.085 | 0.0 | 0.0426 | 0.2731 | 0.012 | 0.02 | 0.0 | 0.0 | 0.0003 | 0.0429 |
|
| 122 |
+
| 3.21 | 30.9524 | 2600 | 2.7157 | 0.0153 | 0.0411 | 0.0073 | 0.0 | 0.0154 | 0.0 | 0.0054 | 0.0215 | 0.0885 | 0.0 | 0.0896 | 0.0 | 0.051 | 0.2958 | 0.0099 | 0.013 | 0.0 | 0.0 | 0.0003 | 0.0453 |
|
| 123 |
+
| 2.9558 | 31.5476 | 2650 | 2.7337 | 0.0155 | 0.0392 | 0.0094 | 0.0 | 0.0157 | 0.0 | 0.0067 | 0.0229 | 0.0891 | 0.0 | 0.0902 | 0.0 | 0.0527 | 0.2894 | 0.0092 | 0.0195 | 0.0 | 0.0 | 0.0003 | 0.0476 |
|
| 124 |
+
| 2.5154 | 32.1429 | 2700 | 2.7609 | 0.016 | 0.0411 | 0.0083 | 0.0 | 0.016 | 0.0 | 0.0063 | 0.0262 | 0.0933 | 0.0 | 0.0944 | 0.0 | 0.0562 | 0.2921 | 0.0074 | 0.0377 | 0.0 | 0.0 | 0.0003 | 0.0435 |
|
| 125 |
+
| 2.7466 | 32.7381 | 2750 | 2.8100 | 0.015 | 0.0407 | 0.0073 | 0.0 | 0.0151 | 0.0 | 0.0057 | 0.0247 | 0.0864 | 0.0 | 0.0874 | 0.0 | 0.0517 | 0.2694 | 0.0082 | 0.0326 | 0.0 | 0.0 | 0.0002 | 0.0435 |
|
| 126 |
+
| 4.0197 | 33.3333 | 2800 | 2.7672 | 0.0155 | 0.0412 | 0.0088 | 0.0 | 0.0157 | 0.0 | 0.0072 | 0.0277 | 0.0894 | 0.0 | 0.0905 | 0.0 | 0.0511 | 0.2796 | 0.0106 | 0.0302 | 0.0 | 0.0 | 0.0003 | 0.0476 |
|
| 127 |
+
| 3.1527 | 33.9286 | 2850 | 2.7591 | 0.0172 | 0.0453 | 0.01 | 0.0 | 0.0172 | 0.0 | 0.0081 | 0.0243 | 0.0875 | 0.0 | 0.0884 | 0.0 | 0.0572 | 0.2889 | 0.0113 | 0.0242 | 0.0 | 0.0 | 0.0002 | 0.0371 |
|
| 128 |
+
| 1.9554 | 34.5238 | 2900 | 2.7563 | 0.0154 | 0.0403 | 0.0081 | 0.0 | 0.0155 | 0.0 | 0.0087 | 0.0264 | 0.093 | 0.0 | 0.0942 | 0.0 | 0.0525 | 0.2986 | 0.0086 | 0.0247 | 0.0 | 0.0 | 0.0003 | 0.0488 |
|
| 129 |
+
| 1.6361 | 35.1190 | 2950 | 2.7492 | 0.0173 | 0.045 | 0.009 | 0.0 | 0.0174 | 0.0 | 0.0089 | 0.0249 | 0.0967 | 0.0 | 0.0979 | 0.0 | 0.0564 | 0.3037 | 0.0126 | 0.0326 | 0.0 | 0.0 | 0.0003 | 0.0506 |
|
| 130 |
+
| 2.2596 | 35.7143 | 3000 | 2.7795 | 0.0134 | 0.0327 | 0.0098 | 0.0 | 0.0135 | 0.0 | 0.0078 | 0.0218 | 0.0873 | 0.0 | 0.0885 | 0.0 | 0.0417 | 0.2819 | 0.0114 | 0.0167 | 0.0 | 0.0 | 0.0003 | 0.0506 |
|
| 131 |
+
| 2.1195 | 36.3095 | 3050 | 2.8448 | 0.0139 | 0.0393 | 0.0069 | 0.0 | 0.014 | 0.0 | 0.0074 | 0.021 | 0.0873 | 0.0 | 0.0884 | 0.0 | 0.0451 | 0.2829 | 0.0103 | 0.0205 | 0.0 | 0.0 | 0.0003 | 0.0459 |
|
| 132 |
+
| 2.3732 | 36.9048 | 3100 | 2.7696 | 0.0155 | 0.0425 | 0.0089 | 0.0 | 0.0156 | 0.0 | 0.0074 | 0.0226 | 0.0912 | 0.0 | 0.0923 | 0.0 | 0.0509 | 0.2986 | 0.0109 | 0.0167 | 0.0 | 0.0 | 0.0003 | 0.0494 |
|
| 133 |
+
| 1.8122 | 37.5 | 3150 | 2.8021 | 0.0148 | 0.0395 | 0.0075 | 0.0 | 0.0149 | 0.0 | 0.0064 | 0.0221 | 0.0917 | 0.0 | 0.0928 | 0.0 | 0.0503 | 0.2991 | 0.0085 | 0.0195 | 0.0 | 0.0 | 0.0003 | 0.0482 |
|
| 134 |
+
| 1.8091 | 38.0952 | 3200 | 2.7925 | 0.0143 | 0.039 | 0.0065 | 0.0 | 0.0144 | 0.0 | 0.007 | 0.0228 | 0.0954 | 0.0 | 0.0965 | 0.0 | 0.0532 | 0.3097 | 0.0037 | 0.0223 | 0.0 | 0.0 | 0.0003 | 0.0494 |
|
| 135 |
+
| 2.8387 | 38.6905 | 3250 | 2.8216 | 0.0146 | 0.0402 | 0.0071 | 0.0 | 0.0148 | 0.0 | 0.0064 | 0.0238 | 0.0926 | 0.0 | 0.0938 | 0.0 | 0.0518 | 0.2968 | 0.0064 | 0.0223 | 0.0 | 0.0 | 0.0003 | 0.0512 |
|
| 136 |
+
| 1.1967 | 39.2857 | 3300 | 2.7958 | 0.0125 | 0.0379 | 0.0058 | 0.0 | 0.0126 | 0.0 | 0.0056 | 0.0205 | 0.083 | 0.0 | 0.0839 | 0.0 | 0.0479 | 0.2759 | 0.002 | 0.0209 | 0.0 | 0.0 | 0.0002 | 0.0353 |
|
| 137 |
+
| 2.4042 | 39.8810 | 3350 | 2.7605 | 0.0164 | 0.0427 | 0.0092 | 0.0 | 0.0166 | 0.0 | 0.0101 | 0.0259 | 0.1007 | 0.0 | 0.1018 | 0.0 | 0.0591 | 0.3278 | 0.0064 | 0.0279 | 0.0 | 0.0 | 0.0003 | 0.0471 |
|
| 138 |
+
| 2.1347 | 40.4762 | 3400 | 2.7584 | 0.0153 | 0.0384 | 0.0098 | 0.0 | 0.0154 | 0.0 | 0.006 | 0.0221 | 0.0969 | 0.0 | 0.0982 | 0.0 | 0.0561 | 0.3167 | 0.0045 | 0.0181 | 0.0 | 0.0 | 0.0004 | 0.0529 |
|
| 139 |
+
| 2.3655 | 41.0714 | 3450 | 2.7901 | 0.0143 | 0.0378 | 0.0079 | 0.0 | 0.0145 | 0.0 | 0.0059 | 0.0231 | 0.0951 | 0.0 | 0.0962 | 0.0 | 0.0503 | 0.3083 | 0.0065 | 0.0237 | 0.0 | 0.0 | 0.0003 | 0.0482 |
|
| 140 |
+
| 1.9613 | 41.6667 | 3500 | 2.8064 | 0.0148 | 0.0396 | 0.0069 | 0.0 | 0.0149 | 0.0 | 0.0068 | 0.0229 | 0.0939 | 0.0 | 0.0949 | 0.0 | 0.0571 | 0.3125 | 0.002 | 0.02 | 0.0 | 0.0 | 0.0003 | 0.0429 |
