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ht-stmini-cls-v6_ftis_noPretrain-cssl-msm-pos

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Safetensors
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End of training

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  1. README.md +288 -8
  2. model.safetensors +1 -1
  3. runs/3-by=2006-psr=0.25/events.out.tfevents.1747289611.yara2.3237773.1 +3 -0
  4. training_args.bin +1 -1
README.md CHANGED
@@ -2,6 +2,8 @@
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  library_name: transformers
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  tags:
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  - generated_from_trainer
 
 
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  model-index:
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  - name: ht-stmini-cls-v6_ftis_noPretrain-cssl-msm-pos
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  results: []
@@ -14,14 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - eval_loss: 2.7756
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- - eval_accuracy: 0.9119
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- - eval_macro_f1: 0.7825
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- - eval_runtime: 14.6137
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- - eval_samples_per_second: 45.984
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- - eval_steps_per_second: 11.496
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- - epoch: 0.0001
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- - step: 14
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  ## Model description
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@@ -49,6 +46,289 @@ The following hyperparameters were used during training:
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  - lr_scheduler_warmup_steps: 6733
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  - training_steps: 134674
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52
  ### Framework versions
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  - Transformers 4.46.0
 
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  library_name: transformers
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  tags:
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  - generated_from_trainer
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+ metrics:
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+ - accuracy
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  model-index:
8
  - name: ht-stmini-cls-v6_ftis_noPretrain-cssl-msm-pos
