MayBashendy commited on
Commit
51b7b57
·
verified ·
1 Parent(s): 0017629

End of training

Browse files
Files changed (1) hide show
  1. README.md +511 -306
README.md CHANGED
@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
- - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k1_task3_organization
8
  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
- # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k1_task3_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
- - Loss: 0.8505
19
- - Qwk: 0.1571
20
- - Mse: 0.8505
21
- - Rmse: 0.9222
22
 
23
  ## Model description
24
 
@@ -49,306 +49,511 @@ The following hyperparameters were used during training:
49
 
50
  | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
  |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
- | No log | 0.3333 | 2 | 3.7384 | 0.0017 | 3.7384 | 1.9335 |
53
- | No log | 0.6667 | 4 | 1.9398 | -0.0284 | 1.9398 | 1.3928 |
54
- | No log | 1.0 | 6 | 1.0285 | -0.0930 | 1.0285 | 1.0142 |
55
- | No log | 1.3333 | 8 | 2.5059 | -0.0176 | 2.5059 | 1.5830 |
56
- | No log | 1.6667 | 10 | 2.1925 | -0.0076 | 2.1925 | 1.4807 |
57
- | No log | 2.0 | 12 | 0.8554 | -0.0033 | 0.8554 | 0.9249 |
58
- | No log | 2.3333 | 14 | 0.6904 | 0.0 | 0.6904 | 0.8309 |
59
- | No log | 2.6667 | 16 | 0.6882 | -0.0069 | 0.6882 | 0.8296 |
60
- | No log | 3.0 | 18 | 0.7085 | 0.0416 | 0.7085 | 0.8418 |
61
- | No log | 3.3333 | 20 | 0.8389 | 0.0609 | 0.8389 | 0.9159 |
62
- | No log | 3.6667 | 22 | 0.7366 | 0.0759 | 0.7366 | 0.8583 |
63
- | No log | 4.0 | 24 | 0.6728 | 0.0 | 0.6728 | 0.8202 |
64
- | No log | 4.3333 | 26 | 0.6853 | 0.0 | 0.6853 | 0.8279 |
65
- | No log | 4.6667 | 28 | 0.7001 | 0.0260 | 0.7001 | 0.8367 |
66
- | No log | 5.0 | 30 | 2.2986 | 0.0344 | 2.2986 | 1.5161 |
67
- | No log | 5.3333 | 32 | 3.2197 | 0.0148 | 3.2197 | 1.7944 |
68
- | No log | 5.6667 | 34 | 2.6423 | 0.0096 | 2.6423 | 1.6255 |
69
- | No log | 6.0 | 36 | 1.4121 | 0.0735 | 1.4121 | 1.1883 |
70
- | No log | 6.3333 | 38 | 0.7388 | 0.0374 | 0.7388 | 0.8595 |
71
- | No log | 6.6667 | 40 | 0.6955 | 0.1082 | 0.6955 | 0.8340 |
72
- | No log | 7.0 | 42 | 0.7123 | 0.0506 | 0.7123 | 0.8440 |
73
- | No log | 7.3333 | 44 | 0.8801 | 0.0346 | 0.8801 | 0.9381 |
74
- | No log | 7.6667 | 46 | 1.5506 | -0.0247 | 1.5506 | 1.2452 |
75
- | No log | 8.0 | 48 | 1.9332 | 0.0 | 1.9332 | 1.3904 |
76
- | No log | 8.3333 | 50 | 1.7062 | -0.0247 | 1.7062 | 1.3062 |
77
- | No log | 8.6667 | 52 | 1.0876 | 0.0217 | 1.0876 | 1.0429 |
78
- | No log | 9.0 | 54 | 0.7337 | 0.0416 | 0.7337 | 0.8566 |
79
- | No log | 9.3333 | 56 | 0.7750 | 0.0085 | 0.7750 | 0.8804 |
80
- | No log | 9.6667 | 58 | 0.7763 | 0.0106 | 0.7763 | 0.8811 |
81
- | No log | 10.0 | 60 | 0.9378 | 0.0719 | 0.9378 | 0.9684 |
82
- | No log | 10.3333 | 62 | 1.1151 | 0.0175 | 1.1151 | 1.0560 |
83
- | No log | 10.6667 | 64 | 0.9047 | 0.1613 | 0.9047 | 0.9512 |
84
- | No log | 11.0 | 66 | 0.8486 | 0.0134 | 0.8486 | 0.9212 |
85
- | No log | 11.3333 | 68 | 0.8393 | 0.1647 | 0.8393 | 0.9161 |
86
- | No log | 11.6667 | 70 | 0.9355 | 0.0676 | 0.9355 | 0.9672 |
87
- | No log | 12.0 | 72 | 0.9151 | 0.1577 | 0.9151 | 0.9566 |
88
- | No log | 12.3333 | 74 | 0.9252 | 0.0680 | 0.9252 | 0.9618 |
89
- | No log | 12.6667 | 76 | 0.9840 | 0.0707 | 0.9840 | 0.9920 |
90
- | No log | 13.0 | 78 | 0.9080 | 0.1053 | 0.9080 | 0.9529 |
91
- | No log | 13.3333 | 80 | 0.9821 | 0.1525 | 0.9821 | 0.9910 |
92
- | No log | 13.6667 | 82 | 0.9103 | 0.1196 | 0.9103 | 0.9541 |
93
- | No log | 14.0 | 84 | 0.9219 | 0.1612 | 0.9219 | 0.9602 |
94
- | No log | 14.3333 | 86 | 0.8543 | 0.1313 | 0.8543 | 0.9243 |
95
- | No log | 14.6667 | 88 | 0.9002 | 0.1102 | 0.9002 | 0.9488 |
96
- | No log | 15.0 | 90 | 1.0999 | 0.0390 | 1.0999 | 1.0487 |
97
- | No log | 15.3333 | 92 | 0.9796 | 0.0891 | 0.9796 | 0.9898 |
98
- | No log | 15.6667 | 94 | 0.8096 | 0.0514 | 0.8096 | 0.8998 |
99
- | No log | 16.0 | 96 | 0.9065 | 0.0643 | 0.9065 | 0.9521 |
100
- | No log | 16.3333 | 98 | 0.9012 | 0.0968 | 0.9012 | 0.9493 |
101
- | No log | 16.6667 | 100 | 0.9069 | 0.1835 | 0.9069 | 0.9523 |
102
- | No log | 17.0 | 102 | 1.0792 | 0.1014 | 1.0792 | 1.0389 |
103
- | No log | 17.3333 | 104 | 0.9401 | 0.1452 | 0.9401 | 0.9696 |
104
- | No log | 17.6667 | 106 | 0.8992 | 0.0643 | 0.8992 | 0.9482 |
105
- | No log | 18.0 | 108 | 0.9888 | 0.1044 | 0.9888 | 0.9944 |
106