|
| 141 |
+
| 1.7809 | 42.2619 | 3550 | 2.7503 | 0.017 | 0.0469 | 0.0079 | 0.0 | 0.017 | 0.0 | 0.0061 | 0.0302 | 0.1025 | 0.0 | 0.1037 | 0.0 | 0.0629 | 0.3282 | 0.0046 | 0.0307 | 0.0 | 0.0 | 0.0004 | 0.0512 |
|
| 142 |
+
| 2.4661 | 42.8571 | 3600 | 2.7294 | 0.0209 | 0.0571 | 0.0081 | 0.0 | 0.0211 | 0.0 | 0.0073 | 0.0293 | 0.1023 | 0.0 | 0.1038 | 0.0 | 0.0695 | 0.313 | 0.0139 | 0.0358 | 0.0 | 0.0 | 0.0004 | 0.0606 |
|
| 143 |
+
| 1.8027 | 43.4524 | 3650 | 2.7443 | 0.0185 | 0.0521 | 0.0082 | 0.0 | 0.0186 | 0.0 | 0.0073 | 0.0283 | 0.0951 | 0.0 | 0.0963 | 0.0 | 0.0541 | 0.2852 | 0.0198 | 0.047 | 0.0 | 0.0 | 0.0003 | 0.0482 |
|
| 144 |
+
| 1.9605 | 44.0476 | 3700 | 2.7724 | 0.015 | 0.0399 | 0.0073 | 0.0 | 0.0152 | 0.0 | 0.0089 | 0.0296 | 0.0919 | 0.0 | 0.0933 | 0.0 | 0.0488 | 0.2639 | 0.0109 | 0.0442 | 0.0 | 0.0 | 0.0004 | 0.0594 |
|
| 145 |
+
| 2.3219 | 44.6429 | 3750 | 2.6873 | 0.0198 | 0.054 | 0.0086 | 0.0 | 0.02 | 0.0 | 0.0089 | 0.0309 | 0.0989 | 0.0 | 0.1001 | 0.0 | 0.0683 | 0.3032 | 0.0108 | 0.0442 | 0.0 | 0.0 | 0.0003 | 0.0482 |
|
| 146 |
+
| 3.1291 | 45.2381 | 3800 | 2.6679 | 0.0216 | 0.0558 | 0.0111 | 0.0 | 0.0217 | 0.0 | 0.0106 | 0.0319 | 0.1078 | 0.0 | 0.1093 | 0.0 | 0.0743 | 0.3273 | 0.0118 | 0.0447 | 0.0 | 0.0 | 0.0004 | 0.0594 |
|
| 147 |
+
| 1.8964 | 45.8333 | 3850 | 2.6811 | 0.017 | 0.0516 | 0.0092 | 0.0 | 0.0171 | 0.0 | 0.008 | 0.0278 | 0.0988 | 0.0 | 0.1004 | 0.0 | 0.0549 | 0.2889 | 0.0124 | 0.0381 | 0.0 | 0.0 | 0.0005 | 0.0682 |
|
| 148 |
+
| 2.5316 | 46.4286 | 3900 | 2.6912 | 0.0179 | 0.0479 | 0.0092 | 0.0 | 0.018 | 0.0 | 0.0075 | 0.027 | 0.1017 | 0.0 | 0.1031 | 0.0 | 0.0641 | 0.3102 | 0.0069 | 0.0391 | 0.0 | 0.0 | 0.0004 | 0.0576 |
|
| 149 |
+
| 2.8135 | 47.0238 | 3950 | 2.6549 | 0.0192 | 0.0507 | 0.0108 | 0.002 | 0.0193 | 0.0 | 0.0074 | 0.0281 | 0.1007 | 0.0036 | 0.1018 | 0.0 | 0.0656 | 0.3125 | 0.0108 | 0.0349 | 0.0 | 0.0 | 0.0004 | 0.0553 |
|
| 150 |
+
| 3.1813 | 47.6190 | 4000 | 2.6733 | 0.0213 | 0.0506 | 0.0139 | 0.0 | 0.0214 | 0.0 | 0.0077 | 0.028 | 0.1071 | 0.0 | 0.1082 | 0.0 | 0.0727 | 0.3481 | 0.0123 | 0.0349 | 0.0 | 0.0 | 0.0003 | 0.0453 |
|
| 151 |
+
| 2.6851 | 48.2143 | 4050 | 2.7095 | 0.0173 | 0.0446 | 0.0086 | 0.0 | 0.0174 | 0.0 | 0.008 | 0.0253 | 0.1074 | 0.0 | 0.1087 | 0.0 | 0.0616 | 0.337 | 0.0073 | 0.0377 | 0.0 | 0.0 | 0.0003 | 0.0547 |
|
| 152 |
+
| 1.7636 | 48.8095 | 4100 | 2.6430 | 0.017 | 0.043 | 0.0102 | 0.0 | 0.0171 | 0.0 | 0.008 | 0.0266 | 0.1029 | 0.0 | 0.1042 | 0.0 | 0.0614 | 0.3194 | 0.006 | 0.0363 | 0.0 | 0.0 | 0.0004 | 0.0559 |
|
| 153 |
+
| 3.0702 | 49.4048 | 4150 | 2.6970 | 0.016 | 0.042 | 0.0057 | 0.0 | 0.0162 | 0.0 | 0.0078 | 0.0268 | 0.1003 | 0.0 | 0.1017 | 0.0 | 0.0545 | 0.2995 | 0.009 | 0.0451 | 0.0 | 0.0 | 0.0004 | 0.0565 |
|
| 154 |
+
| 2.4806 | 50.0 | 4200 | 2.6789 | 0.0191 | 0.0475 | 0.0121 | 0.0 | 0.0192 | 0.0 | 0.0088 | 0.0311 | 0.1085 | 0.0 | 0.11 | 0.0 | 0.0627 | 0.3116 | 0.0131 | 0.0605 | 0.0 | 0.0 | 0.0004 | 0.0618 |
|
| 155 |
+
| 1.8828 | 50.5952 | 4250 | 2.6843 | 0.0169 | 0.0428 | 0.0085 | 0.0 | 0.017 | 0.0 | 0.0081 | 0.0309 | 0.1028 | 0.0 | 0.1041 | 0.0 | 0.0603 | 0.3069 | 0.007 | 0.053 | 0.0 | 0.0 | 0.0004 | 0.0512 |
|
| 156 |
+
| 2.6281 | 51.1905 | 4300 | 2.6656 | 0.0168 | 0.0444 | 0.007 | 0.0 | 0.0169 | 0.0 | 0.008 | 0.029 | 0.1035 | 0.0 | 0.1049 | 0.0 | 0.0614 | 0.3102 | 0.0056 | 0.0437 | 0.0 | 0.0 | 0.0004 | 0.06 |
|
| 157 |
+
| 2.7043 | 51.7857 | 4350 | 2.6403 | 0.0187 | 0.0461 | 0.0112 | 0.0013 | 0.0188 | 0.0 | 0.0081 | 0.0306 | 0.1094 | 0.0036 | 0.1109 | 0.0 | 0.0646 | 0.3144 | 0.0096 | 0.0549 | 0.0 | 0.0 | 0.0005 | 0.0682 |
|
| 158 |
+
| 1.2471 | 52.3810 | 4400 | 2.6702 | 0.0186 | 0.0472 | 0.0126 | 0.004 | 0.0188 | 0.0 | 0.0082 | 0.0312 | 0.1096 | 0.0071 | 0.1109 | 0.0 | 0.0652 | 0.3218 | 0.0087 | 0.0507 | 0.0 | 0.0 | 0.0006 | 0.0659 |
|
| 159 |
+
| 2.9681 | 52.9762 | 4450 | 2.6858 | 0.0196 | 0.0488 | 0.0108 | 0.0 | 0.0197 | 0.0 | 0.0099 | 0.0316 | 0.1143 | 0.0 | 0.1158 | 0.0 | 0.0691 | 0.337 | 0.0086 | 0.0609 | 0.0 | 0.0 | 0.0005 | 0.0594 |
|
| 160 |
+