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  results: []
 
16
 
17
  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 55.9716
20
+ - Accuracy: 0.9133
21
+ - Macro F1: 0.7988
 
 
 
 
 
22
 
23
  ## Model description
24
 
 
46
  - lr_scheduler_warmup_steps: 6733
47
  - training_steps: 134674
48
 
49
+ ### Training results
50
+
51
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
+ |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
+ | 2051.615 | 0.0013 | 174 | 1805.0995 | 0.0688 | 0.0294 |
54
+ | 567.9996 | 1.0013 | 348 | 342.4418 | 0.1094 | 0.0382 |
55
+ | 212.1471 | 2.0013 | 522 | 313.7029 | 0.2430 | 0.0644 |
56
+ | 179.1566 | 3.0013 | 696 | 315.2985 | 0.3570 | 0.0847 |
57
+ | 156.1364 | 4.0013 | 870 | 335.7257 | 0.4243 | 0.1051 |
58
+ | 142.0853 | 5.0013 | 1044 | 347.1736 | 0.4621 | 0.1147 |
59
+ | 124.9968 | 6.0012 | 1218 | 318.9352 | 0.4825 | 0.1205 |
60
+ | 116.0755 | 7.0012 | 1392 | 336.2049 | 0.5016 | 0.1245 |
61
+ | 106.3273 | 8.0012 | 1566 | 327.6715 | 0.5126 | 0.1269 |
62
+ | 101.1738 | 9.0012 | 1740 | 312.9454 | 0.5247 | 0.1298 |
63
+ | 93.894 | 10.0012 | 1914 | 285.0026 | 0.5327 | 0.1326 |
64
+ | 90.0742 | 11.0012 | 2088 | 232.6862 | 0.5386 | 0.1342 |
65
+ | 87.248 | 12.0012 | 2262 | 212.4582 | 0.5457 | 0.1373 |
66
+ | 82.6919 | 13.0012 | 2436 | 194.8459 | 0.5528 | 0.1403 |
67
+ | 78.5655 | 14.0012 | 2610 | 170.6922 | 0.5637 | 0.1427 |
68
+ | 74.8758 | 15.0012 | 2784 | 158.9133 | 0.5601 | 0.1436 |
69
+ | 71.437 | 16.0012 | 2958 | 152.7862 | 0.5771 | 0.1478 |
70
+ | 68.4605 | 17.0012 | 3132 | 145.1879 | 0.5771 | 0.1496 |
71
+ | 64.8785 | 18.0012 | 3306 | 129.8502 | 0.5811 | 0.1520 |
72
+ | 62.3625 | 19.0012 | 3480 | 124.7770 | 0.6032 | 0.1557 |
73
+ | 58.7798 | 20.0011 | 3654 | 110.7103 | 0.5826 | 0.1582 |
74
+ | 55.5629 | 21.0011 | 3828 | 109.6181 | 0.6087 | 0.1662 |
75
+ | 51.2872 | 22.0011 | 4002 | 104.6862 | 0.6028 | 0.1661 |
76
+ | 49.2496 | 23.0011 | 4176 | 95.9064 | 0.6142 | 0.1742 |
77
+ | 45.261 | 24.0011 | 4350 | 91.5438 | 0.6152 | 0.1820 |
78
+ | 41.2703 | 25.0011 | 4524 | 87.2048 | 0.6414 | 0.1841 |
79
+ | 39.6342 | 26.0011 | 4698 | 81.7815 | 0.6526 | 0.1995 |
80
+ | 36.4071 | 27.0011 | 4872 | 77.8353 | 0.6608 | 0.2059 |
81
+ | 33.9542 | 28.0011 | 5046 | 78.5235 | 0.6623 | 0.2096 |
82
+ | 32.0353 | 29.0011 | 5220 | 75.8623 | 0.6837 | 0.2345 |
83
+ | 30.0918 | 30.0011 | 5394 | 72.4789 | 0.6890 | 0.2426 |
84
+ | 27.4502 | 31.0011 | 5568 | 71.0279 | 0.6950 | 0.2559 |
85
+ | 27.3074 | 32.0011 | 5742 | 70.7942 | 0.6894 | 0.2615 |
86
+ | 23.9198 | 33.0010 | 5916 | 66.2438 | 0.7093 | 0.2789 |