- | No log | 18.3333 | 110 | 0.8868 | 0.0643 | 0.8868 | 0.9417 |
107
- | No log | 18.6667 | 112 | 0.8530 | 0.1903 | 0.8530 | 0.9236 |
108
- | No log | 19.0 | 114 | 1.4078 | 0.0898 | 1.4078 | 1.1865 |
109
- | No log | 19.3333 | 116 | 1.6357 | 0.0310 | 1.6357 | 1.2789 |
110
- | No log | 19.6667 | 118 | 1.1771 | 0.0736 | 1.1771 | 1.0849 |
111
- | No log | 20.0 | 120 | 0.9299 | 0.1685 | 0.9299 | 0.9643 |
112
- | No log | 20.3333 | 122 | 1.0454 | 0.0762 | 1.0454 | 1.0224 |
113
- | No log | 20.6667 | 124 | 0.9807 | 0.0492 | 0.9807 | 0.9903 |
114
- | No log | 21.0 | 126 | 0.8112 | 0.0947 | 0.8112 | 0.9007 |
115
- | No log | 21.3333 | 128 | 0.9484 | -0.0008 | 0.9484 | 0.9739 |
116
- | No log | 21.6667 | 130 | 1.1334 | 0.0612 | 1.1334 | 1.0646 |
117
- | No log | 22.0 | 132 | 0.9703 | -0.0138 | 0.9703 | 0.9850 |
118
- | No log | 22.3333 | 134 | 0.8527 | 0.1532 | 0.8527 | 0.9234 |
119
- | No log | 22.6667 | 136 | 0.7836 | 0.0949 | 0.7836 | 0.8852 |
120
- | No log | 23.0 | 138 | 0.8282 | 0.0970 | 0.8282 | 0.9100 |
121
- | No log | 23.3333 | 140 | 0.7915 | 0.1259 | 0.7915 | 0.8897 |
122
- | No log | 23.6667 | 142 | 0.8112 | 0.2063 | 0.8112 | 0.9007 |
123
- | No log | 24.0 | 144 | 0.8571 | 0.1628 | 0.8571 | 0.9258 |
124
- | No log | 24.3333 | 146 | 0.8023 | 0.2471 | 0.8023 | 0.8957 |
125
- | No log | 24.6667 | 148 | 0.7616 | 0.1580 | 0.7616 | 0.8727 |
126
- | No log | 25.0 | 150 | 0.8087 | 0.1941 | 0.8087 | 0.8993 |
127
- | No log | 25.3333 | 152 | 0.8129 | 0.0886 | 0.8129 | 0.9016 |
128
- | No log | 25.6667 | 154 | 0.8230 | 0.1132 | 0.8230 | 0.9072 |
129
- | No log | 26.0 | 156 | 0.8856 | 0.1577 | 0.8856 | 0.9411 |
130
- | No log | 26.3333 | 158 | 0.8602 | 0.1011 | 0.8602 | 0.9275 |
131
- | No log | 26.6667 | 160 | 0.8477 | 0.1231 | 0.8477 | 0.9207 |
132
- | No log | 27.0 | 162 | 0.8430 | 0.1231 | 0.8430 | 0.9182 |
133
- | No log | 27.3333 | 164 | 0.8181 | 0.1011 | 0.8181 | 0.9045 |
134
- | No log | 27.6667 | 166 | 0.9107 | 0.2173 | 0.9107 | 0.9543 |
135
- | No log | 28.0 | 168 | 0.8770 | 0.2193 | 0.8770 | 0.9365 |
136
- | No log | 28.3333 | 170 | 0.7801 | 0.1272 | 0.7801 | 0.8832 |
137
- | No log | 28.6667 | 172 | 0.7822 | 0.1290 | 0.7822 | 0.8844 |
138
- | No log | 29.0 | 174 | 0.8295 | 0.0970 | 0.8295 | 0.9108 |
139
- | No log | 29.3333 | 176 | 0.7820 | 0.1328 | 0.7820 | 0.8843 |
140
- | No log | 29.6667 | 178 | 0.7697 | 0.1267 | 0.7697 | 0.8773 |
141
- | No log | 30.0 | 180 | 0.8220 | 0.1569 | 0.8220 | 0.9066 |
142
- | No log | 30.3333 | 182 | 0.8676 | 0.0893 | 0.8676 | 0.9315 |
143
- | No log | 30.6667 | 184 | 0.9534 | 0.1228 | 0.9534 | 0.9764 |
144
- | No log | 31.0 | 186 | 0.9551 | 0.1892 | 0.9551 | 0.9773 |
145
- | No log | 31.3333 | 188 | 0.9767 | 0.1806 | 0.9767 | 0.9883 |
146
- | No log | 31.6667 | 190 | 0.8919 | 0.1767 | 0.8919 | 0.9444 |
147
- | No log | 32.0 | 192 | 0.8425 | 0.1277 | 0.8425 | 0.9179 |
148
- | No log | 32.3333 | 194 | 0.8312 | 0.1269 | 0.8312 | 0.9117 |
149
- | No log | 32.6667 | 196 | 0.7527 | 0.1729 | 0.7527 | 0.8676 |
150
- | No log | 33.0 | 198 | 0.7419 | 0.2511 | 0.7419 | 0.8614 |
151
- | No log | 33.3333 | 200 | 0.7868 | 0.2678 | 0.7868 | 0.8870 |
152
- | No log | 33.6667 | 202 | 0.7539 | 0.2046 | 0.7539 | 0.8683 |
153
- | No log | 34.0 | 204 | 0.7684 | 0.0909 | 0.7684 | 0.8766 |
154
- | No log | 34.3333 | 206 | 0.7678 | 0.2103 | 0.7678 | 0.8762 |
155
- | No log | 34.6667 | 208 | 0.8008 | 0.1829 | 0.8008 | 0.8949 |
156
- | No log | 35.0 | 210 | 0.9535 | 0.2590 | 0.9535 | 0.9765 |
157
- | No log | 35.3333 | 212 | 0.9974 | 0.1549 | 0.9974 | 0.9987 |
158
- | No log | 35.6667 | 214 | 0.8779 | 0.2471 | 0.8779 | 0.9370 |
159
- | No log | 36.0 | 216 | 0.7942 | 0.1558 | 0.7942 | 0.8912 |
160
- | No log | 36.3333 | 218 | 0.8328 | 0.0966 | 0.8328 | 0.9126 |
161
- | No log | 36.6667 | 220 | 0.8163 | 0.0511 | 0.8163 | 0.9035 |
162
- | No log | 37.0 | 222 | 0.8401 | 0.2158 | 0.8401 | 0.9166 |
163
- | No log | 37.3333 | 224 | 0.9526 | 0.1954 | 0.9526 | 0.9760 |
164
- | No log | 37.6667 | 226 | 0.9432 | 0.1998 | 0.9432 | 0.9712 |
165
- | No log | 38.0 | 228 | 0.8523 | 0.1746 | 0.8523 | 0.9232 |
166
- | No log | 38.3333 | 230 | 0.8546 | 0.1511 | 0.8546 | 0.9245 |
167
- | No log | 38.6667 | 232 | 0.8511 | 0.1818 | 0.8511 | 0.9225 |
168
- | No log | 39.0 | 234 | 0.8071 | 0.1981 | 0.8071 | 0.8984 |
169
- | No log | 39.3333 | 236 | 0.7804 | 0.0822 | 0.7804 | 0.8834 |
170