| 1.7295 | 53.5714 | 4500 | 2.6434 | 0.0213 | 0.0543 | 0.0107 | 0.002 | 0.0215 | 0.0 | 0.0086 | 0.0335 | 0.1161 | 0.0071 | 0.1175 | 0.0 | 0.0737 | 0.3412 | 0.011 | 0.0526 | 0.0 | 0.0 | 0.0006 | 0.0706 |
|
| 161 |
+
| 2.3558 | 54.1667 | 4550 | 2.6355 | 0.0186 | 0.0506 | 0.008 | 0.004 | 0.0187 | 0.0 | 0.0072 | 0.0337 | 0.109 | 0.0036 | 0.1105 | 0.0 | 0.0626 | 0.3083 | 0.0111 | 0.0619 | 0.0 | 0.0 | 0.0005 | 0.0659 |
|
| 162 |
+
| 1.8154 | 54.7619 | 4600 | 2.6580 | 0.0184 | 0.0512 | 0.0079 | 0.0 | 0.0185 | 0.0 | 0.0067 | 0.0313 | 0.1074 | 0.0 | 0.1093 | 0.0 | 0.0613 | 0.2958 | 0.0117 | 0.0586 | 0.0 | 0.0 | 0.0006 | 0.0753 |
|
| 163 |
+
| 1.0892 | 55.3571 | 4650 | 2.6029 | 0.0164 | 0.0492 | 0.0063 | 0.0 | 0.0166 | 0.0 | 0.0075 | 0.0295 | 0.1051 | 0.0 | 0.107 | 0.0 | 0.0563 | 0.288 | 0.0086 | 0.0535 | 0.0 | 0.0 | 0.0007 | 0.0788 |
|
| 164 |
+
| 2.7959 | 55.9524 | 4700 | 2.6312 | 0.0197 | 0.0541 | 0.0119 | 0.0 | 0.0198 | 0.0 | 0.0095 | 0.0317 | 0.1127 | 0.0 | 0.1142 | 0.0 | 0.0706 | 0.3389 | 0.0075 | 0.0465 | 0.0 | 0.0 | 0.0007 | 0.0653 |
|
| 165 |
+
| 1.86 | 56.5476 | 4750 | 2.7088 | 0.0168 | 0.0439 | 0.0091 | 0.0 | 0.017 | 0.0 | 0.0084 | 0.0258 | 0.1063 | 0.0 | 0.1077 | 0.0 | 0.0603 | 0.3227 | 0.0066 | 0.0442 | 0.0 | 0.0 | 0.0005 | 0.0582 |
|
| 166 |
+
| 1.5733 | 57.1429 | 4800 | 2.6762 | 0.0182 | 0.0451 | 0.0101 | 0.004 | 0.0184 | 0.0 | 0.0095 | 0.0329 | 0.1103 | 0.0071 | 0.1114 | 0.0 | 0.0636 | 0.3245 | 0.0088 | 0.0572 | 0.0 | 0.0 | 0.0005 | 0.0594 |
|
| 167 |
+
| 1.7953 | 57.7381 | 4850 | 2.5965 | 0.021 | 0.0519 | 0.0118 | 0.004 | 0.0212 | 0.0 | 0.0078 | 0.0342 | 0.1097 | 0.0036 | 0.1109 | 0.0 | 0.0719 | 0.3352 | 0.0118 | 0.0465 | 0.0 | 0.0 | 0.0004 | 0.0571 |
|
| 168 |
+
| 1.9123 | 58.3333 | 4900 | 2.6606 | 0.0175 | 0.0505 | 0.0081 | 0.0 | 0.0176 | 0.0 | 0.0088 | 0.0305 | 0.1009 | 0.0 | 0.1023 | 0.0 | 0.0549 | 0.2935 | 0.0147 | 0.0549 | 0.0 | 0.0 | 0.0004 | 0.0553 |
|
| 169 |
+
| 1.342 | 58.9286 | 4950 | 2.7189 | 0.0195 | 0.0528 | 0.0082 | 0.004 | 0.0196 | 0.0 | 0.0087 | 0.0291 | 0.1031 | 0.0107 | 0.1038 | 0.0 | 0.0664 | 0.3208 | 0.0113 | 0.0428 | 0.0 | 0.0 | 0.0004 | 0.0488 |
|
| 170 |
+
| 3.0454 | 59.5238 | 5000 | 2.5984 | 0.0248 | 0.0612 | 0.0145 | 0.004 | 0.025 | 0.0 | 0.0089 | 0.0337 | 0.1156 | 0.0107 | 0.1167 | 0.0 | 0.0738 | 0.3384 | 0.0251 | 0.0623 | 0.0 | 0.0 | 0.0005 | 0.0618 |
|
| 171 |
+
| 1.4143 | 60.1190 | 5050 | 2.6701 | 0.0195 | 0.0538 | 0.009 | 0.0 | 0.0196 | 0.0 | 0.0071 | 0.0279 | 0.1075 | 0.0 | 0.1091 | 0.0 | 0.062 | 0.3148 | 0.0152 | 0.0493 | 0.0 | 0.0 | 0.0005 | 0.0659 |
|
| 172 |
+
| 1.6468 | 60.7143 | 5100 | 2.6621 | 0.0202 | 0.0489 | 0.0123 | 0.0059 | 0.0203 | 0.0 | 0.0086 | 0.0308 | 0.109 | 0.0107 | 0.1098 | 0.0 | 0.0709 | 0.338 | 0.0095 | 0.047 | 0.0 | 0.0 | 0.0004 | 0.0512 |
|
| 173 |
+
| 3.1546 | 61.3095 | 5150 | 2.6501 | 0.0219 | 0.0555 | 0.0096 | 0.0059 | 0.022 | 0.0 | 0.0075 | 0.0309 | 0.113 | 0.0107 | 0.114 | 0.0 | 0.0778 | 0.3403 | 0.0092 | 0.0474 | 0.0 | 0.0 | 0.0006 | 0.0641 |
|
| 174 |
+
| 3.617 | 61.9048 | 5200 | 2.6077 | 0.0254 | 0.0639 | 0.0158 | 0.004 | 0.0257 | 0.0 | 0.0081 | 0.0344 | 0.1223 | 0.0071 | 0.124 | 0.0 | 0.0773 | 0.3375 | 0.0235 | 0.067 | 0.0 | 0.0 | 0.0009 | 0.0847 |
|
| 175 |
+
| 1.4078 | 62.5 | 5250 | 2.6264 | 0.0216 | 0.0564 | 0.0123 | 0.004 | 0.0217 | 0.0 | 0.009 | 0.0313 | 0.1142 | 0.0071 | 0.1156 | 0.0 | 0.0724 | 0.3278 | 0.0132 | 0.0553 | 0.0 | 0.0 | 0.0007 | 0.0735 |
|
| 176 |
+
| 1.3171 | 63.0952 | 5300 | 2.5980 | 0.023 | 0.0557 | 0.0137 | 0.004 | 0.0231 | 0.0 | 0.0071 | 0.034 | 0.1158 | 0.0036 | 0.1175 | 0.0 | 0.0718 | 0.3259 | 0.0195 | 0.0651 | 0.0 | 0.0 | 0.0006 | 0.0724 |
|
| 177 |
+
| 1.5221 | 63.6905 | 5350 | 2.6430 | 0.0207 | 0.0534 | 0.0121 | 0.0 | 0.0208 | 0.0 | 0.0085 | 0.0321 | 0.1116 | 0.0 | 0.1132 | 0.0 | 0.0669 | 0.3255 | 0.0153 | 0.0563 | 0.0 | 0.0 | 0.0005 | 0.0647 |
|
| 178 |
+
| 3.0371 | 64.2857 | 5400 | 2.6606 | 0.0199 | 0.0505 | 0.0113 | 0.0079 | 0.0201 | 0.0 | 0.0077 | 0.0335 | 0.1127 | 0.0071 | 0.1139 | 0.0 | 0.067 | 0.3319 | 0.0122 | 0.0553 | 0.0 | 0.0 | 0.0006 | 0.0635 |
|
| 179 |
+