87
+ | 23.0319 | 34.0010 | 6090 | 69.6817 | 0.7020 | 0.2796 |
88
+ | 20.7673 | 35.0010 | 6264 | 72.1545 | 0.7205 | 0.3131 |
89
+ | 19.6125 | 36.0010 | 6438 | 65.6142 | 0.7277 | 0.3161 |
90
+ | 17.7763 | 37.0010 | 6612 | 68.5730 | 0.7323 | 0.3261 |
91
+ | 17.3329 | 38.0010 | 6786 | 74.0070 | 0.7320 | 0.3368 |
92
+ | 15.6933 | 39.0010 | 6960 | 69.4148 | 0.7510 | 0.3644 |
93
+ | 14.4269 | 40.0010 | 7134 | 68.8187 | 0.7498 | 0.3747 |
94
+ | 13.6689 | 41.0010 | 7308 | 73.1659 | 0.7505 | 0.3806 |
95
+ | 12.9143 | 42.0010 | 7482 | 75.2290 | 0.7490 | 0.3825 |
96
+ | 11.5526 | 43.0010 | 7656 | 77.3961 | 0.7575 | 0.4096 |
97
+ | 10.9872 | 44.0010 | 7830 | 79.4965 | 0.7675 | 0.4156 |
98
+ | 9.8134 | 45.0010 | 8004 | 81.8056 | 0.7696 | 0.4147 |
99
+ | 8.9138 | 46.0010 | 8178 | 81.5710 | 0.7695 | 0.4231 |
100
+ | 8.605 | 47.0009 | 8352 | 86.2369 | 0.7654 | 0.4360 |
101
+ | 7.7721 | 48.0009 | 8526 | 84.0276 | 0.7753 | 0.4353 |
102
+ | 6.9441 | 49.0009 | 8700 | 88.6036 | 0.7817 | 0.4490 |
103
+ | 6.5157 | 50.0009 | 8874 | 84.2461 | 0.7854 | 0.4578 |
104
+ | 6.9479 | 51.0009 | 9048 | 87.0746 | 0.7797 | 0.4586 |
105
+ | 5.8715 | 52.0009 | 9222 | 90.5531 | 0.7808 | 0.4574 |
106
+ | 5.1883 | 53.0009 | 9396 | 87.6157 | 0.7873 | 0.4792 |
107
+ | 5.0596 | 54.0009 | 9570 | 90.5771 | 0.7955 | 0.4801 |
108
+ | 4.7672 | 55.0009 | 9744 | 85.8489 | 0.7898 | 0.4877 |
109
+ | 3.9255 | 56.0009 | 9918 | 76.2656 | 0.8015 | 0.4916 |
110
+ | 3.7545 | 57.0009 | 10092 | 83.9146 | 0.7998 | 0.5009 |
111
+ | 3.6654 | 58.0009 | 10266 | 80.5475 | 0.8076 | 0.5067 |
112
+ | 3.2354 | 59.0009 | 10440 | 85.4815 | 0.8056 | 0.5169 |
113
+ | 3.0227 | 60.0008 | 10614 | 85.3917 | 0.8162 | 0.5208 |
114
+ | 2.7215 | 61.0008 | 10788 | 77.9773 | 0.8123 | 0.5245 |
115
+ | 2.1793 | 62.0008 | 10962 | 68.7823 | 0.8091 | 0.5166 |
116
+ | 1.7167 | 63.0008 | 11136 | 40.7625 | 0.8135 | 0.4965 |
117
+ | 1.4246 | 64.0008 | 11310 | 34.4758 | 0.8195 | 0.5179 |
118
+ | 1.292 | 65.0008 | 11484 | 35.7259 | 0.8182 | 0.5084 |
119
+ | 1.1156 | 66.0008 | 11658 | 52.1708 | 0.8260 | 0.5277 |
120
+ | 1.0873 | 67.0008 | 11832 | 50.4344 | 0.8353 | 0.5428 |
121
+ | 0.8542 | 68.0008 | 12006 | 72.9179 | 0.8359 | 0.5436 |
122
+ | 0.8026 | 69.0008 | 12180 | 64.3661 | 0.8429 | 0.5620 |
123
+ | 0.7701 | 70.0008 | 12354 | 61.1357 | 0.8442 | 0.5699 |
124
+ | 0.7546 | 71.0008 | 12528 | 58.9851 | 0.8435 | 0.5779 |
125
+ | 0.7584 | 72.0008 | 12702 | 57.2953 | 0.8453 | 0.5780 |
126
+ | 0.6302 | 73.0007 | 12876 | 59.3964 | 0.8508 | 0.5834 |
127
+ | 0.6351 | 74.0007 | 13050 | 54.8212 | 0.8512 | 0.5953 |
128
