Hugging Face's logo

TommyClas
/
phaseseg_models

Image Segmentation
Transformers
TensorBoard
Safetensors
segformer
vision
Generated from Trainer
Model card Files Metrics Community
TommyClas commited on
Commit
ce2165c
·
verified ·
1 Parent(s): fad6a62

Model save

Browse files
Files changed (1) hide show
  1. README.md +270 -0
README.md ADDED
@@ -0,0 +1,270 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: transformers
3
+ license: other
4
+ base_model: nvidia/mit-b0
5
+ tags:
6
+ - generated_from_trainer
7
+ model-index:
8
+ - name: phaseseg_models
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
+ # phaseseg_models
16
+
17
+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
18
+ It achieves the following results on the evaluation set:
19
+ - Loss: 0.0372
20
+ - Mean Iou: 0.9744
21
+ - Mean Accuracy: 0.9872
22
+ - Overall Accuracy: 0.9869
23
+ - Accuracy 背景: nan
24
+ - Accuracy 未水化水泥颗粒: 0.9806
25
+ - Accuracy 孔隙: 0.9893
26
+ - Accuracy 氢氧化钙: 0.9901
27
+ - Accuracy 其他水化物: 0.9887
28
+ - Iou 背景: nan
29
+ - Iou 未水化水泥颗粒: 0.9730
30
+ - Iou 孔隙: 0.9695
31
+ - Iou 氢氧化钙: 0.9767
32
+ - Iou 其他水化物: 0.9782
33
+
34
+ ## Model description
35
+
36
+ More information needed
37
+
38
+ ## Intended uses & limitations
39
+
40
+ More information needed
41
+
42
+ ## Training and evaluation data
43
+
44
+ More information needed
45
+
46
+ ## Training procedure
47
+
48
+ ### Training hyperparameters
49
+
50
+ The following hyperparameters were used during training:
51
+ - learning_rate: 6e-05
52
+ - train_batch_size: 8
53
+ - eval_batch_size: 8
54
+ - seed: 1337
55
+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
56
+ - lr_scheduler_type: polynomial
57
+ - training_steps: 10000
58
+
59
+ ### Training results
60
+
61
+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy 背景 | Accuracy 未水化水泥颗粒 | Accuracy 孔隙 | Accuracy 氢氧化钙 | Accuracy 其他水化物 | Iou 背景 | Iou 未水化水泥颗粒 | Iou 孔隙 | Iou 氢氧化钙 | Iou 其他水化物 |
62
+ |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------:|:----------------:|:-----------:|:-------------:|:--------------:|:------:|:-----------:|:------:|:--------:|:---------:|
63
+ | No log | 1.0 | 50 | 0.2994 | 0.7375 | 0.9586 | 0.9580 | nan | 0.9557 | 0.9290 | 0.9696 | 0.9802 | 0.0 | 0.9224 | 0.9066 | 0.9195 | 0.9392 |
64
+ | 0.4501 | 2.0 | 100 | 0.1558 | 0.7645 | 0.9767 | 0.9766 | nan | 0.9802 | 0.9580 | 0.9758 | 0.9929 | 0.0 | 0.9585 | 0.9504 | 0.9524 | 0.9609 |
65
+ | 0.4501 | 3.0 | 150 | 0.1193 | 0.7715 | 0.9814 | 0.9812 | nan | 0.9797 | 0.9718 | 0.9829 | 0.9912 | 0.0 | 0.9661 | 0.9628 | 0.9607 | 0.9680 |
66
+ | 0.0949 | 4.0 | 200 | 0.0898 | 0.7745 | 0.9835 | 0.9834 | nan | 0.9844 | 0.9751 | 0.9842 | 0.9902 | 0.0 | 0.9702 | 0.9667 | 0.9655 | 0.9699 |
67
+ | 0.0949 | 5.0 | 250 | 0.0766 | 0.7762 | 0.9848 | 0.9848 | nan | 0.9848 | 0.9799 | 0.9842 | 0.9905 | 0.0 | 0.9729 | 0.9696 | 0.9674 | 0.9713 |
68
+ | 0.0584 | 6.0 | 300 | 0.0624 | 0.7771 | 0.9856 | 0.9855 | nan | 0.9865 | 0.9802 | 0.9852 | 0.9905 | 0.0 | 0.9747 | 0.9704 | 0.9684 | 0.9723 |
69
+ | 0.0584 | 7.0 | 350 | 0.0628 | 0.7777 | 0.9859 | 0.9858 | nan | 0.9845 | 0.9817 | 0.9865 | 0.9907 | 0.0 | 0.9743 | 0.9717 | 0.9695 | 0.9731 |
70
+ | 0.0441 | 8.0 | 400 | 0.0575 | 0.7784 | 0.9863 | 0.9863 | nan | 0.9852 | 0.9841 | 0.9846 | 0.9914 | 0.0 | 0.9750 | 0.9732 | 0.9709 | 0.9732 |
71
+ | 0.0441 | 9.0 | 450 | 0.0500 | 0.7788 | 0.9867 | 0.9866 | nan | 0.9855 | 0.9847 | 0.9839 | 0.9925 | 0.0 | 0.9762 | 0.9738 | 0.9706 | 0.9734 |
72
+ | 0.0363 | 10.0 | 500 | 0.0496 | 0.7795 | 0.9870 | 0.9869 | nan | 0.9841 | 0.9859 | 0.9875 | 0.9905 | 0.0 | 0.9753 | 0.9745 | 0.9726 | 0.9751 |
73
+ | 0.0363 | 11.0 | 550 | 0.0458 | 0.7798 | 0.9873 | 0.9872 | nan | 0.9844 | 0.9863 | 0.9875 | 0.9910 | 0.0 | 0.9758 | 0.9749 | 0.9731 | 0.9755 |
74
+ | 0.0315 | 12.0 | 600 | 0.0423 | 0.7802 | 0.9875 | 0.9875 | nan | 0.9872 | 0.9845 | 0.9895 | 0.9891 | 0.0 | 0.9771 | 0.9750 | 0.9731 | 0.9757 |
75
+ | 0.0315 | 13.0 | 650 | 0.0437 | 0.7800 | 0.9874 | 0.9873 | nan | 0.9851 | 0.9848 | 0.9891 | 0.9908 | 0.0 | 0.9762 | 0.9749 | 0.9731 | 0.9760 |
76
+ | 0.0278 | 14.0 | 700 | 0.0390 | 0.7805 | 0.9878 | 0.9877 | nan | 0.9862 | 0.9859 | 0.9874 | 0.9916 | 0.0 | 0.9772 | 0.9753 | 0.9738 | 0.9762 |
77