| 1.3461 | 64.8810 | 5450 | 2.6517 | 0.0218 | 0.0539 | 0.0141 | 0.004 | 0.0221 | 0.0 | 0.0088 | 0.035 | 0.1164 | 0.0036 | 0.1179 | 0.0 | 0.069 | 0.3264 | 0.0179 | 0.0735 | 0.0 | 0.0 | 0.0005 | 0.0659 |
|
| 180 |
+
| 3.0254 | 65.4762 | 5500 | 2.6664 | 0.0252 | 0.0611 | 0.0149 | 0.0079 | 0.0256 | 0.0 | 0.0064 | 0.0336 | 0.1196 | 0.0071 | 0.1209 | 0.0 | 0.0764 | 0.3505 | 0.0239 | 0.0619 | 0.0 | 0.0 | 0.0006 | 0.0659 |
|
| 181 |
+
| 2.4977 | 66.0714 | 5550 | 2.6556 | 0.0222 | 0.0601 | 0.0116 | 0.0 | 0.0224 | 0.0 | 0.0077 | 0.0312 | 0.1056 | 0.0 | 0.1069 | 0.0 | 0.0706 | 0.3194 | 0.0178 | 0.0507 | 0.0 | 0.0 | 0.0005 | 0.0524 |
|
| 182 |
+
| 2.7955 | 66.6667 | 5600 | 2.6139 | 0.0202 | 0.0506 | 0.0128 | 0.004 | 0.0204 | 0.0 | 0.0095 | 0.0367 | 0.1177 | 0.0071 | 0.1196 | 0.0 | 0.0636 | 0.3222 | 0.0153 | 0.0633 | 0.0012 | 0.0114 | 0.0007 | 0.0741 |
|
| 183 |
+
| 1.377 | 67.2619 | 5650 | 2.6742 | 0.0211 | 0.0567 | 0.0112 | 0.0 | 0.0212 | 0.0 | 0.008 | 0.0334 | 0.1112 | 0.0 | 0.1128 | 0.0 | 0.072 | 0.3241 | 0.0118 | 0.0591 | 0.0 | 0.0 | 0.0006 | 0.0618 |
|
| 184 |
+
| 1.6206 | 67.8571 | 5700 | 2.6946 | 0.0232 | 0.0545 | 0.0149 | 0.0158 | 0.0233 | 0.0252 | 0.0081 | 0.0412 | 0.1216 | 0.0143 | 0.1226 | 0.05 | 0.0748 | 0.3426 | 0.0173 | 0.0721 | 0.0 | 0.0 | 0.0007 | 0.0718 |
|
| 185 |
+
| 1.5313 | 68.4524 | 5750 | 2.6710 | 0.0217 | 0.0585 | 0.0124 | 0.004 | 0.0218 | 0.0252 | 0.0063 | 0.0357 | 0.1141 | 0.0071 | 0.1155 | 0.05 | 0.0636 | 0.3083 | 0.0224 | 0.0744 | 0.0 | 0.0 | 0.0007 | 0.0735 |
|
| 186 |
+
| 1.4385 | 69.0476 | 5800 | 2.6120 | 0.0245 | 0.0593 | 0.0169 | 0.004 | 0.0248 | 0.0 | 0.0065 | 0.0385 | 0.1171 | 0.0071 | 0.1185 | 0.0 | 0.0736 | 0.3259 | 0.0236 | 0.0712 | 0.0 | 0.0 | 0.0006 | 0.0712 |
|
| 187 |
+
| 1.8468 | 69.6429 | 5850 | 2.6097 | 0.0246 | 0.0593 | 0.0121 | 0.002 | 0.0248 | 0.0 | 0.0073 | 0.0397 | 0.121 | 0.0036 | 0.1227 | 0.0 | 0.0745 | 0.3324 | 0.0233 | 0.0763 | 0.0 | 0.0 | 0.0007 | 0.0753 |
|
| 188 |
+
| 3.5324 | 70.2381 | 5900 | 2.6230 | 0.025 | 0.0608 | 0.0151 | 0.0 | 0.0251 | 0.0 | 0.0071 | 0.0391 | 0.1219 | 0.0 | 0.1238 | 0.0 | 0.0731 | 0.3343 | 0.0261 | 0.08 | 0.0 | 0.0 | 0.0007 | 0.0735 |
|
| 189 |
+
| 1.9273 | 70.8333 | 5950 | 2.5812 | 0.0219 | 0.0559 | 0.0101 | 0.004 | 0.0221 | 0.0 | 0.0071 | 0.0353 | 0.1195 | 0.0036 | 0.1214 | 0.0 | 0.0664 | 0.3134 | 0.0203 | 0.0809 | 0.0 | 0.0 | 0.0009 | 0.0835 |
|
| 190 |
+
| 1.2119 | 71.4286 | 6000 | 2.6256 | 0.0249 | 0.0636 | 0.0155 | 0.0119 | 0.0261 | 0.0505 | 0.0115 | 0.0404 | 0.1247 | 0.0107 | 0.1265 | 0.05 | 0.0763 | 0.3273 | 0.018 | 0.0786 | 0.0045 | 0.0136 | 0.0008 | 0.0794 |
|
| 191 |
+
| 0.6637 | 72.0238 | 6050 | 2.5968 | 0.022 | 0.0566 | 0.0093 | 0.0059 | 0.0222 | 0.0 | 0.0107 | 0.0361 | 0.1162 | 0.0107 | 0.1178 | 0.0 | 0.075 | 0.3269 | 0.0097 | 0.054 | 0.0024 | 0.0091 | 0.0008 | 0.0747 |
|
| 192 |
+
| 1.5147 | 72.6190 | 6100 | 2.5598 | 0.0221 | 0.0563 | 0.0112 | 0.004 | 0.0223 | 0.0 | 0.0074 | 0.0356 | 0.1167 | 0.0107 | 0.1182 | 0.0 | 0.072 | 0.325 | 0.0156 | 0.0619 | 0.0 | 0.0 | 0.0008 | 0.08 |
|
| 193 |
+
| 2.1471 | 73.2143 | 6150 | 2.5925 | 0.0207 | 0.054 | 0.012 | 0.0013 | 0.0208 | 0.0 | 0.007 | 0.0367 | 0.1149 | 0.0071 | 0.1166 | 0.0 | 0.068 | 0.3037 | 0.0139 | 0.0749 | 0.0 | 0.0 | 0.0008 | 0.0812 |
|
| 194 |
+
| 2.1066 | 73.8095 | 6200 | 2.5630 | 0.0217 | 0.0566 | 0.0124 | 0.0 | 0.0218 | 0.0 | 0.009 | 0.0363 | 0.1134 | 0.0 | 0.1151 | 0.0 | 0.0733 | 0.3208 | 0.0128 | 0.0647 | 0.0 | 0.0 | 0.0006 | 0.0682 |
|
| 195 |
+
| 1.6752 | 74.4048 | 6250 | 2.5494 | 0.0232 | 0.057 | 0.0115 | 0.0119 | 0.0233 | 0.0505 | 0.0097 | 0.0407 | 0.1205 | 0.0214 | 0.1213 | 0.05 | 0.0773 | 0.3333 | 0.0149 | 0.074 | 0.0 | 0.0 | 0.0007 | 0.0747 |
|
| 196 |
+
| 1.5349 | 75.0 | 6300 | 2.6036 | 0.0233 | 0.0578 | 0.0141 | 0.0079 | 0.0235 | 0.0 | 0.0088 | 0.0356 | 0.116 | 0.0143 | 0.117 | 0.0 | 0.0819 | 0.3338 | 0.0109 | 0.0619 | 0.0 | 0.0 | 0.0006 | 0.0682 |
|
| 197 |
+
| 1.4838 | 75.5952 | 6350 | 2.6241 | 0.023 | 0.0576 | 0.0127 | 0.0079 | 0.0231 | 0.0 | 0.0077 | 0.0364 | 0.1155 | 0.0071 | 0.1168 | 0.0 | 0.0741 | 0.3231 | 0.0173 | 0.0772 | 0.0 | 0.0 | 0.0005 | 0.0618 |