- | No log | 39.6667 | 238 | 0.7904 | 0.0916 | 0.7904 | 0.8891 |
171
- | No log | 40.0 | 240 | 0.8055 | 0.0916 | 0.8055 | 0.8975 |
172
- | No log | 40.3333 | 242 | 0.8240 | 0.0347 | 0.8240 | 0.9078 |
173
- | No log | 40.6667 | 244 | 0.8448 | 0.1846 | 0.8448 | 0.9192 |
174
- | No log | 41.0 | 246 | 0.8478 | 0.0687 | 0.8478 | 0.9207 |
175
- | No log | 41.3333 | 248 | 0.8857 | 0.1581 | 0.8857 | 0.9411 |
176
- | No log | 41.6667 | 250 | 0.8899 | 0.1581 | 0.8899 | 0.9433 |
177
- | No log | 42.0 | 252 | 0.8889 | 0.1546 | 0.8889 | 0.9428 |
178
- | No log | 42.3333 | 254 | 0.8823 | 0.1601 | 0.8823 | 0.9393 |
179
- | No log | 42.6667 | 256 | 0.8713 | 0.0378 | 0.8713 | 0.9334 |
180
- | No log | 43.0 | 258 | 0.8880 | 0.2040 | 0.8880 | 0.9423 |
181
- | No log | 43.3333 | 260 | 0.8947 | 0.2335 | 0.8947 | 0.9459 |
182
- | No log | 43.6667 | 262 | 0.8504 | 0.2319 | 0.8504 | 0.9222 |
183
- | No log | 44.0 | 264 | 0.8030 | 0.0851 | 0.8030 | 0.8961 |
184
- | No log | 44.3333 | 266 | 0.7986 | 0.0469 | 0.7986 | 0.8936 |
185
- | No log | 44.6667 | 268 | 0.8048 | 0.1649 | 0.8048 | 0.8971 |
186
- | No log | 45.0 | 270 | 0.7815 | 0.1673 | 0.7815 | 0.8840 |
187
- | No log | 45.3333 | 272 | 0.7599 | 0.1689 | 0.7599 | 0.8717 |
188
- | No log | 45.6667 | 274 | 0.7749 | 0.2511 | 0.7749 | 0.8803 |
189
- | No log | 46.0 | 276 | 0.8026 | 0.2791 | 0.8026 | 0.8959 |
190
- | No log | 46.3333 | 278 | 0.8248 | 0.2791 | 0.8248 | 0.9082 |
191
- | No log | 46.6667 | 280 | 0.8225 | 0.1962 | 0.8225 | 0.9069 |
192
- | No log | 47.0 | 282 | 0.8302 | 0.1962 | 0.8302 | 0.9112 |
193
- | No log | 47.3333 | 284 | 0.8295 | 0.1922 | 0.8295 | 0.9108 |
194
- | No log | 47.6667 | 286 | 0.8504 | 0.1740 | 0.8504 | 0.9222 |
195
- | No log | 48.0 | 288 | 0.8558 | 0.1740 | 0.8558 | 0.9251 |
196
- | No log | 48.3333 | 290 | 0.7961 | 0.2298 | 0.7961 | 0.8923 |
197
- | No log | 48.6667 | 292 | 0.7620 | 0.2070 | 0.7620 | 0.8729 |
198
- | No log | 49.0 | 294 | 0.7416 | 0.2209 | 0.7416 | 0.8612 |
199
- | No log | 49.3333 | 296 | 0.7300 | 0.1395 | 0.7300 | 0.8544 |
200
- | No log | 49.6667 | 298 | 0.7267 | 0.1815 | 0.7267 | 0.8525 |
201
- | No log | 50.0 | 300 | 0.7596 | 0.2096 | 0.7596 | 0.8715 |
202
- | No log | 50.3333 | 302 | 0.8011 | 0.2714 | 0.8011 | 0.8951 |
203
- | No log | 50.6667 | 304 | 0.7954 | 0.1922 | 0.7954 | 0.8919 |
204
- | No log | 51.0 | 306 | 0.8160 | 0.1471 | 0.8160 | 0.9033 |
205
- | No log | 51.3333 | 308 | 0.8647 | 0.1629 | 0.8647 | 0.9299 |
206
- | No log | 51.6667 | 310 | 0.8832 | 0.1905 | 0.8832 | 0.9398 |
207
- | No log | 52.0 | 312 | 0.8998 | 0.2049 | 0.8998 | 0.9486 |
208
- | No log | 52.3333 | 314 | 0.8795 | 0.1277 | 0.8795 | 0.9378 |
209
- | No log | 52.6667 | 316 | 0.8385 | 0.1638 | 0.8385 | 0.9157 |
210
- | No log | 53.0 | 318 | 0.7878 | 0.2024 | 0.7878 | 0.8876 |
211
- | No log | 53.3333 | 320 | 0.7590 | 0.1734 | 0.7590 | 0.8712 |
212
- | No log | 53.6667 | 322 | 0.7535 | 0.2222 | 0.7535 | 0.8681 |
213
- | No log | 54.0 | 324 | 0.7691 | 0.1744 | 0.7691 | 0.8770 |
214
- | No log | 54.3333 | 326 | 0.7833 | 0.1687 | 0.7833 | 0.8850 |
215
- | No log | 54.6667 | 328 | 0.8099 | 0.1733 | 0.8099 | 0.9000 |
216
- | No log | 55.0 | 330 | 0.8645 | 0.1539 | 0.8645 | 0.9298 |
217
- | No log | 55.3333 | 332 | 0.9194 | 0.1264 | 0.9194 | 0.9588 |
218
- | No log | 55.6667 | 334 | 0.9289 | 0.1036 | 0.9289 | 0.9638 |
219
- | No log | 56.0 | 336 | 0.9247 | 0.1779 | 0.9247 | 0.9616 |
220
- | No log | 56.3333 | 338 | 0.9306 | 0.1433 | 0.9306 | 0.9647 |
221
- | No log | 56.6667 | 340 | 0.8857 | 0.1520 | 0.8857 | 0.9411 |
222
- | No log | 57.0 | 342 | 0.8214 | 0.1923 | 0.8214 | 0.9063 |
223
- | No log | 57.3333 | 344 | 0.8000 | 0.1336 | 0.8000 | 0.8944 |
224
- | No log | 57.6667 | 346 | 0.8321 | 0.1373 | 0.8321 | 0.9122 |
225
- | No log | 58.0 | 348 | 0.8498 | 0.1628 | 0.8498 | 0.9219 |
226
- | No log | 58.3333 | 350 | 0.8138 | 0.1815 | 0.8138 | 0.9021 |
227
- | No log | 58.6667 | 352 | 0.7947 | 0.2345 | 0.7947 | 0.8915 |
228
- | No log | 59.0 | 354 | 0.7822 | 0.1136 | 0.7822 | 0.8844 |
229
- | No log | 59.3333 | 356 | 0.8144 | 0.1724 | 0.8144 | 0.9024 |
230
- | No log | 59.6667 | 358 | 0.8470 | 0.1334 | 0.8470 | 0.9203 |
231
- | No log | 60.0 | 360 | 0.8464 | 0.1334 | 0.8464 | 0.9200 |
232
- | No log | 60.3333 | 362 | 0.8306 | 0.1558 | 0.8306 | 0.9114 |
233
- | No log | 60.6667 | 364 | 0.8095 | 0.1184 | 0.8095 | 0.8997 |
234