+ | 0.5667 | 75.0007 | 13224 | 58.9246 | 0.8582 | 0.6067 |
129
+ | 0.5478 | 76.0007 | 13398 | 57.3856 | 0.8581 | 0.6097 |
130
+ | 0.553 | 77.0007 | 13572 | 57.4882 | 0.8659 | 0.6205 |
131
+ | 0.5042 | 78.0007 | 13746 | 63.4521 | 0.8578 | 0.6131 |
132
+ | 0.4896 | 79.0007 | 13920 | 56.2723 | 0.8640 | 0.6166 |
133
+ | 0.5145 | 80.0007 | 14094 | 53.4763 | 0.8681 | 0.6272 |
134
+ | 0.4806 | 81.0007 | 14268 | 60.8426 | 0.8688 | 0.6354 |
135
+ | 0.4654 | 82.0007 | 14442 | 53.5291 | 0.8743 | 0.6412 |
136
+ | 0.4166 | 83.0007 | 14616 | 48.5577 | 0.8681 | 0.6390 |
137
+ | 0.3977 | 84.0007 | 14790 | 50.3185 | 0.8743 | 0.6513 |
138
+ | 0.4018 | 85.0007 | 14964 | 52.6480 | 0.8736 | 0.6584 |
139
+ | 0.3987 | 86.0007 | 15138 | 51.2072 | 0.8729 | 0.6541 |
140
+ | 0.4013 | 87.0006 | 15312 | 49.3243 | 0.8786 | 0.6588 |
141
+ | 0.3559 | 88.0006 | 15486 | 47.3351 | 0.8787 | 0.6565 |
142
+ | 0.34 | 89.0006 | 15660 | 50.7544 | 0.8795 | 0.6605 |
143
+ | 0.3267 | 90.0006 | 15834 | 48.3487 | 0.8809 | 0.6679 |
144
+ | 0.3453 | 91.0006 | 16008 | 49.6017 | 0.8792 | 0.6709 |
145
+ | 0.3381 | 92.0006 | 16182 | 52.0292 | 0.8802 | 0.6697 |
146
+ | 0.3126 | 93.0006 | 16356 | 49.2920 | 0.8869 | 0.6795 |
147
+ | 0.3138 | 94.0006 | 16530 | 45.2065 | 0.8859 | 0.6740 |
148
+ | 0.2837 | 95.0006 | 16704 | 40.5574 | 0.8787 | 0.6635 |
149
+ | 0.2803 | 96.0006 | 16878 | 40.2430 | 0.8900 | 0.6881 |
150
+ | 0.2964 | 97.0006 | 17052 | 47.5099 | 0.8847 | 0.6872 |
151
+ | 0.26 | 98.0006 | 17226 | 42.5053 | 0.8874 | 0.6910 |
152
+ | 0.2494 | 99.0006 | 17400 | 44.4835 | 0.8936 | 0.6934 |
153
+ | 0.2489 | 100.0005 | 17574 | 40.7375 | 0.8890 | 0.6930 |
154
+ | 0.2861 | 101.0005 | 17748 | 38.2641 | 0.8915 | 0.6919 |
155
+ | 0.2594 | 102.0005 | 17922 | 34.5307 | 0.8906 | 0.7041 |
156
+ | 0.2414 | 103.0005 | 18096 | 35.6966 | 0.8899 | 0.6911 |
157
+ | 0.2484 | 104.0005 | 18270 | 40.9402 | 0.8893 | 0.6934 |
158
+ | 0.2282 | 105.0005 | 18444 | 34.5782 | 0.8919 | 0.7012 |
159
+ | 0.2258 | 106.0005 | 18618 | 40.8510 | 0.8964 | 0.7076 |
160
+ | 0.2441 | 107.0005 | 18792 | 40.6775 | 0.8908 | 0.7047 |
161
+ | 0.2285 | 108.0005 | 18966 | 36.5168 | 0.8936 | 0.7121 |
162
+ | 0.2246 | 109.0005 | 19140 | 30.7989 | 0.8906 | 0.7062 |
163
+ | 0.2147 | 110.0005 | 19314 | 37.5548 | 0.8902 | 0.7108 |
164
+ | 0.2105 | 111.0005 | 19488 | 31.9912 | 0.8940 | 0.7066 |
165
+ | 0.193 | 112.0005 | 19662 | 36.6900 | 0.8945 | 0.7073 |
166
+ | 0.1897 | 113.0005 | 19836 | 33.0951 | 0.8957 | 0.7144 |
167
+ | 0.1919 | 114.0004 | 20010 | 36.5205 | 0.8933 | 0.7083 |
168
+ | 0.2139 | 115.0004 | 20184 | 30.8404 | 0.8970 | 0.7225 |