+ | 0.0278 | 15.0 | 750 | 0.0404 | 0.7799 | 0.9874 | 0.9873 | nan | 0.9834 | 0.9872 | 0.9896 | 0.9896 | 0.0 | 0.9753 | 0.9738 | 0.9740 | 0.9764 |
78
+ | 0.0255 | 16.0 | 800 | 0.0422 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9809 | 0.9872 | 0.9878 | 0.9911 | 0.0 | 0.9725 | 0.9709 | 0.9745 | 0.9765 |
79
+ | 0.0255 | 17.0 | 850 | 0.0387 | 0.7794 | 0.9871 | 0.9869 | nan | 0.9831 | 0.9858 | 0.9900 | 0.9895 | 0.0 | 0.9742 | 0.9720 | 0.9739 | 0.9767 |
80
+ | 0.0235 | 18.0 | 900 | 0.0395 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9810 | 0.9882 | 0.9881 | 0.9903 | 0.0 | 0.9725 | 0.9706 | 0.9751 | 0.9770 |
81
+ | 0.0235 | 19.0 | 950 | 0.0364 | 0.7790 | 0.9868 | 0.9866 | nan | 0.9809 | 0.9886 | 0.9867 | 0.9911 | 0.0 | 0.9723 | 0.9706 | 0.9752 | 0.9769 |
82
+ | 0.0221 | 20.0 | 1000 | 0.0394 | 0.7785 | 0.9865 | 0.9863 | nan | 0.9801 | 0.9870 | 0.9887 | 0.9904 | 0.0 | 0.9713 | 0.9691 | 0.9751 | 0.9769 |
83
+ | 0.0221 | 21.0 | 1050 | 0.0374 | 0.7787 | 0.9866 | 0.9864 | nan | 0.9812 | 0.9873 | 0.9871 | 0.9910 | 0.0 | 0.9720 | 0.9697 | 0.9750 | 0.9768 |
84
+ | 0.021 | 22.0 | 1100 | 0.0364 | 0.7787 | 0.9867 | 0.9865 | nan | 0.9804 | 0.9874 | 0.9884 | 0.9906 | 0.0 | 0.9718 | 0.9695 | 0.9753 | 0.9771 |
85
+ | 0.021 | 23.0 | 1150 | 0.0375 | 0.7784 | 0.9865 | 0.9863 | nan | 0.9792 | 0.9883 | 0.9888 | 0.9897 | 0.0 | 0.9708 | 0.9687 | 0.9754 | 0.9774 |
86
+ | 0.0199 | 24.0 | 1200 | 0.0371 | 0.7782 | 0.9864 | 0.9861 | nan | 0.9792 | 0.9871 | 0.9878 | 0.9913 | 0.0 | 0.9709 | 0.9684 | 0.9749 | 0.9768 |
87
+ | 0.0199 | 25.0 | 1250 | 0.0393 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9788 | 0.9885 | 0.9890 | 0.9897 | 0.0 | 0.9707 | 0.9683 | 0.9754 | 0.9776 |
88
+ | 0.0191 | 26.0 | 1300 | 0.0387 | 0.7783 | 0.9865 | 0.9862 | nan | 0.9791 | 0.9878 | 0.9904 | 0.9887 | 0.0 | 0.9709 | 0.9683 | 0.9750 | 0.9775 |
89
+ | 0.0191 | 27.0 | 1350 | 0.0384 | 0.7785 | 0.9865 | 0.9863 | nan | 0.9794 | 0.9880 | 0.9897 | 0.9890 | 0.0 | 0.9711 | 0.9685 | 0.9754 | 0.9775 |
90
+ | 0.0188 | 28.0 | 1400 | 0.0383 | 0.7783 | 0.9865 | 0.9862 | nan | 0.9779 | 0.9893 | 0.9884 | 0.9903 | 0.0 | 0.9705 | 0.9682 | 0.9754 | 0.9776 |
91
+ | 0.0188 | 29.0 | 1450 | 0.0377 | 0.7784 | 0.9864 | 0.9862 | nan | 0.9785 | 0.9902 | 0.9890 | 0.9880 | 0.0 | 0.9703 | 0.9680 | 0.9759 | 0.9775 |
92
+ | 0.018 | 30.0 | 1500 | 0.0378 | 0.9732 | 0.9866 | 0.9863 | nan | 0.9794 | 0.9885 | 0.9888 | 0.9895 | nan | 0.9710 | 0.9683 | 0.9757 | 0.9777 |
93
+ | 0.018 | 31.0 | 1550 | 0.0379 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9794 | 0.9875 | 0.9901 | 0.9890 | nan | 0.9710 | 0.9681 | 0.9753 | 0.9776 |
94
+ | 0.0175 | 32.0 | 1600 | 0.0381 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9792 | 0.9884 | 0.9894 | 0.9889 | nan | 0.9708 | 0.9682 | 0.9755 | 0.9775 |
95
+ | 0.0175 | 33.0 | 1650 | 0.0394 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9783 | 0.9896 | 0.9894 | 0.9886 | 0.0 | 0.9705 | 0.9679 | 0.9758 | 0.9777 |
96
+ | 0.0171 | 34.0 | 1700 | 0.0390 | 0.7784 | 0.9865 | 0.9863 | nan | 0.9800 | 0.9871 | 0.9902 | 0.9887 | 0.0 | 0.9712 | 0.9682 | 0.9753 | 0.9775 |
97
+ | 0.0171 | 35.0 | 1750 | 0.0385 | 0.9729 | 0.9865 | 0.9862 | nan | 0.9790 | 0.9878 | 0.9892 | 0.9899 | nan | 0.9710 | 0.9680 | 0.9754 | 0.9774 |
98
+ | 0.0166 | 36.0 | 1800 | 0.0384 | 0.9731 | 0.9865 | 0.9863 | nan | 0.9791 | 0.9884 | 0.9889 | 0.9897 | nan | 0.9711 | 0.9682 | 0.9756 | 0.9775 |
99
+ | 0.0166 | 37.0 | 1850 | 0.0389 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9794 | 0.9875 | 0.9891 | 0.9898 | nan | 0.9711 | 0.9680 | 0.9754 | 0.9775 |
100
+ | 0.0162 | 38.0 | 1900 | 0.0375 | 0.9731 | 0.9865 | 0.9863 | nan | 0.9797 | 0.9879 | 0.9901 | 0.9884 | nan | 0.9711 | 0.9681 | 0.9755 | 0.9777 |
101
+ | 0.0162 | 39.0 | 1950 | 0.0389 | 0.9731 | 0.9866 | 0.9863 | nan | 0.9786 | 0.9891 | 0.9891 | 0.9894 | nan | 0.9709 | 0.9681 | 0.9759 | 0.9776 |
102
+ | 0.0158 | 40.0 | 2000 | 0.0396 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9783 | 0.9897 | 0.9894 | 0.9886 | nan | 0.9705 | 0.9678 | 0.9761 | 0.9777 |
103
+ | 0.0158 | 41.0 | 2050 | 0.0397 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9788 | 0.9889 | 0.9887 | 0.9895 | 0.0 | 0.9708 | 0.9679 | 0.9759 | 0.9773 |
104
+ | 0.0156 | 42.0 | 2100 | 0.0401 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9782 | 0.9889 | 0.9890 | 0.9898 | nan | 0.9707 | 0.9678 | 0.9758 | 0.9775 |