- | No log | 61.0 | 366 | 0.8202 | 0.1621 | 0.8202 | 0.9057 |
235
- | No log | 61.3333 | 368 | 0.8261 | 0.1621 | 0.8261 | 0.9089 |
236
- | No log | 61.6667 | 370 | 0.8457 | 0.1954 | 0.8457 | 0.9196 |
237
- | No log | 62.0 | 372 | 0.8141 | 0.1621 | 0.8141 | 0.9023 |
238
- | No log | 62.3333 | 374 | 0.7879 | 0.1617 | 0.7879 | 0.8876 |
239
- | No log | 62.6667 | 376 | 0.7964 | 0.1181 | 0.7964 | 0.8924 |
240
- | No log | 63.0 | 378 | 0.8010 | 0.1181 | 0.8010 | 0.8950 |
241
- | No log | 63.3333 | 380 | 0.8114 | 0.1580 | 0.8114 | 0.9008 |
242
- | No log | 63.6667 | 382 | 0.8260 | 0.1011 | 0.8260 | 0.9088 |
243
- | No log | 64.0 | 384 | 0.8542 | 0.0506 | 0.8542 | 0.9242 |
244
- | No log | 64.3333 | 386 | 0.8574 | 0.0872 | 0.8574 | 0.9260 |
245
- | No log | 64.6667 | 388 | 0.8557 | 0.0839 | 0.8557 | 0.9251 |
246
- | No log | 65.0 | 390 | 0.8603 | 0.0839 | 0.8603 | 0.9275 |
247
- | No log | 65.3333 | 392 | 0.8478 | 0.0839 | 0.8478 | 0.9207 |
248
- | No log | 65.6667 | 394 | 0.8319 | 0.0839 | 0.8319 | 0.9121 |
249
- | No log | 66.0 | 396 | 0.8244 | 0.1386 | 0.8244 | 0.9080 |
250
- | No log | 66.3333 | 398 | 0.8270 | 0.1529 | 0.8270 | 0.9094 |
251
- | No log | 66.6667 | 400 | 0.8249 | 0.1136 | 0.8249 | 0.9082 |
252
- | No log | 67.0 | 402 | 0.8207 | 0.1093 | 0.8207 | 0.9059 |
253
- | No log | 67.3333 | 404 | 0.8306 | 0.1093 | 0.8306 | 0.9114 |
254
- | No log | 67.6667 | 406 | 0.8419 | 0.1092 | 0.8419 | 0.9175 |
255
- | No log | 68.0 | 408 | 0.8503 | 0.1289 | 0.8503 | 0.9221 |
256
- | No log | 68.3333 | 410 | 0.8416 | 0.1012 | 0.8416 | 0.9174 |
257
- | No log | 68.6667 | 412 | 0.8449 | 0.1012 | 0.8449 | 0.9192 |
258
- | No log | 69.0 | 414 | 0.8548 | 0.0839 | 0.8548 | 0.9246 |
259
- | No log | 69.3333 | 416 | 0.8679 | 0.0839 | 0.8679 | 0.9316 |
260
- | No log | 69.6667 | 418 | 0.8808 | 0.1773 | 0.8808 | 0.9385 |
261
- | No log | 70.0 | 420 | 0.8919 | 0.1946 | 0.8919 | 0.9444 |
262
- | No log | 70.3333 | 422 | 0.8906 | 0.1946 | 0.8906 | 0.9437 |
263
- | No log | 70.6667 | 424 | 0.8852 | 0.1946 | 0.8852 | 0.9409 |
264
- | No log | 71.0 | 426 | 0.8485 | 0.1727 | 0.8485 | 0.9211 |
265
- | No log | 71.3333 | 428 | 0.8175 | 0.1673 | 0.8175 | 0.9041 |
266
- | No log | 71.6667 | 430 | 0.7899 | 0.1646 | 0.7899 | 0.8888 |
267
- | No log | 72.0 | 432 | 0.7817 | 0.1272 | 0.7817 | 0.8841 |
268
- | No log | 72.3333 | 434 | 0.7814 | 0.1272 | 0.7814 | 0.8840 |
269
- | No log | 72.6667 | 436 | 0.7824 | 0.1646 | 0.7824 | 0.8845 |
270
- | No log | 73.0 | 438 | 0.7928 | 0.0697 | 0.7928 | 0.8904 |
271
- | No log | 73.3333 | 440 | 0.8056 | 0.1313 | 0.8056 | 0.8976 |
272
- | No log | 73.6667 | 442 | 0.8007 | 0.1713 | 0.8007 | 0.8948 |
273
- | No log | 74.0 | 444 | 0.8122 | 0.1660 | 0.8122 | 0.9012 |
274
- | No log | 74.3333 | 446 | 0.8225 | 0.1954 | 0.8225 | 0.9069 |
275
- | No log | 74.6667 | 448 | 0.8502 | 0.1846 | 0.8502 | 0.9220 |
276
- | No log | 75.0 | 450 | 0.8539 | 0.1954 | 0.8539 | 0.9241 |
277
- | No log | 75.3333 | 452 | 0.8418 | 0.2401 | 0.8418 | 0.9175 |
278
- | No log | 75.6667 | 454 | 0.8143 | 0.1308 | 0.8143 | 0.9024 |
279
- | No log | 76.0 | 456 | 0.8111 | 0.1179 | 0.8111 | 0.9006 |
280
- | No log | 76.3333 | 458 | 0.8111 | 0.1179 | 0.8111 | 0.9006 |
281
- | No log | 76.6667 | 460 | 0.8069 | 0.1179 | 0.8069 | 0.8983 |
282
- | No log | 77.0 | 462 | 0.7969 | 0.1181 | 0.7969 | 0.8927 |
283
- | No log | 77.3333 | 464 | 0.7969 | 0.1962 | 0.7969 | 0.8927 |
284
- | No log | 77.6667 | 466 | 0.8102 | 0.1448 | 0.8102 | 0.9001 |
285
- | No log | 78.0 | 468 | 0.8127 | 0.1400 | 0.8127 | 0.9015 |
286
- | No log | 78.3333 | 470 | 0.8230 | 0.1648 | 0.8230 | 0.9072 |
287
- | No log | 78.6667 | 472 | 0.8339 | 0.1648 | 0.8339 | 0.9132 |
288
- | No log | 79.0 | 474 | 0.8407 | 0.1264 | 0.8407 | 0.9169 |
289
- | No log | 79.3333 | 476 | 0.8499 | 0.1264 | 0.8499 | 0.9219 |
290
- | No log | 79.6667 | 478 | 0.8508 | 0.1393 | 0.8508 | 0.9224 |
291
- | No log | 80.0 | 480 | 0.8475 | 0.1432 | 0.8475 | 0.9206 |
292
- | No log | 80.3333 | 482 | 0.8425 | 0.1432 | 0.8425 | 0.9179 |
293
- | No log | 80.6667 | 484 | 0.8390 | 0.1432 | 0.8390 | 0.9160 |
294
- | No log | 81.0 | 486 | 0.8399 | 0.1432 | 0.8399 | 0.9164 |
295
- | No log | 81.3333 | 488 | 0.8438 | 0.1386 | 0.8438 | 0.9186 |
296
- | No log | 81.6667 | 490 | 0.8500 | 0.1341 | 0.8500 | 0.9220 |
297
- | No log | 82.0 | 492 | 0.8515 | 0.1613 | 0.8515 | 0.9228 |
298