169
+ | 0.1968 | 116.0004 | 20358 | 34.9385 | 0.8921 | 0.7219 |
170
+ | 0.1879 | 117.0004 | 20532 | 33.2865 | 0.8962 | 0.7237 |
171
+ | 0.1956 | 118.0004 | 20706 | 37.3493 | 0.8970 | 0.7255 |
172
+ | 0.1837 | 119.0004 | 20880 | 33.9629 | 0.9018 | 0.7329 |
173
+ | 0.1813 | 120.0004 | 21054 | 32.9539 | 0.8931 | 0.7168 |
174
+ | 0.1619 | 121.0004 | 21228 | 35.0422 | 0.8956 | 0.7297 |
175
+ | 0.1797 | 122.0004 | 21402 | 33.3596 | 0.8944 | 0.7227 |
176
+ | 0.1741 | 123.0004 | 21576 | 27.3295 | 0.8988 | 0.7286 |
177
+ | 0.1624 | 124.0004 | 21750 | 29.6973 | 0.8982 | 0.7279 |
178
+ | 0.1535 | 125.0004 | 21924 | 32.0270 | 0.9000 | 0.7367 |
179
+ | 0.1632 | 126.0004 | 22098 | 26.0860 | 0.8989 | 0.7280 |
180
+ | 0.1571 | 127.0003 | 22272 | 30.2913 | 0.8976 | 0.7299 |
181
+ | 0.1511 | 128.0003 | 22446 | 32.8189 | 0.8991 | 0.7304 |
182
+ | 0.163 | 129.0003 | 22620 | 31.8278 | 0.8993 | 0.7385 |
183
+ | 0.1578 | 130.0003 | 22794 | 33.4410 | 0.8998 | 0.7389 |
184
+ | 0.1499 | 131.0003 | 22968 | 26.9749 | 0.9009 | 0.7404 |
185
+ | 0.1394 | 132.0003 | 23142 | 26.8267 | 0.9018 | 0.7343 |
186
+ | 0.1526 | 133.0003 | 23316 | 31.1920 | 0.8996 | 0.7396 |
187
+ | 0.1432 | 134.0003 | 23490 | 34.4486 | 0.8958 | 0.7313 |
188
+ | 0.1344 | 135.0003 | 23664 | 30.5016 | 0.9030 | 0.7347 |
189
+ | 0.1344 | 136.0003 | 23838 | 31.5149 | 0.9013 | 0.7432 |
190
+ | 0.1646 | 137.0003 | 24012 | 30.5102 | 0.9051 | 0.7444 |
191
+ | 0.1423 | 138.0003 | 24186 | 31.3565 | 0.9033 | 0.7483 |
192
+ | 0.1335 | 139.0003 | 24360 | 33.0722 | 0.9035 | 0.7465 |
193
+ | 0.1266 | 140.0003 | 24534 | 30.5331 | 0.9051 | 0.7524 |
194
+ | 0.1359 | 141.0002 | 24708 | 30.6976 | 0.9004 | 0.7443 |
195
+ | 0.1306 | 142.0002 | 24882 | 31.5740 | 0.9009 | 0.7497 |
196
+ | 0.1266 | 143.0002 | 25056 | 36.1981 | 0.9022 | 0.7478 |
197
+ | 0.1348 | 144.0002 | 25230 | 30.9627 | 0.8988 | 0.7434 |
198
+ | 0.1451 | 145.0002 | 25404 | 30.5342 | 0.9038 | 0.7545 |
199
+ | 0.1507 | 146.0002 | 25578 | 31.9701 | 0.9057 | 0.7527 |
200
+ | 0.112 | 147.0002 | 25752 | 32.2575 | 0.9012 | 0.7470 |
201
+ | 0.1301 | 148.0002 | 25926 | 29.9487 | 0.9038 | 0.7457 |
202
+ | 0.1084 | 149.0002 | 26100 | 29.4702 | 0.9035 | 0.7540 |
203
+ | 0.1166 | 150.0002 | 26274 | 34.6164 | 0.9029 | 0.7541 |
204
+ | 0.1051 | 151.0002 | 26448 | 30.3494 | 0.9019 | 0.7504 |
205
+ | 0.1187 | 152.0002 | 26622 | 30.2407 | 0.9008 | 0.7519 |
206
+ | 0.1064 | 153.0002 | 26796 | 32.8053 | 0.9068 | 0.7540 |
207
+ | 0.1106 | 154.0001 | 26970 | 31.4907 | 0.9032 | 0.7496 |
208
+ | 0.1099 | 155.0001 | 27144 | 33.0150 | 0.9054 | 0.7611 |
209