|
| 198 |
+
| 1.9086 | 76.1905 | 6400 | 2.5999 | 0.0228 | 0.0583 | 0.0131 | 0.0 | 0.023 | 0.0 | 0.0078 | 0.0395 | 0.1139 | 0.0 | 0.1155 | 0.0 | 0.0737 | 0.3167 | 0.017 | 0.0753 | 0.0 | 0.0 | 0.0005 | 0.0635 |
|
| 199 |
+
| 1.795 | 76.7857 | 6450 | 2.5530 | 0.0233 | 0.0597 | 0.0155 | 0.0 | 0.0235 | 0.0 | 0.0089 | 0.0405 | 0.1196 | 0.0 | 0.1214 | 0.0 | 0.0769 | 0.3287 | 0.0157 | 0.0786 | 0.0 | 0.0 | 0.0007 | 0.0712 |
|
| 200 |
+
| 1.6272 | 77.3810 | 6500 | 2.5781 | 0.0256 | 0.0613 | 0.0168 | 0.004 | 0.0258 | 0.0505 | 0.0093 | 0.0412 | 0.1235 | 0.0071 | 0.1248 | 0.05 | 0.0785 | 0.3338 | 0.0235 | 0.093 | 0.0 | 0.0 | 0.0006 | 0.0671 |
|
| 201 |
+
| 2.5867 | 77.9762 | 6550 | 2.5581 | 0.0246 | 0.0614 | 0.0159 | 0.002 | 0.0248 | 0.0 | 0.0085 | 0.038 | 0.1201 | 0.0071 | 0.1216 | 0.0 | 0.0789 | 0.3315 | 0.019 | 0.0735 | 0.0 | 0.0 | 0.0007 | 0.0753 |
|
| 202 |
+
| 2.0696 | 78.5714 | 6600 | 2.5246 | 0.0221 | 0.0601 | 0.0116 | 0.0033 | 0.0222 | 0.0505 | 0.0088 | 0.037 | 0.1169 | 0.0179 | 0.1178 | 0.05 | 0.0743 | 0.3227 | 0.0132 | 0.0707 | 0.0 | 0.0 | 0.0007 | 0.0741 |
|
| 203 |
+
| 2.6178 | 79.1667 | 6650 | 2.5714 | 0.0234 | 0.0612 | 0.0137 | 0.002 | 0.0235 | 0.0505 | 0.0092 | 0.0407 | 0.1187 | 0.0036 | 0.1202 | 0.05 | 0.0749 | 0.3218 | 0.0181 | 0.0837 | 0.0 | 0.0 | 0.0007 | 0.0694 |
|
| 204 |
+
| 2.7948 | 79.7619 | 6700 | 2.5763 | 0.0216 | 0.0561 | 0.0119 | 0.0079 | 0.0218 | 0.0 | 0.009 | 0.0404 | 0.1155 | 0.0071 | 0.117 | 0.0 | 0.0729 | 0.3162 | 0.013 | 0.0735 | 0.0 | 0.0 | 0.0007 | 0.0724 |
|
| 205 |
+
| 2.9522 | 80.3571 | 6750 | 2.6389 | 0.0218 | 0.054 | 0.0122 | 0.0079 | 0.0218 | 0.0252 | 0.009 | 0.0417 | 0.1164 | 0.0071 | 0.1176 | 0.05 | 0.0704 | 0.3194 | 0.016 | 0.0795 | 0.0 | 0.0 | 0.0006 | 0.0665 |
|
| 206 |
+
| 1.7235 | 80.9524 | 6800 | 2.6528 | 0.0237 | 0.0674 | 0.0116 | 0.0059 | 0.0238 | 0.0505 | 0.008 | 0.0393 | 0.1159 | 0.0107 | 0.117 | 0.05 | 0.0782 | 0.3236 | 0.0161 | 0.0735 | 0.0 | 0.0 | 0.0006 | 0.0665 |
|
| 207 |
+
| 3.1389 | 81.5476 | 6850 | 2.6011 | 0.0243 | 0.0653 | 0.0124 | 0.0059 | 0.0244 | 0.101 | 0.008 | 0.0393 | 0.121 | 0.0107 | 0.122 | 0.1 | 0.0818 | 0.3389 | 0.0146 | 0.0763 | 0.0 | 0.0 | 0.0007 | 0.0688 |
|
| 208 |
+
| 2.4076 | 82.1429 | 6900 | 2.5874 | 0.0265 | 0.0698 | 0.0151 | 0.0 | 0.0267 | 0.0505 | 0.0099 | 0.0404 | 0.1217 | 0.0 | 0.1235 | 0.05 | 0.0797 | 0.3324 | 0.0256 | 0.0772 | 0.0 | 0.0 | 0.0008 | 0.0771 |
|
| 209 |
+
| 1.3061 | 82.7381 | 6950 | 2.5568 | 0.0253 | 0.0714 | 0.0094 | 0.0013 | 0.0254 | 0.0505 | 0.0087 | 0.0399 | 0.118 | 0.0036 | 0.1197 | 0.05 | 0.0778 | 0.3194 | 0.0225 | 0.0744 | 0.0 | 0.0 | 0.0009 | 0.0782 |
|
| 210 |
+
| 2.2139 | 83.3333 | 7000 | 2.5416 | 0.029 | 0.0748 | 0.0138 | 0.0102 | 0.0291 | 0.0505 | 0.009 | 0.0412 | 0.127 | 0.0143 | 0.1282 | 0.05 | 0.09 | 0.3528 | 0.0252 | 0.0763 | 0.0 | 0.0 | 0.0009 | 0.0788 |
|
| 211 |
+
| 2.3156 | 83.9286 | 7050 | 2.6074 | 0.0289 | 0.0762 | 0.0158 | 0.0119 | 0.0291 | 0.0 | 0.0088 | 0.039 | 0.1259 | 0.0107 | 0.1272 | 0.0 | 0.0852 | 0.3477 | 0.0295 | 0.0823 | 0.0 | 0.0 | 0.0009 | 0.0735 |
|
| 212 |
+
| 2.0129 | 84.5238 | 7100 | 2.5810 | 0.0274 | 0.0742 | 0.0142 | 0.004 | 0.0277 | 0.0 | 0.0077 | 0.0371 | 0.1232 | 0.0036 | 0.125 | 0.0 | 0.0782 | 0.3296 | 0.0307 | 0.0851 | 0.0 | 0.0 | 0.0009 | 0.0782 |
|
| 213 |
+
| 1.6521 | 85.1190 | 7150 | 2.5850 | 0.0303 | 0.0716 | 0.0208 | 0.0059 | 0.0306 | 0.0 | 0.0141 | 0.0481 | 0.1317 | 0.0107 | 0.1337 | 0.0 | 0.0858 | 0.35 | 0.0333 | 0.0809 | 0.001 | 0.0159 | 0.0009 | 0.08 |
|
| 214 |
+
| 2.2442 | 85.7143 | 7200 | 2.6064 | 0.0291 | 0.0728 | 0.013 | 0.004 | 0.0292 | 0.0505 | 0.0077 | 0.0389 | 0.1235 | 0.0143 | 0.1247 | 0.05 | 0.0849 | 0.3403 | 0.0306 | 0.0744 | 0.0 | 0.0 | 0.0009 | 0.0794 |
|
| 215 |
+
| 1.3171 | 86.3095 | 7250 | 2.5703 | 0.027 | 0.0717 | 0.0132 | 0.004 | 0.0272 | 0.0505 | 0.0104 | 0.04 | 0.1233 | 0.0071 | 0.1247 | 0.05 | 0.0828 | 0.3361 | 0.0243 | 0.0805 | 0.0 | 0.0 | 0.001 | 0.0765 |
|
| 216 |
+
| 1.4797 | 86.9048 | 7300 | 2.6329 | 0.0259 | 0.066 | 0.0137 | 0.0059 | 0.026 | 0.0505 | 0.0103 | 0.0402 | 0.1202 | 0.0107 | 0.1213 | 0.05 | 0.0814 | 0.338 | 0.0216 | 0.0735 | 0.0 | 0.0 | 0.0008 | 0.0694 |