- | No log | 82.3333 | 494 | 0.8522 | 0.1613 | 0.8522 | 0.9231 |
299
- | No log | 82.6667 | 496 | 0.8449 | 0.1347 | 0.8449 | 0.9192 |
300
- | No log | 83.0 | 498 | 0.8304 | 0.1393 | 0.8304 | 0.9112 |
301
- | 0.2528 | 83.3333 | 500 | 0.8108 | 0.1432 | 0.8108 | 0.9004 |
302
- | 0.2528 | 83.6667 | 502 | 0.8020 | 0.1432 | 0.8020 | 0.8956 |
303
- | 0.2528 | 84.0 | 504 | 0.7976 | 0.1884 | 0.7976 | 0.8931 |
304
- | 0.2528 | 84.3333 | 506 | 0.7955 | 0.1400 | 0.7955 | 0.8919 |
305
- | 0.2528 | 84.6667 | 508 | 0.7961 | 0.1807 | 0.7961 | 0.8923 |
306
- | 0.2528 | 85.0 | 510 | 0.8063 | 0.1752 | 0.8063 | 0.8980 |
307
- | 0.2528 | 85.3333 | 512 | 0.8231 | 0.1752 | 0.8231 | 0.9072 |
308
- | 0.2528 | 85.6667 | 514 | 0.8279 | 0.2007 | 0.8279 | 0.9099 |
309
- | 0.2528 | 86.0 | 516 | 0.8243 | 0.2007 | 0.8243 | 0.9079 |
310
- | 0.2528 | 86.3333 | 518 | 0.8259 | 0.1624 | 0.8259 | 0.9088 |
311
- | 0.2528 | 86.6667 | 520 | 0.8275 | 0.1813 | 0.8275 | 0.9096 |
312
- | 0.2528 | 87.0 | 522 | 0.8315 | 0.1867 | 0.8315 | 0.9119 |
313
- | 0.2528 | 87.3333 | 524 | 0.8400 | 0.1649 | 0.8400 | 0.9165 |
314
- | 0.2528 | 87.6667 | 526 | 0.8437 | 0.1603 | 0.8437 | 0.9185 |
315
- | 0.2528 | 88.0 | 528 | 0.8383 | 0.1624 | 0.8383 | 0.9156 |
316
- | 0.2528 | 88.3333 | 530 | 0.8346 | 0.1624 | 0.8346 | 0.9136 |
317
- | 0.2528 | 88.6667 | 532 | 0.8362 | 0.1624 | 0.8362 | 0.9144 |
318
- | 0.2528 | 89.0 | 534 | 0.8403 | 0.1624 | 0.8403 | 0.9167 |
319
- | 0.2528 | 89.3333 | 536 | 0.8440 | 0.1901 | 0.8440 | 0.9187 |
320
- | 0.2528 | 89.6667 | 538 | 0.8502 | 0.1901 | 0.8502 | 0.9220 |
321
- | 0.2528 | 90.0 | 540 | 0.8512 | 0.1550 | 0.8512 | 0.9226 |
322
- | 0.2528 | 90.3333 | 542 | 0.8618 | 0.1815 | 0.8618 | 0.9283 |
323
- | 0.2528 | 90.6667 | 544 | 0.8666 | 0.1815 | 0.8666 | 0.9309 |
324
- | 0.2528 | 91.0 | 546 | 0.8654 | 0.1882 | 0.8654 | 0.9302 |
325
- | 0.2528 | 91.3333 | 548 | 0.8636 | 0.1882 | 0.8636 | 0.9293 |
326
- | 0.2528 | 91.6667 | 550 | 0.8619 | 0.2227 | 0.8619 | 0.9284 |
327
- | 0.2528 | 92.0 | 552 | 0.8632 | 0.1815 | 0.8632 | 0.9291 |
328
- | 0.2528 | 92.3333 | 554 | 0.8608 | 0.1560 | 0.8608 | 0.9278 |
329
- | 0.2528 | 92.6667 | 556 | 0.8599 | 0.1560 | 0.8599 | 0.9273 |
330
- | 0.2528 | 93.0 | 558 | 0.8576 | 0.1560 | 0.8576 | 0.9261 |
331
- | 0.2528 | 93.3333 | 560 | 0.8504 | 0.1598 | 0.8504 | 0.9222 |
332
- | 0.2528 | 93.6667 | 562 | 0.8473 | 0.1598 | 0.8473 | 0.9205 |
333
- | 0.2528 | 94.0 | 564 | 0.8417 | 0.1598 | 0.8417 | 0.9174 |
334
- | 0.2528 | 94.3333 | 566 | 0.8382 | 0.1648 | 0.8382 | 0.9155 |
335
- | 0.2528 | 94.6667 | 568 | 0.8385 | 0.1648 | 0.8385 | 0.9157 |
336
- | 0.2528 | 95.0 | 570 | 0.8410 | 0.1598 | 0.8410 | 0.9171 |
337
- | 0.2528 | 95.3333 | 572 | 0.8455 | 0.1598 | 0.8455 | 0.9195 |
338
- | 0.2528 | 95.6667 | 574 | 0.8477 | 0.1598 | 0.8477 | 0.9207 |
339
- | 0.2528 | 96.0 | 576 | 0.8515 | 0.1598 | 0.8515 | 0.9228 |
340
- | 0.2528 | 96.3333 | 578 | 0.8573 | 0.1560 | 0.8573 | 0.9259 |
341
- | 0.2528 | 96.6667 | 580 | 0.8591 | 0.1571 | 0.8591 | 0.9269 |
342
- | 0.2528 | 97.0 | 582 | 0.8575 | 0.1571 | 0.8575 | 0.9260 |
343
- | 0.2528 | 97.3333 | 584 | 0.8566 | 0.1571 | 0.8566 | 0.9255 |
344
- | 0.2528 | 97.6667 | 586 | 0.8568 | 0.1571 | 0.8568 | 0.9257 |
345
- | 0.2528 | 98.0 | 588 | 0.8557 | 0.1571 | 0.8557 | 0.9250 |
346
- | 0.2528 | 98.3333 | 590 | 0.8543 | 0.1571 | 0.8543 | 0.9243 |
347
- | 0.2528 | 98.6667 | 592 | 0.8529 | 0.1571 | 0.8529 | 0.9235 |
348
- | 0.2528 | 99.0 | 594 | 0.8521 | 0.1571 | 0.8521 | 0.9231 |
349
- | 0.2528 | 99.3333 | 596 | 0.8509 | 0.1571 | 0.8509 | 0.9225 |
350
- | 0.2528 | 99.6667 | 598 | 0.8505 | 0.1571 | 0.8505 | 0.9222 |
351
- | 0.2528 | 100.0 | 600 | 0.8505 | 0.1571 | 0.8505 | 0.9222 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
352
 
353
 
354
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k2_task3_organization
8
  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
+ # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k2_task3_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.7080
19
+ - Qwk: 0.1347
20
+ - Mse: 0.7080
21
+ - Rmse: 0.8414
22
 
23
  ## Model description
24
 
 
49
 
50
  | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
  |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.1818 | 2 | 3.5572 | -0.0063 | 3.5572 | 1.8861 |
53
+ | No log | 0.3636 | 4 | 1.9467 | 0.0172 | 1.9467 | 1.3952 |
54
+ | No log | 0.5455 | 6 | 1.2421 | 0.0016 | 1.2421 | 1.1145 |