+ | 0.111 | 156.0001 | 27318 | 29.2023 | 0.9053 | 0.7609 |
210
+ | 0.1076 | 157.0001 | 27492 | 31.9596 | 0.8996 | 0.7524 |
211
+ | 0.1154 | 158.0001 | 27666 | 32.7872 | 0.8997 | 0.7611 |
212
+ | 0.1101 | 159.0001 | 27840 | 35.6396 | 0.8999 | 0.7537 |
213
+ | 0.1013 | 160.0001 | 28014 | 40.2557 | 0.9028 | 0.7584 |
214
+ | 0.1093 | 161.0001 | 28188 | 35.5418 | 0.9042 | 0.7568 |
215
+ | 0.1036 | 162.0001 | 28362 | 34.3382 | 0.9043 | 0.7582 |
216
+ | 0.1073 | 163.0001 | 28536 | 32.3916 | 0.9029 | 0.7562 |
217
+ | 0.1038 | 164.0001 | 28710 | 32.9272 | 0.9055 | 0.7595 |
218
+ | 0.1063 | 165.0001 | 28884 | 32.8360 | 0.9058 | 0.7646 |
219
+ | 0.1061 | 166.0001 | 29058 | 35.7552 | 0.9027 | 0.7657 |
220
+ | 0.0939 | 167.0001 | 29232 | 36.6361 | 0.9029 | 0.7525 |
221
+ | 0.1097 | 168.0000 | 29406 | 35.4519 | 0.9035 | 0.7585 |
222
+ | 0.094 | 169.0000 | 29580 | 37.5279 | 0.9028 | 0.7562 |
223
+ | 0.1128 | 170.0000 | 29754 | 32.2493 | 0.9036 | 0.7620 |
224
+ | 0.0924 | 171.0000 | 29928 | 33.6854 | 0.9052 | 0.7621 |
225
+ | 0.0991 | 172.0000 | 30102 | 36.5335 | 0.9090 | 0.7653 |
226
+ | 0.0921 | 173.0000 | 30276 | 37.0024 | 0.9054 | 0.7653 |
227
+ | 0.0973 | 173.0013 | 30450 | 38.4066 | 0.9073 | 0.7676 |
228
+ | 0.0964 | 174.0013 | 30624 | 38.4570 | 0.9080 | 0.7642 |
229
+ | 0.0884 | 175.0013 | 30798 | 34.0972 | 0.9073 | 0.7667 |
230
+ | 0.1022 | 176.0013 | 30972 | 36.4407 | 0.9106 | 0.7738 |
231
+ | 0.0909 | 177.0013 | 31146 | 40.0085 | 0.9055 | 0.7617 |
232
+ | 0.1038 | 178.0013 | 31320 | 35.5486 | 0.9051 | 0.7671 |
233
+ | 0.0893 | 179.0013 | 31494 | 35.4214 | 0.9099 | 0.7762 |
234
+ | 0.1017 | 180.0012 | 31668 | 35.4479 | 0.9052 | 0.7691 |
235
+ | 0.1051 | 181.0012 | 31842 | 40.3605 | 0.9051 | 0.7607 |
236
+ | 0.077 | 182.0012 | 32016 | 42.0511 | 0.9079 | 0.7683 |
237
+ | 0.1052 | 183.0012 | 32190 | 37.5220 | 0.9066 | 0.7698 |
238
+ | 0.0857 | 184.0012 | 32364 | 35.3486 | 0.9062 | 0.7709 |
239
+ | 0.0852 | 185.0012 | 32538 | 40.6425 | 0.9100 | 0.7720 |
240
+ | 0.0889 | 186.0012 | 32712 | 38.7666 | 0.9064 | 0.7721 |
241
+ | 0.0849 | 187.0012 | 32886 | 38.8210 | 0.9052 | 0.7673 |
242
+ | 0.0901 | 188.0012 | 33060 | 39.4965 | 0.9058 | 0.7678 |
243
+ | 0.0799 | 189.0012 | 33234 | 33.1061 | 0.9074 | 0.7717 |
244
+ | 0.0892 | 190.0012 | 33408 | 36.5653 | 0.9065 | 0.7698 |
245
+ | 0.0873 | 191.0012 | 33582 | 40.3257 | 0.9061 | 0.7681 |
246
+ | 0.0845 | 192.0012 | 33756 | 39.2207 | 0.9081 | 0.7603 |
247
+ | 0.0983 | 193.0012 | 33930 | 38.6094 | 0.9046 | 0.7711 |
248
+ | 0.0829 | 194.0011 | 34104 | 42.2646 | 0.9083 | 0.7696 |
249
+ | 0.0723 | 195.0011 | 34278 | 42.8012 | 0.9081 | 0.7745 |