105
+ | 0.0156 | 43.0 | 2150 | 0.0399 | 0.9730 | 0.9865 | 0.9862 | nan | 0.9789 | 0.9886 | 0.9896 | 0.9889 | nan | 0.9708 | 0.9678 | 0.9757 | 0.9777 |
106
+ | 0.0154 | 44.0 | 2200 | 0.0407 | 0.9728 | 0.9864 | 0.9861 | nan | 0.9781 | 0.9900 | 0.9884 | 0.9891 | nan | 0.9702 | 0.9673 | 0.9762 | 0.9776 |
107
+ | 0.0154 | 45.0 | 2250 | 0.0405 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9785 | 0.9901 | 0.9896 | 0.9877 | 0.0 | 0.9706 | 0.9675 | 0.9761 | 0.9776 |
108
+ | 0.0151 | 46.0 | 2300 | 0.0411 | 0.7782 | 0.9864 | 0.9861 | nan | 0.9784 | 0.9903 | 0.9901 | 0.9866 | 0.0 | 0.9704 | 0.9673 | 0.9758 | 0.9775 |
109
+ | 0.0151 | 47.0 | 2350 | 0.0394 | 0.9732 | 0.9866 | 0.9863 | nan | 0.9790 | 0.9896 | 0.9890 | 0.9886 | nan | 0.9709 | 0.9681 | 0.9759 | 0.9777 |
110
+ | 0.015 | 48.0 | 2400 | 0.0405 | 0.7784 | 0.9865 | 0.9863 | nan | 0.9787 | 0.9885 | 0.9892 | 0.9898 | 0.0 | 0.9708 | 0.9677 | 0.9757 | 0.9780 |
111
+ | 0.015 | 49.0 | 2450 | 0.0399 | 0.7786 | 0.9866 | 0.9863 | nan | 0.9787 | 0.9905 | 0.9882 | 0.9888 | 0.0 | 0.9707 | 0.9678 | 0.9764 | 0.9779 |
112
+ | 0.0149 | 50.0 | 2500 | 0.0410 | 0.7783 | 0.9864 | 0.9861 | nan | 0.9781 | 0.9895 | 0.9889 | 0.9891 | 0.0 | 0.9705 | 0.9673 | 0.9761 | 0.9776 |
113
+ | 0.0149 | 51.0 | 2550 | 0.0405 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9793 | 0.9898 | 0.9895 | 0.9872 | 0.0 | 0.9707 | 0.9676 | 0.9763 | 0.9776 |
114
+ | 0.0145 | 52.0 | 2600 | 0.0402 | 0.7785 | 0.9866 | 0.9863 | nan | 0.9788 | 0.9895 | 0.9893 | 0.9887 | 0.0 | 0.9710 | 0.9678 | 0.9760 | 0.9778 |
115
+ | 0.0145 | 53.0 | 2650 | 0.0401 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9791 | 0.9889 | 0.9898 | 0.9887 | 0.0 | 0.9710 | 0.9680 | 0.9761 | 0.9780 |
116
+ | 0.0144 | 54.0 | 2700 | 0.0392 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9795 | 0.9888 | 0.9887 | 0.9896 | 0.0 | 0.9714 | 0.9682 | 0.9761 | 0.9777 |
117
+ | 0.0144 | 55.0 | 2750 | 0.0409 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9787 | 0.9886 | 0.9895 | 0.9891 | 0.0 | 0.9706 | 0.9675 | 0.9760 | 0.9777 |
118
+ | 0.0141 | 56.0 | 2800 | 0.0410 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9779 | 0.9897 | 0.9897 | 0.9887 | 0.0 | 0.9707 | 0.9675 | 0.9759 | 0.9778 |
119
+ | 0.0141 | 57.0 | 2850 | 0.0412 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9780 | 0.9898 | 0.9891 | 0.9891 | 0.0 | 0.9707 | 0.9676 | 0.9761 | 0.9776 |
120
+ | 0.014 | 58.0 | 2900 | 0.0403 | 0.9732 | 0.9866 | 0.9863 | nan | 0.9794 | 0.9889 | 0.9889 | 0.9891 | nan | 0.9713 | 0.9680 | 0.9761 | 0.9775 |
121
+ | 0.014 | 59.0 | 2950 | 0.0404 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9787 | 0.9899 | 0.9889 | 0.9892 | 0.0 | 0.9711 | 0.9680 | 0.9763 | 0.9779 |
122
+ | 0.0139 | 60.0 | 3000 | 0.0412 | 0.7783 | 0.9865 | 0.9862 | nan | 0.9786 | 0.9893 | 0.9900 | 0.9879 | 0.0 | 0.9708 | 0.9675 | 0.9758 | 0.9775 |
123
+ | 0.0139 | 61.0 | 3050 | 0.0410 | 0.7785 | 0.9866 | 0.9863 | nan | 0.9789 | 0.9893 | 0.9901 | 0.9879 | 0.0 | 0.9708 | 0.9676 | 0.9762 | 0.9780 |
124
+ | 0.0138 | 62.0 | 3100 | 0.0413 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9778 | 0.9896 | 0.9893 | 0.9894 | 0.0 | 0.9705 | 0.9675 | 0.9763 | 0.9779 |
125
+ | 0.0138 | 63.0 | 3150 | 0.0400 | 0.7786 | 0.9866 | 0.9863 | nan | 0.9794 | 0.9887 | 0.9908 | 0.9874 | 0.0 | 0.9715 | 0.9681 | 0.9757 | 0.9776 |
126
+ | 0.0138 | 64.0 | 3200 | 0.0401 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9800 | 0.9888 | 0.9904 | 0.9873 | 0.0 | 0.9715 | 0.9682 | 0.9758 | 0.9776 |
127
+ | 0.0138 | 65.0 | 3250 | 0.0414 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9788 | 0.9888 | 0.9905 | 0.9879 | 0.0 | 0.9708 | 0.9675 | 0.9759 | 0.9776 |
128
+ | 0.0136 | 66.0 | 3300 | 0.0397 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9796 | 0.9895 | 0.9897 | 0.9880 | 0.0 | 0.9714 | 0.9683 | 0.9763 | 0.9776 |
129
+ | 0.0136 | 67.0 | 3350 | 0.0417 | 0.7783 | 0.9864 | 0.9861 | nan | 0.9777 | 0.9894 | 0.9903 | 0.9884 | 0.0 | 0.9702 | 0.9671 | 0.9761 | 0.9779 |
130
+ | 0.0135 | 68.0 | 3400 | 0.0409 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9790 | 0.9898 | 0.9908 | 0.9862 | 0.0 | 0.9711 | 0.9678 | 0.9758 | 0.9773 |
131