55
+ | No log | 0.7273 | 8 | 0.8989 | -0.0923 | 0.8989 | 0.9481 |
56
+ | No log | 0.9091 | 10 | 1.0880 | -0.0648 | 1.0880 | 1.0431 |
57
+ | No log | 1.0909 | 12 | 0.9962 | 0.0404 | 0.9962 | 0.9981 |
58
+ | No log | 1.2727 | 14 | 0.7450 | -0.0215 | 0.7450 | 0.8631 |
59
+ | No log | 1.4545 | 16 | 0.7727 | -0.0264 | 0.7727 | 0.8790 |
60
+ | No log | 1.6364 | 18 | 0.7120 | 0.0334 | 0.7120 | 0.8438 |
61
+ | No log | 1.8182 | 20 | 0.6947 | 0.1021 | 0.6947 | 0.8335 |
62
+ | No log | 2.0 | 22 | 0.7225 | 0.0334 | 0.7225 | 0.8500 |
63
+ | No log | 2.1818 | 24 | 0.9058 | -0.0033 | 0.9058 | 0.9517 |
64
+ | No log | 2.3636 | 26 | 0.8551 | 0.0043 | 0.8551 | 0.9247 |
65
+ | No log | 2.5455 | 28 | 0.7835 | 0.0374 | 0.7835 | 0.8851 |
66
+ | No log | 2.7273 | 30 | 0.8363 | -0.0711 | 0.8363 | 0.9145 |
67
+ | No log | 2.9091 | 32 | 0.8915 | -0.1244 | 0.8915 | 0.9442 |
68
+ | No log | 3.0909 | 34 | 0.8635 | -0.0753 | 0.8635 | 0.9292 |
69
+ | No log | 3.2727 | 36 | 0.8499 | 0.0260 | 0.8499 | 0.9219 |
70
+ | No log | 3.4545 | 38 | 0.8796 | -0.0407 | 0.8796 | 0.9379 |
71
+ | No log | 3.6364 | 40 | 0.8447 | 0.1035 | 0.8447 | 0.9191 |
72
+ | No log | 3.8182 | 42 | 0.8804 | 0.0810 | 0.8804 | 0.9383 |
73
+ | No log | 4.0 | 44 | 0.8812 | 0.0927 | 0.8812 | 0.9387 |
74
+ | No log | 4.1818 | 46 | 0.9001 | 0.0048 | 0.9001 | 0.9487 |
75
+ | No log | 4.3636 | 48 | 0.9141 | -0.0338 | 0.9141 | 0.9561 |
76
+ | No log | 4.5455 | 50 | 0.8976 | 0.0537 | 0.8976 | 0.9474 |
77
+ | No log | 4.7273 | 52 | 0.9286 | 0.0518 | 0.9286 | 0.9636 |
78
+ | No log | 4.9091 | 54 | 0.8814 | 0.0139 | 0.8814 | 0.9388 |
79
+ | No log | 5.0909 | 56 | 0.8220 | 0.0 | 0.8220 | 0.9066 |
80
+ | No log | 5.2727 | 58 | 0.8049 | 0.0697 | 0.8049 | 0.8971 |
81
+ | No log | 5.4545 | 60 | 0.8277 | 0.1268 | 0.8277 | 0.9098 |
82
+ | No log | 5.6364 | 62 | 0.8483 | 0.1531 | 0.8483 | 0.9210 |
83
+ | No log | 5.8182 | 64 | 0.8244 | 0.0378 | 0.8244 | 0.9080 |
84
+ | No log | 6.0 | 66 | 0.9611 | -0.0204 | 0.9611 | 0.9804 |
85
+ | No log | 6.1818 | 68 | 0.8689 | 0.1355 | 0.8689 | 0.9321 |
86
+ | No log | 6.3636 | 70 | 0.8930 | 0.0296 | 0.8930 | 0.9450 |
87
+ | No log | 6.5455 | 72 | 0.9052 | 0.0255 | 0.9052 | 0.9514 |
88
+ | No log | 6.7273 | 74 | 0.9000 | 0.0883 | 0.9000 | 0.9487 |
89
+ | No log | 6.9091 | 76 | 0.9104 | 0.1447 | 0.9104 | 0.9541 |
90
+ | No log | 7.0909 | 78 | 0.9601 | 0.0365 | 0.9601 | 0.9798 |
91
+ | No log | 7.2727 | 80 | 0.8985 | 0.1040 | 0.8985 | 0.9479 |
92
+ | No log | 7.4545 | 82 | 0.8852 | 0.0105 | 0.8852 | 0.9408 |
93
+ | No log | 7.6364 | 84 | 0.8239 | 0.1050 | 0.8239 | 0.9077 |
94
+ | No log | 7.8182 | 86 | 0.7478 | 0.1030 | 0.7478 | 0.8647 |
95
+ | No log | 8.0 | 88 | 0.7448 | 0.1463 | 0.7448 | 0.8630 |
96
+ | No log | 8.1818 | 90 | 0.7824 | 0.0179 | 0.7824 | 0.8845 |
97
+ | No log | 8.3636 | 92 | 0.8270 | 0.0016 | 0.8270 | 0.9094 |
98
+ | No log | 8.5455 | 94 | 0.8948 | -0.0052 | 0.8948 | 0.9460 |
99
+ | No log | 8.7273 | 96 | 0.8565 | 0.1903 | 0.8565 | 0.9255 |
100
+ | No log | 8.9091 | 98 | 0.8787 | 0.1215 | 0.8787 | 0.9374 |
101
+ | No log | 9.0909 | 100 | 0.9773 | 0.0391 | 0.9773 | 0.9886 |
102
+ | No log | 9.2727 | 102 | 0.8870 | 0.1979 | 0.8870 | 0.9418 |
103
+ | No log | 9.4545 | 104 | 1.0818 | -0.0090 | 1.0818 | 1.0401 |
104
+ | No log | 9.6364 | 106 | 0.9239 | -0.0679 | 0.9239 | 0.9612 |
105
+ | No log | 9.8182 | 108 | 0.9605 | 0.0086 | 0.9605 | 0.9801 |
106
+ | No log | 10.0 | 110 | 1.0717 | 0.1077 | 1.0717 | 1.0352 |
107
+ | No log | 10.1818 | 112 | 0.9009 | 0.0350 | 0.9009 | 0.9491 |
108
+ | No log | 10.3636 | 114 | 0.8593 | -0.0746 | 0.8593 | 0.9270 |
109
+ | No log | 10.5455 | 116 | 1.0503 | 0.0470 | 1.0503 | 1.0248 |
110
+ | No log | 10.7273 | 118 | 0.8605 | -0.0408 | 0.8605 | 0.9276 |
111
+ | No log | 10.9091 | 120 | 0.8371 | 0.0644 | 0.8371 | 0.9149 |
112
+ | No log | 11.0909 | 122 | 0.9334 | -0.0696 | 0.9334 | 0.9661 |
113
+ | No log | 11.2727 | 124 | 0.8252 | 0.2285 | 0.8252 | 0.9084 |
114
+ | No log | 11.4545 | 126 | 0.9608 | 0.0298 | 0.9608 | 0.9802 |
115
+ | No log | 11.6364 | 128 | 0.9240 | 0.0324 | 0.9240 | 0.9613 |
116
+ | No log | 11.8182 | 130 | 0.8683 | 0.0248 | 0.8683 | 0.9318 |
117
+ | No log | 12.0 | 132 | 0.8747 | 0.0265 | 0.8747 | 0.9353 |
118
+ | No log | 12.1818 | 134 | 0.8873 | -0.0056 | 0.8873 | 0.9420 |
119
+ | No log | 12.3636 | 136 | 0.7994 | 0.1796 | 0.7994 | 0.8941 |