|
| 217 |
+
| 2.0362 | 87.5 | 7350 | 2.6194 | 0.0272 | 0.0675 | 0.0153 | 0.0026 | 0.0274 | 0.0 | 0.0096 | 0.0372 | 0.1237 | 0.0071 | 0.1252 | 0.0 | 0.0896 | 0.3472 | 0.0183 | 0.0753 | 0.0 | 0.0 | 0.0008 | 0.0724 |
|
| 218 |
+
| 2.3021 | 88.0952 | 7400 | 2.6001 | 0.0255 | 0.0652 | 0.013 | 0.0 | 0.0257 | 0.0 | 0.0125 | 0.0393 | 0.1246 | 0.0 | 0.1268 | 0.0 | 0.0791 | 0.3315 | 0.0212 | 0.0828 | 0.0007 | 0.0114 | 0.0008 | 0.0729 |
|
| 219 |
+
| 1.5977 | 88.6905 | 7450 | 2.5935 | 0.0279 | 0.0689 | 0.0135 | 0.0158 | 0.0285 | 0.0 | 0.0145 | 0.0442 | 0.1314 | 0.0143 | 0.1333 | 0.0 | 0.0862 | 0.3519 | 0.0219 | 0.0805 | 0.0025 | 0.0182 | 0.0009 | 0.0753 |
|
| 220 |
+
| 0.6887 | 89.2857 | 7500 | 2.5216 | 0.027 | 0.0668 | 0.0137 | 0.0 | 0.0272 | 0.0 | 0.0097 | 0.0377 | 0.1275 | 0.0 | 0.1293 | 0.0 | 0.0886 | 0.3579 | 0.0185 | 0.0805 | 0.0 | 0.0 | 0.0008 | 0.0718 |
|
| 221 |
+
| 1.515 | 89.8810 | 7550 | 2.5073 | 0.0302 | 0.0728 | 0.0169 | 0.0053 | 0.0304 | 0.0 | 0.0133 | 0.0445 | 0.1354 | 0.0143 | 0.1371 | 0.0 | 0.0926 | 0.3556 | 0.026 | 0.0958 | 0.0012 | 0.0136 | 0.0009 | 0.0765 |
|
| 222 |
+
| 2.2476 | 90.4762 | 7600 | 2.5313 | 0.0278 | 0.0692 | 0.0169 | 0.0066 | 0.0279 | 0.0 | 0.0084 | 0.0379 | 0.1319 | 0.0179 | 0.1331 | 0.0 | 0.0844 | 0.344 | 0.0257 | 0.1023 | 0.0 | 0.0 | 0.0009 | 0.0812 |
|
| 223 |
+
| 3.4808 | 91.0714 | 7650 | 2.5386 | 0.0287 | 0.0716 | 0.0167 | 0.0059 | 0.0288 | 0.0 | 0.0093 | 0.041 | 0.1334 | 0.0214 | 0.1346 | 0.0 | 0.0848 | 0.3417 | 0.0291 | 0.1098 | 0.0 | 0.0 | 0.0009 | 0.0824 |
|
| 224 |
+
| 1.3062 | 91.6667 | 7700 | 2.5310 | 0.0289 | 0.072 | 0.0148 | 0.001 | 0.0291 | 0.0 | 0.009 | 0.0401 | 0.1332 | 0.0036 | 0.1352 | 0.0 | 0.0848 | 0.3519 | 0.0297 | 0.0958 | 0.0 | 0.0 | 0.0012 | 0.0853 |
|
| 225 |
+
| 3.2105 | 92.2619 | 7750 | 2.5405 | 0.0301 | 0.076 | 0.0164 | 0.0158 | 0.0302 | 0.0505 | 0.009 | 0.0429 | 0.1337 | 0.0143 | 0.135 | 0.05 | 0.0891 | 0.3472 | 0.0303 | 0.1088 | 0.0 | 0.0 | 0.0009 | 0.0788 |
|
| 226 |
+
| 1.807 | 92.8571 | 7800 | 2.5132 | 0.0295 | 0.0747 | 0.0147 | 0.0086 | 0.0296 | 0.0 | 0.0092 | 0.0415 | 0.1331 | 0.0179 | 0.1343 | 0.0 | 0.0908 | 0.3486 | 0.0263 | 0.1074 | 0.0 | 0.0 | 0.0009 | 0.0765 |
|
| 227 |
+
| 1.8476 | 93.4524 | 7850 | 2.4973 | 0.0265 | 0.0705 | 0.0127 | 0.004 | 0.0266 | 0.0505 | 0.0085 | 0.0384 | 0.1278 | 0.0179 | 0.129 | 0.05 | 0.0845 | 0.3389 | 0.0207 | 0.0907 | 0.0 | 0.0 | 0.0009 | 0.0818 |
|
| 228 |
+
| 2.0871 | 94.0476 | 7900 | 2.5060 | 0.0301 | 0.076 | 0.0173 | 0.0024 | 0.0305 | 0.0 | 0.0132 | 0.0467 | 0.142 | 0.0107 | 0.1442 | 0.0 | 0.091 | 0.3542 | 0.0273 | 0.1102 | 0.0008 | 0.0182 | 0.0012 | 0.0853 |
|
| 229 |
+
| 1.7232 | 94.6429 | 7950 | 2.5097 | 0.0277 | 0.073 | 0.0132 | 0.0013 | 0.0278 | 0.0505 | 0.009 | 0.044 | 0.1315 | 0.0071 | 0.1331 | 0.05 | 0.0828 | 0.3352 | 0.0268 | 0.114 | 0.0 | 0.0 | 0.0011 | 0.0771 |
|
| 230 |
+
| 2.1078 | 95.2381 | 8000 | 2.4939 | 0.0297 | 0.0791 | 0.0163 | 0.0023 | 0.03 | 0.0 | 0.012 | 0.0485 | 0.136 | 0.0143 | 0.1376 | 0.0 | 0.0936 | 0.3481 | 0.0241 | 0.1102 | 0.0003 | 0.0091 | 0.001 | 0.0765 |
|
| 231 |
+
| 2.3128 | 95.8333 | 8050 | 2.5257 | 0.0297 | 0.0772 | 0.0182 | 0.0 | 0.0298 | 0.0505 | 0.0103 | 0.0438 | 0.1328 | 0.0 | 0.1345 | 0.05 | 0.0912 | 0.3481 | 0.0266 | 0.113 | 0.0 | 0.0 | 0.0008 | 0.07 |
|
| 232 |
+
| 2.5208 | 96.4286 | 8100 | 2.5316 | 0.0305 | 0.0765 | 0.018 | 0.0 | 0.0308 | 0.0 | 0.0125 | 0.0465 | 0.1367 | 0.0 | 0.1389 | 0.0 | 0.0954 | 0.3537 | 0.0253 | 0.1074 | 0.0004 | 0.0114 | 0.001 | 0.0741 |
|
| 233 |
+
| 1.6958 | 97.0238 | 8150 | 2.5154 | 0.0304 | 0.0788 | 0.0188 | 0.0 | 0.0306 | 0.0505 | 0.0122 | 0.0462 | 0.1382 | 0.0 | 0.1404 | 0.05 | 0.0939 | 0.3546 | 0.0264 | 0.1121 | 0.0003 | 0.0091 | 0.0009 | 0.0771 |
|
| 234 |
+
| 1.5931 | 97.6190 | 8200 | 2.5143 | 0.0328 | 0.0825 | 0.0201 | 0.0011 | 0.0331 | 0.0 | 0.0112 | 0.0434 | 0.1424 | 0.0107 | 0.1443 | 0.0 | 0.1033 | 0.3718 | 0.0265 | 0.1088 | 0.0002 | 0.0068 | 0.001 | 0.0824 |
|
| 235 |
+