+ | 0.0135 | 69.0 | 3450 | 0.0399 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9796 | 0.9896 | 0.9887 | 0.9888 | 0.0 | 0.9714 | 0.9681 | 0.9764 | 0.9778 |
132
+ | 0.0133 | 70.0 | 3500 | 0.0407 | 0.7785 | 0.9865 | 0.9863 | nan | 0.9792 | 0.9903 | 0.9901 | 0.9866 | 0.0 | 0.9713 | 0.9676 | 0.9761 | 0.9775 |
133
+ | 0.0133 | 71.0 | 3550 | 0.0407 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9787 | 0.9896 | 0.9892 | 0.9890 | 0.0 | 0.9712 | 0.9679 | 0.9761 | 0.9778 |
134
+ | 0.0131 | 72.0 | 3600 | 0.0394 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9790 | 0.9899 | 0.9895 | 0.9887 | 0.0 | 0.9714 | 0.9681 | 0.9766 | 0.9781 |
135
+ | 0.0131 | 73.0 | 3650 | 0.0410 | 0.7785 | 0.9865 | 0.9863 | nan | 0.9796 | 0.9897 | 0.9903 | 0.9865 | 0.0 | 0.9713 | 0.9678 | 0.9759 | 0.9774 |
136
+ | 0.0132 | 74.0 | 3700 | 0.0412 | 0.7785 | 0.9866 | 0.9863 | nan | 0.9791 | 0.9900 | 0.9901 | 0.9871 | 0.0 | 0.9713 | 0.9678 | 0.9761 | 0.9774 |
137
+ | 0.0132 | 75.0 | 3750 | 0.0412 | 0.7786 | 0.9866 | 0.9863 | nan | 0.9785 | 0.9902 | 0.9898 | 0.9879 | 0.0 | 0.9711 | 0.9676 | 0.9763 | 0.9779 |
138
+ | 0.0131 | 76.0 | 3800 | 0.0396 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9798 | 0.9893 | 0.9904 | 0.9870 | 0.0 | 0.9716 | 0.9682 | 0.9760 | 0.9775 |
139
+ | 0.0131 | 77.0 | 3850 | 0.0418 | 0.7784 | 0.9865 | 0.9862 | nan | 0.9789 | 0.9896 | 0.9905 | 0.9871 | 0.0 | 0.9711 | 0.9676 | 0.9760 | 0.9775 |
140
+ | 0.013 | 78.0 | 3900 | 0.0396 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9787 | 0.9899 | 0.9906 | 0.9872 | 0.0 | 0.9713 | 0.9678 | 0.9760 | 0.9779 |
141
+ | 0.013 | 79.0 | 3950 | 0.0398 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9794 | 0.9898 | 0.9905 | 0.9869 | 0.0 | 0.9715 | 0.9680 | 0.9762 | 0.9777 |
142
+ | 0.0128 | 80.0 | 4000 | 0.0402 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9789 | 0.9898 | 0.9896 | 0.9885 | 0.0 | 0.9714 | 0.9680 | 0.9765 | 0.9779 |
143
+ | 0.0128 | 81.0 | 4050 | 0.0404 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9787 | 0.9903 | 0.9902 | 0.9874 | 0.0 | 0.9713 | 0.9677 | 0.9763 | 0.9779 |
144
+ | 0.0127 | 82.0 | 4100 | 0.0397 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9794 | 0.9896 | 0.9901 | 0.9877 | 0.0 | 0.9716 | 0.9681 | 0.9762 | 0.9778 |
145
+ | 0.0127 | 83.0 | 4150 | 0.0411 | 0.7786 | 0.9866 | 0.9863 | nan | 0.9786 | 0.9898 | 0.9899 | 0.9881 | 0.0 | 0.9712 | 0.9677 | 0.9763 | 0.9778 |
146
+ | 0.0127 | 84.0 | 4200 | 0.0406 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9787 | 0.9903 | 0.9890 | 0.9889 | 0.0 | 0.9713 | 0.9680 | 0.9766 | 0.9781 |
147
+ | 0.0127 | 85.0 | 4250 | 0.0413 | 0.7786 | 0.9866 | 0.9864 | nan | 0.9787 | 0.9900 | 0.9888 | 0.9891 | 0.0 | 0.9711 | 0.9677 | 0.9764 | 0.9779 |
148
+ | 0.0126 | 86.0 | 4300 | 0.0400 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9792 | 0.9904 | 0.9895 | 0.9878 | 0.0 | 0.9715 | 0.9681 | 0.9765 | 0.9778 |
149
+ | 0.0126 | 87.0 | 4350 | 0.0397 | 0.7788 | 0.9868 | 0.9865 | nan | 0.9789 | 0.9898 | 0.9898 | 0.9885 | 0.0 | 0.9715 | 0.9682 | 0.9765 | 0.9780 |
150
+ | 0.0125 | 88.0 | 4400 | 0.0398 | 0.7788 | 0.9868 | 0.9865 | nan | 0.9791 | 0.9903 | 0.9894 | 0.9883 | 0.0 | 0.9716 | 0.9681 | 0.9767 | 0.9779 |
151
+ | 0.0125 | 89.0 | 4450 | 0.0400 | 0.7787 | 0.9867 | 0.9865 | nan | 0.9795 | 0.9898 | 0.9902 | 0.9872 | 0.0 | 0.9716 | 0.9682 | 0.9763 | 0.9776 |
152
+ | 0.0125 | 90.0 | 4500 | 0.0397 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9788 | 0.9902 | 0.9893 | 0.9887 | 0.0 | 0.9716 | 0.9680 | 0.9765 | 0.9779 |
153
+ | 0.0125 | 91.0 | 4550 | 0.0400 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9790 | 0.9901 | 0.9903 | 0.9875 | 0.0 | 0.9715 | 0.9680 | 0.9762 | 0.9779 |
154
+ | 0.0125 | 92.0 | 4600 | 0.0392 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9790 | 0.9903 | 0.9898 | 0.9878 | 0.0 | 0.9716 | 0.9680 | 0.9765 | 0.9777 |
155
+ | 0.0125 | 93.0 | 4650 | 0.0403 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9791 | 0.9900 | 0.9905 | 0.9873 | 0.0 | 0.9716 | 0.9681 | 0.9763 | 0.9777 |
156
+ | 0.0123 | 94.0 | 4700 | 0.0396 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9797 | 0.9898 | 0.9903 | 0.9874 | 0.0 | 0.9718 | 0.9684 | 0.9764 | 0.9778 |
157
+ | 0.0123 | 95.0 | 4750 | 0.0405 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9790 | 0.9901 | 0.9903 | 0.9874 | 0.0 | 0.9715 | 0.9679 | 0.9764 | 0.9778 |