120
+ | No log | 12.5455 | 138 | 0.9987 | -0.0840 | 0.9987 | 0.9994 |
121
+ | No log | 12.7273 | 140 | 1.1008 | -0.0204 | 1.1008 | 1.0492 |
122
+ | No log | 12.9091 | 142 | 0.8483 | -0.1155 | 0.8483 | 0.9210 |
123
+ | No log | 13.0909 | 144 | 0.8069 | 0.1408 | 0.8069 | 0.8983 |
124
+ | No log | 13.2727 | 146 | 0.9227 | 0.1115 | 0.9227 | 0.9606 |
125
+ | No log | 13.4545 | 148 | 0.8807 | 0.2123 | 0.8807 | 0.9384 |
126
+ | No log | 13.6364 | 150 | 0.8767 | 0.0637 | 0.8767 | 0.9363 |
127
+ | No log | 13.8182 | 152 | 0.9992 | 0.0418 | 0.9992 | 0.9996 |
128
+ | No log | 14.0 | 154 | 0.8579 | 0.0697 | 0.8579 | 0.9262 |
129
+ | No log | 14.1818 | 156 | 0.8536 | 0.1218 | 0.8536 | 0.9239 |
130
+ | No log | 14.3636 | 158 | 0.8588 | 0.1739 | 0.8588 | 0.9267 |
131
+ | No log | 14.5455 | 160 | 0.8397 | 0.0705 | 0.8397 | 0.9163 |
132
+ | No log | 14.7273 | 162 | 0.8189 | 0.0733 | 0.8189 | 0.9049 |
133
+ | No log | 14.9091 | 164 | 0.8299 | 0.1035 | 0.8299 | 0.9110 |
134
+ | No log | 15.0909 | 166 | 0.8739 | 0.1525 | 0.8739 | 0.9348 |
135
+ | No log | 15.2727 | 168 | 0.9003 | 0.0513 | 0.9003 | 0.9489 |
136
+ | No log | 15.4545 | 170 | 0.9373 | -0.0380 | 0.9373 | 0.9681 |
137
+ | No log | 15.6364 | 172 | 0.8918 | 0.0933 | 0.8918 | 0.9443 |
138
+ | No log | 15.8182 | 174 | 0.9507 | 0.1078 | 0.9507 | 0.9750 |
139
+ | No log | 16.0 | 176 | 1.0012 | 0.0734 | 1.0012 | 1.0006 |
140
+ | No log | 16.1818 | 178 | 0.8973 | 0.1492 | 0.8973 | 0.9472 |
141
+ | No log | 16.3636 | 180 | 0.8901 | 0.1471 | 0.8901 | 0.9434 |
142
+ | No log | 16.5455 | 182 | 0.8932 | 0.0623 | 0.8932 | 0.9451 |
143
+ | No log | 16.7273 | 184 | 0.9853 | 0.0007 | 0.9853 | 0.9926 |
144
+ | No log | 16.9091 | 186 | 0.9688 | 0.0728 | 0.9688 | 0.9843 |
145
+ | No log | 17.0909 | 188 | 0.8624 | 0.1816 | 0.8624 | 0.9287 |
146
+ | No log | 17.2727 | 190 | 0.9014 | -0.0985 | 0.9014 | 0.9494 |
147
+ | No log | 17.4545 | 192 | 0.8573 | 0.0661 | 0.8573 | 0.9259 |
148
+ | No log | 17.6364 | 194 | 0.8761 | 0.1838 | 0.8761 | 0.9360 |
149
+ | No log | 17.8182 | 196 | 0.8650 | 0.1506 | 0.8650 | 0.9301 |
150
+ | No log | 18.0 | 198 | 0.8406 | 0.1536 | 0.8406 | 0.9169 |
151
+ | No log | 18.1818 | 200 | 0.7980 | 0.1080 | 0.7980 | 0.8933 |
152
+ | No log | 18.3636 | 202 | 0.8074 | 0.1080 | 0.8074 | 0.8986 |
153
+ | No log | 18.5455 | 204 | 0.8346 | 0.1079 | 0.8346 | 0.9136 |
154
+ | No log | 18.7273 | 206 | 0.8784 | 0.0699 | 0.8784 | 0.9372 |
155
+ | No log | 18.9091 | 208 | 0.8164 | 0.1810 | 0.8164 | 0.9035 |
156
+ | No log | 19.0909 | 210 | 0.8937 | 0.1103 | 0.8937 | 0.9453 |
157
+ | No log | 19.2727 | 212 | 0.9717 | -0.0437 | 0.9717 | 0.9858 |
158
+ | No log | 19.4545 | 214 | 0.8204 | 0.1094 | 0.8204 | 0.9057 |
159
+ | No log | 19.6364 | 216 | 0.8221 | 0.0993 | 0.8221 | 0.9067 |
160
+ | No log | 19.8182 | 218 | 0.8947 | 0.1002 | 0.8947 | 0.9459 |
161
+ | No log | 20.0 | 220 | 0.8547 | 0.1762 | 0.8547 | 0.9245 |
162
+ | No log | 20.1818 | 222 | 0.8251 | 0.0840 | 0.8251 | 0.9083 |
163
+ | No log | 20.3636 | 224 | 0.8423 | 0.1187 | 0.8423 | 0.9178 |
164
+ | No log | 20.5455 | 226 | 0.8601 | 0.0027 | 0.8601 | 0.9274 |
165
+ | No log | 20.7273 | 228 | 0.9191 | -0.0082 | 0.9191 | 0.9587 |
166
+ | No log | 20.9091 | 230 | 0.9429 | 0.0337 | 0.9429 | 0.9710 |
167
+ | No log | 21.0909 | 232 | 0.8893 | 0.0535 | 0.8893 | 0.9430 |
168
+ | No log | 21.2727 | 234 | 0.9126 | 0.0608 | 0.9126 | 0.9553 |
169
+ | No log | 21.4545 | 236 | 0.9928 | 0.0352 | 0.9928 | 0.9964 |
170
+ | No log | 21.6364 | 238 | 0.8659 | 0.0661 | 0.8659 | 0.9306 |
171
+ | No log | 21.8182 | 240 | 0.8555 | 0.1748 | 0.8555 | 0.9249 |
172
+ | No log | 22.0 | 242 | 0.8099 | 0.2057 | 0.8099 | 0.8999 |
173
+ | No log | 22.1818 | 244 | 0.8709 | -0.0665 | 0.8709 | 0.9332 |
174
+ | No log | 22.3636 | 246 | 0.8111 | -0.0618 | 0.8111 | 0.9006 |
175
+ | No log | 22.5455 | 248 | 0.7698 | 0.2385 | 0.7698 | 0.8774 |
176
+ | No log | 22.7273 | 250 | 0.8040 | 0.1122 | 0.8040 | 0.8967 |
177
+ | No log | 22.9091 | 252 | 0.7386 | 0.1133 | 0.7386 | 0.8594 |
178
+ | No log | 23.0909 | 254 | 0.7419 | 0.0428 | 0.7419 | 0.8613 |
179
+ | No log | 23.2727 | 256 | 0.8380 | -0.0007 | 0.8380 | 0.9154 |
180
+ | No log | 23.4545 | 258 | 0.8116 | 0.0529 | 0.8116 | 0.9009 |
181
+ | No log | 23.6364 | 260 | 0.7823 | 0.0983 | 0.7823 | 0.8845 |
182
+ | No log | 23.8182 | 262 | 0.7781 | 0.0983 | 0.7781 | 0.8821 |
183