| 1.6552 | 98.2143 | 8250 | 2.5198 | 0.0321 | 0.0812 | 0.0206 | 0.0005 | 0.0323 | 0.0505 | 0.0096 | 0.0451 | 0.1379 | 0.0036 | 0.1396 | 0.05 | 0.0994 | 0.3653 | 0.028 | 0.1098 | 0.0 | 0.0 | 0.001 | 0.0765 |
|
| 236 |
+
| 1.8368 | 98.8095 | 8300 | 2.5458 | 0.0287 | 0.0748 | 0.0172 | 0.0 | 0.0289 | 0.0505 | 0.0093 | 0.0419 | 0.1319 | 0.0 | 0.1338 | 0.05 | 0.0896 | 0.3444 | 0.0244 | 0.1051 | 0.0 | 0.0 | 0.001 | 0.0782 |
|
| 237 |
+
| 1.1703 | 99.4048 | 8350 | 2.5517 | 0.0305 | 0.0784 | 0.0188 | 0.0 | 0.0307 | 0.0505 | 0.0096 | 0.0434 | 0.1375 | 0.0 | 0.1395 | 0.05 | 0.0967 | 0.3593 | 0.0244 | 0.1102 | 0.0 | 0.0 | 0.0011 | 0.0806 |
|
| 238 |
+
| 2.1934 | 100.0 | 8400 | 2.5361 | 0.03 | 0.0751 | 0.0179 | 0.0 | 0.0301 | 0.0 | 0.0106 | 0.0452 | 0.132 | 0.0 | 0.1339 | 0.0 | 0.0933 | 0.3509 | 0.0258 | 0.1037 | 0.0 | 0.0 | 0.0009 | 0.0735 |
|
| 239 |
+
| 2.5554 | 100.5952 | 8450 | 2.5152 | 0.0311 | 0.0779 | 0.0205 | 0.0 | 0.0312 | 0.0 | 0.0103 | 0.0441 | 0.1368 | 0.0 | 0.1389 | 0.0 | 0.0962 | 0.3574 | 0.0271 | 0.1079 | 0.0 | 0.0 | 0.0011 | 0.0818 |
|
| 240 |
+
| 1.4375 | 101.1905 | 8500 | 2.5004 | 0.0289 | 0.0737 | 0.0165 | 0.0 | 0.0291 | 0.0 | 0.0096 | 0.0446 | 0.1342 | 0.0 | 0.1363 | 0.0 | 0.0879 | 0.3403 | 0.0266 | 0.113 | 0.0 | 0.0 | 0.0011 | 0.0835 |
|
| 241 |
+
| 1.5642 | 101.7857 | 8550 | 2.5002 | 0.0306 | 0.0761 | 0.018 | 0.0013 | 0.031 | 0.0 | 0.015 | 0.0521 | 0.1433 | 0.0036 | 0.146 | 0.0 | 0.0924 | 0.3542 | 0.0281 | 0.1126 | 0.0007 | 0.0205 | 0.0011 | 0.0859 |
|
| 242 |
+
| 1.8362 | 102.3810 | 8600 | 2.5106 | 0.0297 | 0.0754 | 0.0176 | 0.0026 | 0.0299 | 0.0 | 0.0097 | 0.0468 | 0.1356 | 0.0071 | 0.1374 | 0.0 | 0.0886 | 0.3347 | 0.0291 | 0.126 | 0.0 | 0.0 | 0.0011 | 0.0818 |
|
| 243 |
+
| 1.1796 | 102.9762 | 8650 | 2.5102 | 0.0298 | 0.0749 | 0.0177 | 0.004 | 0.0299 | 0.0 | 0.0099 | 0.0478 | 0.1347 | 0.0214 | 0.1358 | 0.0 | 0.089 | 0.3315 | 0.029 | 0.1242 | 0.0 | 0.0 | 0.0011 | 0.0829 |
|
| 244 |
+
| 1.4024 | 103.5714 | 8700 | 2.4970 | 0.0302 | 0.0762 | 0.0182 | 0.0026 | 0.0306 | 0.0 | 0.0149 | 0.052 | 0.1432 | 0.0071 | 0.1458 | 0.0 | 0.0871 | 0.3319 | 0.032 | 0.134 | 0.0007 | 0.0205 | 0.0012 | 0.0865 |
|
| 245 |
+
| 3.0784 | 104.1667 | 8750 | 2.5118 | 0.0315 | 0.0786 | 0.0186 | 0.0032 | 0.0318 | 0.0 | 0.0154 | 0.0531 | 0.1402 | 0.0143 | 0.1423 | 0.0 | 0.0919 | 0.3315 | 0.0325 | 0.1302 | 0.0007 | 0.0205 | 0.001 | 0.0788 |
|
| 246 |
+
| 1.6551 | 104.7619 | 8800 | 2.5130 | 0.0307 | 0.0757 | 0.0172 | 0.002 | 0.0309 | 0.0 | 0.0102 | 0.0481 | 0.1376 | 0.0036 | 0.1396 | 0.0 | 0.0911 | 0.3412 | 0.0306 | 0.1256 | 0.0 | 0.0 | 0.0011 | 0.0835 |
|
| 247 |
+
| 1.3568 | 105.3571 | 8850 | 2.4991 | 0.0314 | 0.0777 | 0.0195 | 0.0119 | 0.0316 | 0.0 | 0.0099 | 0.0477 | 0.1422 | 0.0214 | 0.1436 | 0.0 | 0.0933 | 0.3495 | 0.031 | 0.1288 | 0.0 | 0.0 | 0.0012 | 0.0906 |
|
| 248 |
+
| 1.6515 | 105.9524 | 8900 | 2.5070 | 0.0321 | 0.0822 | 0.0184 | 0.0119 | 0.0323 | 0.0 | 0.0152 | 0.0523 | 0.1455 | 0.0214 | 0.1475 | 0.0 | 0.0943 | 0.3435 | 0.032 | 0.1279 | 0.0008 | 0.0205 | 0.0013 | 0.09 |
|
| 249 |
+
| 0.9578 | 106.5476 | 8950 | 2.4925 | 0.0311 | 0.0781 | 0.0202 | 0.0 | 0.0313 | 0.0 | 0.0142 | 0.0508 | 0.1395 | 0.0 | 0.1421 | 0.0 | 0.0957 | 0.3463 | 0.0269 | 0.1135 | 0.0006 | 0.0205 | 0.001 | 0.0776 |
|
| 250 |
+
| 1.4401 | 107.1429 | 9000 | 2.4871 | 0.0316 | 0.0818 | 0.0184 | 0.004 | 0.032 | 0.0 | 0.015 | 0.0528 | 0.1443 | 0.0071 | 0.1471 | 0.0 | 0.0975 | 0.3486 | 0.0266 | 0.113 | 0.001 | 0.025 | 0.0013 | 0.0906 |
|
| 251 |
+
| 2.4228 | 107.7381 | 9050 | 2.4839 | 0.0318 | 0.0795 | 0.0195 | 0.0099 | 0.0321 | 0.0 | 0.0144 | 0.0513 | 0.1453 | 0.0179 | 0.1475 | 0.0 | 0.0949 | 0.3463 | 0.0301 | 0.1251 | 0.0008 | 0.0205 | 0.0013 | 0.0894 |
|
| 252 |
+
| 0.8218 | 108.3333 | 9100 | 2.5016 | 0.0323 | 0.0805 | 0.0198 | 0.0079 | 0.0325 | 0.0 | 0.0102 | 0.0483 | 0.1418 | 0.0143 | 0.1435 | 0.0 | 0.1009 | 0.3616 | 0.0269 | 0.1144 | 0.0 | 0.0 | 0.0013 | 0.0912 |
|
| 253 |
+
| 2.0528 | 108.9286 | 9150 | 2.4979 | 0.0321 | 0.0777 | 0.0205 | 0.0 | 0.0324 | 0.0 | 0.0134 | 0.051 | 0.1431 | 0.0 | 0.1458 | 0.0 | 0.1008 | 0.3574 | 0.0259 | 0.1144 | 0.0005 | 0.0159 | 0.0012 | 0.0847 |