158
+ | 0.0122 | 96.0 | 4800 | 0.0394 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9793 | 0.9896 | 0.9898 | 0.9884 | 0.0 | 0.9717 | 0.9682 | 0.9764 | 0.9780 |
159
+ | 0.0122 | 97.0 | 4850 | 0.0396 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9790 | 0.9900 | 0.9900 | 0.9882 | 0.0 | 0.9716 | 0.9681 | 0.9766 | 0.9780 |
160
+ | 0.0122 | 98.0 | 4900 | 0.0399 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9797 | 0.9900 | 0.9904 | 0.9870 | 0.0 | 0.9718 | 0.9682 | 0.9764 | 0.9776 |
161
+ | 0.0122 | 99.0 | 4950 | 0.0394 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9793 | 0.9896 | 0.9897 | 0.9885 | 0.0 | 0.9717 | 0.9682 | 0.9766 | 0.9780 |
162
+ | 0.0122 | 100.0 | 5000 | 0.0383 | 0.7790 | 0.9868 | 0.9866 | nan | 0.9804 | 0.9899 | 0.9895 | 0.9876 | 0.0 | 0.9720 | 0.9686 | 0.9767 | 0.9777 |
163
+ | 0.0122 | 101.0 | 5050 | 0.0399 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9794 | 0.9904 | 0.9895 | 0.9877 | 0.0 | 0.9716 | 0.9680 | 0.9766 | 0.9779 |
164
+ | 0.0121 | 102.0 | 5100 | 0.0392 | 0.7790 | 0.9868 | 0.9866 | nan | 0.9796 | 0.9898 | 0.9889 | 0.9890 | 0.0 | 0.9718 | 0.9685 | 0.9767 | 0.9779 |
165
+ | 0.0121 | 103.0 | 5150 | 0.0393 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9788 | 0.9901 | 0.9900 | 0.9881 | 0.0 | 0.9715 | 0.9679 | 0.9765 | 0.9781 |
166
+ | 0.012 | 104.0 | 5200 | 0.0400 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9790 | 0.9894 | 0.9904 | 0.9881 | 0.0 | 0.9716 | 0.9682 | 0.9763 | 0.9779 |
167
+ | 0.012 | 105.0 | 5250 | 0.0393 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9796 | 0.9894 | 0.9904 | 0.9878 | 0.0 | 0.9718 | 0.9683 | 0.9764 | 0.9780 |
168
+ | 0.012 | 106.0 | 5300 | 0.0390 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9794 | 0.9900 | 0.9890 | 0.9888 | 0.0 | 0.9719 | 0.9683 | 0.9766 | 0.9780 |
169
+ | 0.012 | 107.0 | 5350 | 0.0383 | 0.7790 | 0.9868 | 0.9866 | nan | 0.9801 | 0.9899 | 0.9903 | 0.9870 | 0.0 | 0.9721 | 0.9684 | 0.9765 | 0.9779 |
170
+ | 0.0119 | 108.0 | 5400 | 0.0380 | 0.7792 | 0.9870 | 0.9868 | nan | 0.9807 | 0.9892 | 0.9897 | 0.9883 | 0.0 | 0.9724 | 0.9690 | 0.9768 | 0.9780 |
171
+ | 0.0119 | 109.0 | 5450 | 0.0400 | 0.7787 | 0.9867 | 0.9864 | nan | 0.9786 | 0.9902 | 0.9902 | 0.9876 | 0.0 | 0.9714 | 0.9677 | 0.9764 | 0.9778 |
172
+ | 0.0119 | 110.0 | 5500 | 0.0385 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9801 | 0.9894 | 0.9891 | 0.9889 | 0.0 | 0.9721 | 0.9686 | 0.9768 | 0.9780 |
173
+ | 0.0119 | 111.0 | 5550 | 0.0385 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9798 | 0.9896 | 0.9902 | 0.9879 | 0.0 | 0.9719 | 0.9685 | 0.9767 | 0.9781 |
174
+ | 0.0118 | 112.0 | 5600 | 0.0377 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9798 | 0.9891 | 0.9897 | 0.9891 | 0.0 | 0.9722 | 0.9687 | 0.9766 | 0.9782 |
175
+ | 0.0118 | 113.0 | 5650 | 0.0388 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9794 | 0.9899 | 0.9904 | 0.9878 | 0.0 | 0.9719 | 0.9683 | 0.9767 | 0.9781 |
176
+ | 0.0118 | 114.0 | 5700 | 0.0391 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9797 | 0.9891 | 0.9906 | 0.9880 | 0.0 | 0.9719 | 0.9683 | 0.9763 | 0.9781 |
177
+ | 0.0118 | 115.0 | 5750 | 0.0390 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9796 | 0.9902 | 0.9899 | 0.9876 | 0.0 | 0.9719 | 0.9683 | 0.9766 | 0.9779 |
178
+ | 0.0118 | 116.0 | 5800 | 0.0390 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9795 | 0.9899 | 0.9896 | 0.9882 | 0.0 | 0.9718 | 0.9682 | 0.9767 | 0.9779 |
179
+ | 0.0118 | 117.0 | 5850 | 0.0394 | 0.7788 | 0.9867 | 0.9865 | nan | 0.9791 | 0.9899 | 0.9896 | 0.9883 | 0.0 | 0.9717 | 0.9679 | 0.9765 | 0.9778 |
180
+ | 0.0117 | 118.0 | 5900 | 0.0386 | 0.7789 | 0.9868 | 0.9866 | nan | 0.9796 | 0.9898 | 0.9900 | 0.9879 | 0.0 | 0.9719 | 0.9682 | 0.9766 | 0.9779 |
181
+ | 0.0117 | 119.0 | 5950 | 0.0386 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9800 | 0.9895 | 0.9896 | 0.9885 | 0.0 | 0.9721 | 0.9686 | 0.9767 | 0.9781 |
182
+ | 0.0117 | 120.0 | 6000 | 0.0388 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9796 | 0.9899 | 0.9902 | 0.9878 | 0.0 | 0.9719 | 0.9684 | 0.9767 | 0.9781 |
183
+ | 0.0117 | 121.0 | 6050 | 0.0389 | 0.7790 | 0.9868 | 0.9866 | nan | 0.9800 | 0.9896 | 0.9894 | 0.9883 | 0.0 | 0.9721 | 0.9684 | 0.9767 | 0.9778 |