250
+ | 0.075 | 196.0011 | 34452 | 44.0946 | 0.9074 | 0.7803 |
251
+ | 0.0731 | 197.0011 | 34626 | 45.3665 | 0.9054 | 0.7690 |
252
+ | 0.0767 | 198.0011 | 34800 | 38.3232 | 0.9081 | 0.7716 |
253
+ | 0.075 | 199.0011 | 34974 | 37.9792 | 0.9018 | 0.7737 |
254
+ | 0.0774 | 200.0011 | 35148 | 37.6508 | 0.9067 | 0.7725 |
255
+ | 0.0831 | 201.0011 | 35322 | 39.1739 | 0.9061 | 0.7776 |
256
+ | 0.0767 | 202.0011 | 35496 | 39.8474 | 0.9075 | 0.7784 |
257
+ | 0.0712 | 203.0011 | 35670 | 41.3821 | 0.9071 | 0.7831 |
258
+ | 0.09 | 204.0011 | 35844 | 41.2650 | 0.9049 | 0.7778 |
259
+ | 0.0825 | 205.0011 | 36018 | 36.7201 | 0.9109 | 0.7775 |
260
+ | 0.0861 | 206.0011 | 36192 | 39.0306 | 0.9088 | 0.7815 |
261
+ | 0.0724 | 207.0010 | 36366 | 44.5000 | 0.9113 | 0.7814 |
262
+ | 0.0716 | 208.0010 | 36540 | 41.2694 | 0.9099 | 0.7795 |
263
+ | 0.0677 | 209.0010 | 36714 | 45.0620 | 0.9061 | 0.7761 |
264
+ | 0.081 | 210.0010 | 36888 | 39.9939 | 0.9051 | 0.7789 |
265
+ | 0.0807 | 211.0010 | 37062 | 45.8957 | 0.9093 | 0.7856 |
266
+ | 0.0752 | 212.0010 | 37236 | 44.2688 | 0.9052 | 0.7736 |
267
+ | 0.0684 | 213.0010 | 37410 | 46.5772 | 0.9073 | 0.7763 |
268
+ | 0.0729 | 214.0010 | 37584 | 46.0982 | 0.9105 | 0.7841 |
269
+ | 0.0626 | 215.0010 | 37758 | 46.8850 | 0.9132 | 0.7849 |
270
+ | 0.085 | 216.0010 | 37932 | 48.6248 | 0.9076 | 0.7721 |
271
+ | 0.0711 | 217.0010 | 38106 | 48.7548 | 0.9069 | 0.7721 |
272
+ | 0.0749 | 218.0010 | 38280 | 48.8154 | 0.9098 | 0.7774 |
273
+ | 0.0625 | 219.0010 | 38454 | 49.0304 | 0.9114 | 0.7832 |
274
+ | 0.0624 | 220.0010 | 38628 | 46.1680 | 0.9115 | 0.7825 |
275
+ | 0.0643 | 221.0009 | 38802 | 50.8856 | 0.9066 | 0.7746 |
276
+ | 0.0662 | 222.0009 | 38976 | 49.6447 | 0.9091 | 0.7719 |
277
+ | 0.0696 | 223.0009 | 39150 | 44.7012 | 0.9096 | 0.7820 |
278
+ | 0.0715 | 224.0009 | 39324 | 54.1615 | 0.9090 | 0.7803 |
279
+ | 0.066 | 225.0009 | 39498 | 46.6565 | 0.9099 | 0.7812 |
280
+ | 0.0706 | 226.0009 | 39672 | 46.7901 | 0.9076 | 0.7828 |
281
+ | 0.0691 | 227.0009 | 39846 | 43.6035 | 0.9144 | 0.7884 |
282
+ | 0.0655 | 228.0009 | 40020 | 45.0545 | 0.9089 | 0.7789 |
283
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284
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285
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286
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287
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288
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289
+ | 0.0587 | 235.0008 | 41238 | 49.6532 | 0.9099 | 0.7864 |
290
+ | 0.064 | 236.0008 | 41412 | 47.3924 | 0.9092 | 0.7858 |