|
| 254 |
+
| 1.5715 | 109.5238 | 9200 | 2.5221 | 0.0318 | 0.0794 | 0.0195 | 0.0 | 0.0321 | 0.0505 | 0.0133 | 0.0512 | 0.1421 | 0.0 | 0.1446 | 0.05 | 0.0976 | 0.3574 | 0.028 | 0.1121 | 0.0006 | 0.0159 | 0.0011 | 0.0829 |
|
| 255 |
+
| 1.0875 | 110.1190 | 9250 | 2.5094 | 0.0329 | 0.0818 | 0.0181 | 0.004 | 0.0334 | 0.0505 | 0.0144 | 0.0536 | 0.1488 | 0.0071 | 0.1515 | 0.05 | 0.0968 | 0.3546 | 0.0323 | 0.1233 | 0.0013 | 0.0295 | 0.0011 | 0.0876 |
|
| 256 |
+
| 1.9644 | 110.7143 | 9300 | 2.4954 | 0.0315 | 0.0808 | 0.0187 | 0.004 | 0.0319 | 0.0505 | 0.0139 | 0.0528 | 0.1473 | 0.0071 | 0.15 | 0.05 | 0.0924 | 0.3449 | 0.0314 | 0.127 | 0.0011 | 0.0273 | 0.0012 | 0.09 |
|
| 257 |
+
| 1.3941 | 111.3095 | 9350 | 2.5030 | 0.033 | 0.0844 | 0.0211 | 0.004 | 0.0335 | 0.0505 | 0.0136 | 0.0521 | 0.1492 | 0.0071 | 0.1519 | 0.05 | 0.0975 | 0.3532 | 0.0324 | 0.1312 | 0.0011 | 0.0273 | 0.0011 | 0.0853 |
|
| 258 |
+
| 1.9707 | 111.9048 | 9400 | 2.5016 | 0.0342 | 0.0876 | 0.0191 | 0.0079 | 0.035 | 0.0505 | 0.0143 | 0.0581 | 0.1539 | 0.0143 | 0.1568 | 0.05 | 0.1021 | 0.3551 | 0.0314 | 0.1279 | 0.0022 | 0.0432 | 0.0012 | 0.0894 |
|
| 259 |
+
| 1.3412 | 112.5 | 9450 | 2.5044 | 0.0345 | 0.0859 | 0.021 | 0.0079 | 0.0354 | 0.0 | 0.0138 | 0.0575 | 0.1536 | 0.0143 | 0.1565 | 0.0 | 0.1022 | 0.3588 | 0.0324 | 0.127 | 0.0023 | 0.0432 | 0.0011 | 0.0853 |
|
| 260 |
+
| 2.5679 | 113.0952 | 9500 | 2.5079 | 0.0345 | 0.0883 | 0.0202 | 0.004 | 0.0354 | 0.0505 | 0.014 | 0.0584 | 0.1531 | 0.0107 | 0.1561 | 0.05 | 0.1007 | 0.3546 | 0.0336 | 0.1293 | 0.0026 | 0.0432 | 0.0011 | 0.0853 |
|
| 261 |
+
| 1.3141 | 113.6905 | 9550 | 2.5066 | 0.034 | 0.0871 | 0.0196 | 0.004 | 0.0347 | 0.0505 | 0.0145 | 0.0585 | 0.1526 | 0.0071 | 0.1559 | 0.05 | 0.0994 | 0.3514 | 0.0332 | 0.1284 | 0.0025 | 0.0432 | 0.0011 | 0.0876 |
|
| 262 |
+
| 2.2506 | 114.2857 | 9600 | 2.4980 | 0.0341 | 0.085 | 0.0204 | 0.0053 | 0.0347 | 0.0505 | 0.015 | 0.059 | 0.1514 | 0.0143 | 0.154 | 0.05 | 0.1007 | 0.3542 | 0.0325 | 0.1298 | 0.0022 | 0.0386 | 0.0011 | 0.0829 |
|
| 263 |
+
| 1.3625 | 114.8810 | 9650 | 2.5007 | 0.0342 | 0.0821 | 0.0187 | 0.0053 | 0.0348 | 0.0 | 0.0162 | 0.0595 | 0.1511 | 0.0143 | 0.1538 | 0.0 | 0.0995 | 0.3481 | 0.0345 | 0.1358 | 0.0017 | 0.0386 | 0.0011 | 0.0818 |
|
| 264 |
+
| 1.2527 | 115.4762 | 9700 | 2.4987 | 0.0342 | 0.0831 | 0.0208 | 0.0053 | 0.0348 | 0.0 | 0.0136 | 0.0557 | 0.1496 | 0.0143 | 0.1521 | 0.0 | 0.0996 | 0.3491 | 0.0345 | 0.1344 | 0.0014 | 0.0295 | 0.0012 | 0.0853 |
|
| 265 |
+
| 1.5965 | 116.0714 | 9750 | 2.4983 | 0.033 | 0.0838 | 0.0193 | 0.004 | 0.0335 | 0.0505 | 0.0137 | 0.0528 | 0.1478 | 0.0107 | 0.1505 | 0.05 | 0.0952 | 0.3403 | 0.0343 | 0.134 | 0.0013 | 0.0318 | 0.0012 | 0.0853 |
|
| 266 |
+
| 1.1548 | 116.6667 | 9800 | 2.4955 | 0.0334 | 0.0823 | 0.0188 | 0.0053 | 0.0339 | 0.0505 | 0.0156 | 0.0542 | 0.1486 | 0.0143 | 0.1511 | 0.05 | 0.0969 | 0.3444 | 0.0342 | 0.133 | 0.0014 | 0.0364 | 0.001 | 0.0806 |
|
| 267 |
+
| 1.7837 | 117.2619 | 9850 | 2.4938 | 0.033 | 0.0803 | 0.0207 | 0.0053 | 0.0335 | 0.0505 | 0.0156 | 0.0539 | 0.1478 | 0.0143 | 0.1502 | 0.05 | 0.0966 | 0.3435 | 0.0333 | 0.1316 | 0.0012 | 0.0341 | 0.001 | 0.0818 |
|
| 268 |
+
| 0.9888 | 117.8571 | 9900 | 2.4916 | 0.0335 | 0.0804 | 0.0212 | 0.0053 | 0.034 | 0.0 | 0.0154 | 0.0547 | 0.1488 | 0.0143 | 0.1514 | 0.0 | 0.0978 | 0.3454 | 0.0337 | 0.1353 | 0.0013 | 0.0341 | 0.001 | 0.0806 |
|
| 269 |
+
| 2.682 | 118.4524 | 9950 | 2.4895 | 0.0337 | 0.0827 | 0.0208 | 0.0053 | 0.0344 | 0.0 | 0.0166 | 0.0563 | 0.1513 | 0.0143 | 0.1542 | 0.0 | 0.098 | 0.3463 | 0.0341 | 0.1335 | 0.0018 | 0.0432 | 0.0011 | 0.0824 |
|
| 270 |
+
| 1.6787 | 119.0476 | 10000 | 2.4932 | 0.0333 | 0.0821 | 0.02 | 0.0053 | 0.0338 | 0.0505 | 0.0161 | 0.0587 | 0.1495 | 0.0143 | 0.1522 | 0.05 | 0.0958 | 0.3407 | 0.0345 | 0.1335 | 0.0018 | 0.0409 | 0.0011 | 0.0829 |
|
| 271 |
+
|
| 272 |
+
|
| 273 |
+
### Framework versions
|
| 274 |
+
|
| 275 |
+
- Transformers 4.48.0
|
| 276 |
+
- Pytorch 2.5.1+cu124
|
| 277 |
+
- Datasets 3.2.0
|
| 278 |
+
- Tokenizers 0.21.0
|