184
+ | 0.0116 | 122.0 | 6100 | 0.0384 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9796 | 0.9896 | 0.9897 | 0.9886 | 0.0 | 0.9720 | 0.9684 | 0.9767 | 0.9780 |
185
+ | 0.0116 | 123.0 | 6150 | 0.0386 | 0.7789 | 0.9868 | 0.9865 | nan | 0.9793 | 0.9899 | 0.9901 | 0.9879 | 0.0 | 0.9718 | 0.9680 | 0.9765 | 0.9781 |
186
+ | 0.0115 | 124.0 | 6200 | 0.0383 | 0.7792 | 0.9870 | 0.9867 | nan | 0.9802 | 0.9890 | 0.9900 | 0.9888 | 0.0 | 0.9722 | 0.9688 | 0.9767 | 0.9781 |
187
+ | 0.0115 | 125.0 | 6250 | 0.0381 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9796 | 0.9892 | 0.9900 | 0.9888 | 0.0 | 0.9721 | 0.9685 | 0.9766 | 0.9780 |
188
+ | 0.0115 | 126.0 | 6300 | 0.0383 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9797 | 0.9894 | 0.9894 | 0.9893 | 0.0 | 0.9720 | 0.9686 | 0.9767 | 0.9782 |
189
+ | 0.0115 | 127.0 | 6350 | 0.0384 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9797 | 0.9895 | 0.9901 | 0.9881 | 0.0 | 0.9719 | 0.9684 | 0.9766 | 0.9781 |
190
+ | 0.0115 | 128.0 | 6400 | 0.0377 | 0.7792 | 0.9870 | 0.9867 | nan | 0.9801 | 0.9891 | 0.9896 | 0.9891 | 0.0 | 0.9722 | 0.9688 | 0.9767 | 0.9781 |
191
+ | 0.0115 | 129.0 | 6450 | 0.0383 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9800 | 0.9898 | 0.9899 | 0.9880 | 0.0 | 0.9721 | 0.9685 | 0.9768 | 0.9782 |
192
+ | 0.0115 | 130.0 | 6500 | 0.0377 | 0.7791 | 0.9870 | 0.9867 | nan | 0.9797 | 0.9895 | 0.9901 | 0.9885 | 0.0 | 0.9723 | 0.9687 | 0.9767 | 0.9781 |
193
+ | 0.0115 | 131.0 | 6550 | 0.0380 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9800 | 0.9891 | 0.9897 | 0.9890 | 0.0 | 0.9722 | 0.9687 | 0.9767 | 0.9780 |
194
+ | 0.0114 | 132.0 | 6600 | 0.0377 | 0.7792 | 0.9870 | 0.9868 | nan | 0.9799 | 0.9893 | 0.9901 | 0.9887 | 0.0 | 0.9724 | 0.9689 | 0.9766 | 0.9782 |
195
+ | 0.0114 | 133.0 | 6650 | 0.0378 | 0.7792 | 0.9870 | 0.9867 | nan | 0.9801 | 0.9899 | 0.9897 | 0.9882 | 0.0 | 0.9722 | 0.9687 | 0.9769 | 0.9782 |
196
+ | 0.0114 | 134.0 | 6700 | 0.0379 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9801 | 0.9896 | 0.9902 | 0.9879 | 0.0 | 0.9723 | 0.9688 | 0.9767 | 0.9780 |
197
+ | 0.0114 | 135.0 | 6750 | 0.0374 | 0.7793 | 0.9870 | 0.9868 | nan | 0.9803 | 0.9894 | 0.9899 | 0.9884 | 0.0 | 0.9724 | 0.9690 | 0.9768 | 0.9782 |
198
+ | 0.0113 | 136.0 | 6800 | 0.0386 | 0.7790 | 0.9869 | 0.9866 | nan | 0.9796 | 0.9897 | 0.9903 | 0.9878 | 0.0 | 0.9720 | 0.9683 | 0.9766 | 0.9781 |
199
+ | 0.0113 | 137.0 | 6850 | 0.0378 | 0.9739 | 0.9870 | 0.9867 | nan | 0.9802 | 0.9895 | 0.9900 | 0.9880 | nan | 0.9724 | 0.9688 | 0.9766 | 0.9779 |
200
+ | 0.0114 | 138.0 | 6900 | 0.0378 | 0.9740 | 0.9870 | 0.9868 | nan | 0.9800 | 0.9895 | 0.9893 | 0.9893 | nan | 0.9722 | 0.9688 | 0.9769 | 0.9783 |
201
+ | 0.0114 | 139.0 | 6950 | 0.0380 | 0.7791 | 0.9869 | 0.9867 | nan | 0.9797 | 0.9896 | 0.9897 | 0.9888 | 0.0 | 0.9722 | 0.9685 | 0.9767 | 0.9782 |
202
+ | 0.0113 | 140.0 | 7000 | 0.0374 | 0.7793 | 0.9871 | 0.9868 | nan | 0.9803 | 0.9893 | 0.9899 | 0.9887 | 0.0 | 0.9725 | 0.9690 | 0.9768 | 0.9783 |
203
+ | 0.0113 | 141.0 | 7050 | 0.0378 | 0.7792 | 0.9870 | 0.9868 | nan | 0.9801 | 0.9894 | 0.9900 | 0.9886 | 0.0 | 0.9724 | 0.9689 | 0.9767 | 0.9781 |
204
+ | 0.0112 | 142.0 | 7100 | 0.0380 | 0.9740 | 0.9870 | 0.9868 | nan | 0.9801 | 0.9899 | 0.9897 | 0.9882 | nan | 0.9724 | 0.9687 | 0.9768 | 0.9782 |
205
+ | 0.0112 | 143.0 | 7150 | 0.0380 | 0.9740 | 0.9870 | 0.9868 | nan | 0.9800 | 0.9897 | 0.9899 | 0.9883 | nan | 0.9724 | 0.9688 | 0.9768 | 0.9781 |
206
+ | 0.0112 | 144.0 | 7200 | 0.0378 | 0.9741 | 0.9870 | 0.9868 | nan | 0.9802 | 0.9896 | 0.9897 | 0.9887 | nan | 0.9725 | 0.9690 | 0.9768 | 0.9781 |
207
+ | 0.0112 | 145.0 | 7250 | 0.0376 | 0.7793 | 0.9870 | 0.9868 | nan | 0.9806 | 0.9892 | 0.9903 | 0.9880 | 0.0 | 0.9726 | 0.9690 | 0.9767 | 0.9782 |
208
+ | 0.0112 | 146.0 | 7300 | 0.0380 | 0.7792 | 0.9870 | 0.9867 | nan | 0.9801 | 0.9899 | 0.9898 | 0.9880 | 0.0 | 0.9724 | 0.9687 | 0.9767 | 0.9780 |
209
+ | 0.0112 | 147.0 | 7350 | 0.0381 | 0.9740 | 0.9870 | 0.9867 | nan | 0.9800 | 0.9900 | 0.9899 | 0.9880 | nan | 0.9723 | 0.9687 | 0.9767 | 0.9781 |
210
+ | 0.0111 | 148.0 | 7400 | 0.0374 | 0.9742 | 0.9871 | 0.9868 | nan | 0.9805 | 0.9895 | 0.9900 | 0.9883 | nan | 0.9726 | 0.9690 | 0.9768 | 0.9782 |