291
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292
+ | 0.0685 | 238.0008 | 41760 | 51.9844 | 0.9094 | 0.7802 |
293
+ | 0.0646 | 239.0008 | 41934 | 54.5328 | 0.9120 | 0.7874 |
294
+ | 0.0566 | 240.0008 | 42108 | 54.8867 | 0.9085 | 0.7872 |
295
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296
+ | 0.0597 | 242.0008 | 42456 | 49.2478 | 0.9081 | 0.7824 |
297
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298
+ | 0.0617 | 244.0008 | 42804 | 50.0886 | 0.9095 | 0.7888 |
299
+ | 0.0649 | 245.0008 | 42978 | 59.4757 | 0.9062 | 0.7809 |
300
+ | 0.0577 | 246.0008 | 43152 | 55.4333 | 0.9059 | 0.7799 |
301
+ | 0.0578 | 247.0007 | 43326 | 57.2360 | 0.9061 | 0.7825 |
302
+ | 0.0613 | 248.0007 | 43500 | 52.2420 | 0.9058 | 0.7809 |
303
+ | 0.0623 | 249.0007 | 43674 | 50.5090 | 0.9121 | 0.7935 |
304
+ | 0.0525 | 250.0007 | 43848 | 54.7557 | 0.9066 | 0.7856 |
305
+ | 0.0604 | 251.0007 | 44022 | 49.0635 | 0.9085 | 0.7883 |
306
+ | 0.0746 | 252.0007 | 44196 | 55.6025 | 0.9058 | 0.7832 |
307
+ | 0.0683 | 253.0007 | 44370 | 53.1571 | 0.9100 | 0.7927 |
308
+ | 0.0589 | 254.0007 | 44544 | 54.8510 | 0.9069 | 0.7829 |
309
+ | 0.0546 | 255.0007 | 44718 | 56.7326 | 0.9133 | 0.7988 |
310
+ | 0.055 | 256.0007 | 44892 | 57.4244 | 0.9067 | 0.7898 |
311
+ | 0.0531 | 257.0007 | 45066 | 52.2779 | 0.9092 | 0.7916 |
312
+ | 0.0584 | 258.0007 | 45240 | 60.8293 | 0.9093 | 0.7912 |
313
+ | 0.0527 | 259.0007 | 45414 | 61.6115 | 0.9095 | 0.7863 |
314
+ | 0.0522 | 260.0007 | 45588 | 59.6934 | 0.9121 | 0.7948 |
315
+ | 0.0868 | 261.0006 | 45762 | 57.2280 | 0.9088 | 0.7841 |
316
+ | 0.0502 | 262.0006 | 45936 | 56.7750 | 0.9091 | 0.7897 |
317
+ | 0.0538 | 263.0006 | 46110 | 50.6361 | 0.9127 | 0.7923 |
318
+ | 0.0565 | 264.0006 | 46284 | 54.2395 | 0.9114 | 0.7908 |
319
+ | 0.0505 | 265.0006 | 46458 | 59.9133 | 0.9120 | 0.7957 |
320
+ | 0.0529 | 266.0006 | 46632 | 60.1157 | 0.9101 | 0.7923 |
321
+ | 0.0474 | 267.0006 | 46806 | 60.0644 | 0.9074 | 0.7836 |
322
+ | 0.0655 | 268.0006 | 46980 | 58.8208 | 0.9127 | 0.7953 |
323
+ | 0.0931 | 269.0006 | 47154 | 58.4166 | 0.9067 | 0.7871 |
324
+ | 0.0505 | 270.0006 | 47328 | 56.6382 | 0.9102 | 0.7885 |
325
+ | 0.0517 | 271.0006 | 47502 | 56.4187 | 0.9076 | 0.7864 |
326
+ | 0.0483 | 272.0006 | 47676 | 58.1451 | 0.9113 | 0.7916 |
327
+ | 0.0468 | 273.0006 | 47850 | 63.3079 | 0.9105 | 0.7919 |
328
+ | 0.0418 | 274.0005 | 48024 | 67.1121 | 0.9146 | 0.7931 |
329
+ | 0.0544 | 275.0005 | 48198 | 61.6508 | 0.9091 | 0.7832 |
330
+
331
+
332
  ### Framework versions
333
 
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