211
+ | 0.0111 | 149.0 | 7450 | 0.0378 | 0.9740 | 0.9870 | 0.9868 | nan | 0.9801 | 0.9897 | 0.9902 | 0.9879 | nan | 0.9724 | 0.9687 | 0.9767 | 0.9781 |
212
+ | 0.0112 | 150.0 | 7500 | 0.0377 | 0.9741 | 0.9870 | 0.9868 | nan | 0.9800 | 0.9892 | 0.9897 | 0.9891 | nan | 0.9725 | 0.9690 | 0.9767 | 0.9781 |
213
+ | 0.0112 | 151.0 | 7550 | 0.0377 | 0.9742 | 0.9871 | 0.9868 | nan | 0.9802 | 0.9893 | 0.9895 | 0.9893 | nan | 0.9725 | 0.9691 | 0.9768 | 0.9782 |
214
+ | 0.0111 | 152.0 | 7600 | 0.0374 | 0.9741 | 0.9870 | 0.9868 | nan | 0.9804 | 0.9898 | 0.9898 | 0.9883 | nan | 0.9726 | 0.9690 | 0.9768 | 0.9782 |
215
+ | 0.0111 | 153.0 | 7650 | 0.0380 | 0.9740 | 0.9870 | 0.9868 | nan | 0.9800 | 0.9898 | 0.9897 | 0.9884 | nan | 0.9725 | 0.9688 | 0.9767 | 0.9781 |
216
+ | 0.0111 | 154.0 | 7700 | 0.0373 | 0.9742 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9891 | 0.9901 | 0.9887 | nan | 0.9727 | 0.9692 | 0.9767 | 0.9782 |
217
+ | 0.0111 | 155.0 | 7750 | 0.0375 | 0.9742 | 0.9871 | 0.9868 | nan | 0.9804 | 0.9896 | 0.9893 | 0.9891 | nan | 0.9727 | 0.9692 | 0.9768 | 0.9781 |
218
+ | 0.0111 | 156.0 | 7800 | 0.0378 | 0.9741 | 0.9870 | 0.9868 | nan | 0.9801 | 0.9898 | 0.9897 | 0.9886 | nan | 0.9727 | 0.9689 | 0.9767 | 0.9781 |
219
+ | 0.0111 | 157.0 | 7850 | 0.0376 | 0.9742 | 0.9871 | 0.9868 | nan | 0.9805 | 0.9891 | 0.9902 | 0.9885 | nan | 0.9727 | 0.9691 | 0.9766 | 0.9782 |
220
+ | 0.0111 | 158.0 | 7900 | 0.0375 | 0.9742 | 0.9871 | 0.9868 | nan | 0.9804 | 0.9893 | 0.9899 | 0.9887 | nan | 0.9727 | 0.9691 | 0.9767 | 0.9782 |
221
+ | 0.0111 | 159.0 | 7950 | 0.0372 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9892 | 0.9904 | 0.9884 | nan | 0.9728 | 0.9693 | 0.9766 | 0.9783 |
222
+ | 0.0111 | 160.0 | 8000 | 0.0367 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9809 | 0.9896 | 0.9898 | 0.9882 | nan | 0.9730 | 0.9693 | 0.9768 | 0.9782 |
223
+ | 0.0111 | 161.0 | 8050 | 0.0370 | 0.9744 | 0.9871 | 0.9869 | nan | 0.9808 | 0.9898 | 0.9894 | 0.9886 | nan | 0.9728 | 0.9693 | 0.9770 | 0.9783 |
224
+ | 0.0111 | 162.0 | 8100 | 0.0371 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9806 | 0.9892 | 0.9901 | 0.9885 | nan | 0.9729 | 0.9694 | 0.9767 | 0.9782 |
225
+ | 0.0111 | 163.0 | 8150 | 0.0372 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9807 | 0.9894 | 0.9901 | 0.9882 | nan | 0.9729 | 0.9694 | 0.9767 | 0.9781 |
226
+ | 0.011 | 164.0 | 8200 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9896 | 0.9894 | 0.9889 | nan | 0.9728 | 0.9693 | 0.9768 | 0.9781 |
227
+ | 0.011 | 165.0 | 8250 | 0.0371 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9808 | 0.9897 | 0.9898 | 0.9882 | nan | 0.9729 | 0.9694 | 0.9768 | 0.9783 |
228
+ | 0.011 | 166.0 | 8300 | 0.0372 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9806 | 0.9897 | 0.9898 | 0.9884 | nan | 0.9729 | 0.9693 | 0.9768 | 0.9781 |
229
+ | 0.011 | 167.0 | 8350 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9804 | 0.9896 | 0.9900 | 0.9885 | nan | 0.9728 | 0.9692 | 0.9768 | 0.9783 |
230
+ | 0.011 | 168.0 | 8400 | 0.0369 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9807 | 0.9895 | 0.9899 | 0.9885 | nan | 0.9731 | 0.9695 | 0.9767 | 0.9782 |
231
+ | 0.011 | 169.0 | 8450 | 0.0375 | 0.9742 | 0.9871 | 0.9869 | nan | 0.9802 | 0.9897 | 0.9898 | 0.9886 | nan | 0.9727 | 0.9691 | 0.9768 | 0.9782 |
232
+ | 0.0109 | 170.0 | 8500 | 0.0363 | 0.9746 | 0.9873 | 0.9871 | nan | 0.9814 | 0.9892 | 0.9894 | 0.9891 | nan | 0.9734 | 0.9699 | 0.9769 | 0.9782 |
233
+ | 0.0109 | 171.0 | 8550 | 0.0371 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9895 | 0.9900 | 0.9885 | nan | 0.9729 | 0.9693 | 0.9767 | 0.9782 |
234
+ | 0.011 | 172.0 | 8600 | 0.0371 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9807 | 0.9896 | 0.9898 | 0.9885 | nan | 0.9729 | 0.9693 | 0.9768 | 0.9782 |
235
+ | 0.011 | 173.0 | 8650 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9807 | 0.9893 | 0.9901 | 0.9885 | nan | 0.9728 | 0.9694 | 0.9767 | 0.9783 |
236
+ | 0.0109 | 174.0 | 8700 | 0.0372 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9806 | 0.9894 | 0.9898 | 0.9889 | nan | 0.9729 | 0.9694 | 0.9768 | 0.9783 |
237
+ | 0.0109 | 175.0 | 8750 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9806 | 0.9895 | 0.9899 | 0.9885 | nan | 0.9729 | 0.9694 | 0.9768 | 0.9782 |
238
+ | 0.0109 | 176.0 | 8800 | 0.0371 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9808 | 0.9894 | 0.9898 | 0.9886 | nan | 0.9730 | 0.9694 | 0.9768 | 0.9782 |
239
+ | 0.0109 | 177.0 | 8850 | 0.0370 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9808 | 0.9897 | 0.9896 | 0.9886 | nan | 0.9730 | 0.9695 | 0.9768 | 0.9782 |
240
+ | 0.0109 | 178.0 | 8900 | 0.0373 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9808 | 0.9895 | 0.9899 | 0.9885 | nan | 0.9729 | 0.9694 | 0.9768 | 0.9783 |
241
+ | 0.0109 | 179.0 | 8950 | 0.0372 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9806 | 0.9894 | 0.9897 | 0.9888 | nan | 0.9729 | 0.9694 | 0.9768 | 0.9782 |
242
+ | 0.0109 | 180.0 | 9000 | 0.0368 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9811 | 0.9894 | 0.9897 | 0.9885 | nan | 0.9731 | 0.9696 | 0.9768 | 0.9781 |
243
+ | 0.0109 | 181.0 | 9050 | 0.0371 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9807 | 0.9894 | 0.9900 | 0.9886 | nan | 0.9730 | 0.9694 | 0.9768 | 0.9783 |
244
+ | 0.0109 | 182.0 | 9100 | 0.0370 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9808 | 0.9894 | 0.9898 | 0.9887 | nan | 0.9730 | 0.9695 | 0.9768 | 0.9782 |
245
+ | 0.0109 | 183.0 | 9150 | 0.0368 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9810 | 0.9892 | 0.9901 | 0.9885 | nan | 0.9732 | 0.9697 | 0.9767 | 0.9782 |
246
+ | 0.0108 | 184.0 | 9200 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9896 | 0.9897 | 0.9887 | nan | 0.9729 | 0.9693 | 0.9767 | 0.9782 |
247
+ | 0.0108 | 185.0 | 9250 | 0.0371 | 0.9743 | 0.9872 | 0.9869 | nan | 0.9806 | 0.9895 | 0.9900 | 0.9885 | nan | 0.9730 | 0.9694 | 0.9767 | 0.9783 |
248
+ | 0.0108 | 186.0 | 9300 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9808 | 0.9897 | 0.9896 | 0.9886 | nan | 0.9731 | 0.9695 | 0.9769 | 0.9782 |
249
+ | 0.0108 | 187.0 | 9350 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9808 | 0.9895 | 0.9899 | 0.9886 | nan | 0.9731 | 0.9695 | 0.9768 | 0.9782 |
250
+ | 0.0108 | 188.0 | 9400 | 0.0370 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9808 | 0.9893 | 0.9900 | 0.9886 | nan | 0.9730 | 0.9695 | 0.9768 | 0.9782 |
251
+ | 0.0108 | 189.0 | 9450 | 0.0371 | 0.9743 | 0.9872 | 0.9869 | nan | 0.9807 | 0.9895 | 0.9901 | 0.9883 | nan | 0.9730 | 0.9694 | 0.9767 | 0.9782 |
252
+ | 0.0108 | 190.0 | 9500 | 0.0370 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9808 | 0.9896 | 0.9899 | 0.9885 | nan | 0.9731 | 0.9695 | 0.9768 | 0.9782 |
253
+ | 0.0108 | 191.0 | 9550 | 0.0373 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9806 | 0.9895 | 0.9899 | 0.9886 | nan | 0.9729 | 0.9693 | 0.9768 | 0.9782 |
254
+ | 0.0108 | 192.0 | 9600 | 0.0371 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9807 | 0.9894 | 0.9899 | 0.9887 | nan | 0.9730 | 0.9695 | 0.9768 | 0.9782 |
255
+ | 0.0108 | 193.0 | 9650 | 0.0374 | 0.9743 | 0.9871 | 0.9869 | nan | 0.9805 | 0.9898 | 0.9897 | 0.9886 | nan | 0.9729 | 0.9693 | 0.9768 | 0.9782 |
256
+ | 0.0108 | 194.0 | 9700 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9807 | 0.9896 | 0.9899 | 0.9885 | nan | 0.9730 | 0.9695 | 0.9768 | 0.9783 |
257
+ | 0.0108 | 195.0 | 9750 | 0.0370 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9809 | 0.9896 | 0.9898 | 0.9885 | nan | 0.9731 | 0.9696 | 0.9768 | 0.9782 |
258
+ | 0.0108 | 196.0 | 9800 | 0.0370 | 0.9745 | 0.9872 | 0.9870 | nan | 0.9810 | 0.9894 | 0.9898 | 0.9887 | nan | 0.9732 | 0.9697 | 0.9768 | 0.9782 |
259
+ | 0.0108 | 197.0 | 9850 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9809 | 0.9896 | 0.9897 | 0.9886 | nan | 0.9731 | 0.9695 | 0.9768 | 0.9782 |
260
+ | 0.0108 | 198.0 | 9900 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9809 | 0.9896 | 0.9897 | 0.9886 | nan | 0.9731 | 0.9695 | 0.9768 | 0.9782 |
261
+ | 0.0108 | 199.0 | 9950 | 0.0371 | 0.9744 | 0.9872 | 0.9870 | nan | 0.9809 | 0.9895 | 0.9898 | 0.9886 | nan | 0.9731 | 0.9696 | 0.9768 | 0.9782 |
262
+ | 0.0108 | 200.0 | 10000 | 0.0372 | 0.9744 | 0.9872 | 0.9869 | nan | 0.9806 | 0.9893 | 0.9901 | 0.9887 | nan | 0.9730 | 0.9695 | 0.9767 | 0.9782 |
263
+
264
+
265
+ ### Framework versions
266
+
267
+ - Transformers 4.52.0.dev0
268
+ - Pytorch 2.6.0+cu124
269
+ - Datasets 3.5.0
270
+ - Tokenizers 0.21.1