+ | No log | 24.0 | 264 | 0.7723 | 0.0983 | 0.7723 | 0.8788 |
184
+ | No log | 24.1818 | 266 | 0.7637 | 0.1443 | 0.7637 | 0.8739 |
185
+ | No log | 24.3636 | 268 | 0.7848 | 0.0749 | 0.7848 | 0.8859 |
186
+ | No log | 24.5455 | 270 | 0.7982 | 0.0717 | 0.7982 | 0.8934 |
187
+ | No log | 24.7273 | 272 | 0.7820 | 0.1660 | 0.7820 | 0.8843 |
188
+ | No log | 24.9091 | 274 | 0.7886 | 0.1803 | 0.7886 | 0.8880 |
189
+ | No log | 25.0909 | 276 | 0.8056 | 0.0717 | 0.8056 | 0.8975 |
190
+ | No log | 25.2727 | 278 | 0.7974 | 0.0717 | 0.7974 | 0.8930 |
191
+ | No log | 25.4545 | 280 | 0.7676 | 0.1906 | 0.7676 | 0.8761 |
192
+ | No log | 25.6364 | 282 | 0.7511 | 0.1906 | 0.7511 | 0.8667 |
193
+ | No log | 25.8182 | 284 | 0.7530 | -0.0145 | 0.7530 | 0.8678 |
194
+ | No log | 26.0 | 286 | 0.8772 | -0.0870 | 0.8772 | 0.9366 |
195
+ | No log | 26.1818 | 288 | 1.0238 | 0.0710 | 1.0238 | 1.0118 |
196
+ | No log | 26.3636 | 290 | 0.8991 | -0.0832 | 0.8991 | 0.9482 |
197
+ | No log | 26.5455 | 292 | 0.7722 | 0.1333 | 0.7722 | 0.8788 |
198
+ | No log | 26.7273 | 294 | 0.8772 | 0.0714 | 0.8772 | 0.9366 |
199
+ | No log | 26.9091 | 296 | 0.8630 | 0.0714 | 0.8630 | 0.9290 |
200
+ | No log | 27.0909 | 298 | 0.7600 | 0.1387 | 0.7600 | 0.8718 |
201
+ | No log | 27.2727 | 300 | 0.8649 | -0.0073 | 0.8649 | 0.9300 |
202
+ | No log | 27.4545 | 302 | 0.9027 | 0.0175 | 0.9027 | 0.9501 |
203
+ | No log | 27.6364 | 304 | 0.7929 | 0.0562 | 0.7929 | 0.8905 |
204
+ | No log | 27.8182 | 306 | 0.7509 | 0.1490 | 0.7509 | 0.8665 |
205
+ | No log | 28.0 | 308 | 0.8197 | -0.0089 | 0.8197 | 0.9054 |
206
+ | No log | 28.1818 | 310 | 0.8300 | -0.0811 | 0.8300 | 0.9110 |
207
+ | No log | 28.3636 | 312 | 0.7410 | 0.1490 | 0.7410 | 0.8608 |
208
+ | No log | 28.5455 | 314 | 0.7820 | 0.0123 | 0.7820 | 0.8843 |
209
+ | No log | 28.7273 | 316 | 0.9920 | 0.0443 | 0.9920 | 0.9960 |
210
+ | No log | 28.9091 | 318 | 1.0269 | 0.0125 | 1.0269 | 1.0134 |
211
+ | No log | 29.0909 | 320 | 0.8738 | 0.0683 | 0.8738 | 0.9348 |
212
+ | No log | 29.2727 | 322 | 0.7926 | 0.0757 | 0.7926 | 0.8903 |
213
+ | No log | 29.4545 | 324 | 0.7675 | 0.1340 | 0.7675 | 0.8761 |
214
+ | No log | 29.6364 | 326 | 0.7467 | 0.1333 | 0.7467 | 0.8641 |
215
+ | No log | 29.8182 | 328 | 0.7830 | -0.0694 | 0.7830 | 0.8849 |
216
+ | No log | 30.0 | 330 | 0.7888 | -0.0706 | 0.7888 | 0.8882 |
217
+ | No log | 30.1818 | 332 | 0.7737 | 0.0188 | 0.7737 | 0.8796 |
218
+ | No log | 30.3636 | 334 | 0.7417 | 0.1282 | 0.7417 | 0.8612 |
219
+ | No log | 30.5455 | 336 | 0.7537 | 0.0216 | 0.7537 | 0.8681 |
220
+ | No log | 30.7273 | 338 | 0.7852 | -0.0359 | 0.7852 | 0.8861 |
221
+ | No log | 30.9091 | 340 | 0.7423 | -0.0699 | 0.7423 | 0.8616 |
222
+ | No log | 31.0909 | 342 | 0.7270 | -0.0672 | 0.7270 | 0.8527 |
223
+ | No log | 31.2727 | 344 | 0.7719 | -0.0767 | 0.7719 | 0.8786 |
224
+ | No log | 31.4545 | 346 | 0.7887 | -0.0788 | 0.7887 | 0.8881 |
225
+ | No log | 31.6364 | 348 | 0.7426 | 0.0289 | 0.7426 | 0.8617 |
226
+ | No log | 31.8182 | 350 | 0.7715 | 0.2263 | 0.7715 | 0.8784 |
227
+ | No log | 32.0 | 352 | 0.7956 | 0.1744 | 0.7956 | 0.8920 |
228
+ | No log | 32.1818 | 354 | 0.8002 | 0.1702 | 0.8002 | 0.8945 |
229
+ | No log | 32.3636 | 356 | 0.8195 | 0.0584 | 0.8195 | 0.9053 |
230
+ | No log | 32.5455 | 358 | 0.7960 | 0.1050 | 0.7960 | 0.8922 |
231
+ | No log | 32.7273 | 360 | 0.8161 | 0.0541 | 0.8161 | 0.9034 |
232
+ | No log | 32.9091 | 362 | 0.7953 | 0.0167 | 0.7953 | 0.8918 |
233
+ | No log | 33.0909 | 364 | 0.7605 | 0.1287 | 0.7605 | 0.8721 |
234
+ | No log | 33.2727 | 366 | 0.7589 | 0.0930 | 0.7589 | 0.8711 |
235
+ | No log | 33.4545 | 368 | 0.7769 | 0.1031 | 0.7769 | 0.8814 |
236
+ | No log | 33.6364 | 370 | 0.7825 | 0.1379 | 0.7825 | 0.8846 |
237
+ | No log | 33.8182 | 372 | 0.8166 | 0.0633 | 0.8166 | 0.9037 |
238
+ | No log | 34.0 | 374 | 0.8333 | 0.0880 | 0.8333 | 0.9129 |
239
+ | No log | 34.1818 | 376 | 0.7943 | 0.0757 | 0.7943 | 0.8913 |
240
+ | No log | 34.3636 | 378 | 0.7778 | 0.1885 | 0.7778 | 0.8819 |
241
+ | No log | 34.5455 | 380 | 0.8074 | 0.0633 | 0.8074 | 0.8985 |
242
+ | No log | 34.7273 | 382 | 0.7702 | 0.2263 | 0.7702 | 0.8776 |
243
+ | No log | 34.9091 | 384 | 0.7617 | 0.0798 | 0.7617 | 0.8727 |
244
+ | No log | 35.0909 | 386 | 0.8006 | -0.0735 | 0.8006 | 0.8947 |
245
+ | No log | 35.2727 | 388 | 0.7735 | -0.0672 | 0.7735 | 0.8795 |
246
+ | No log | 35.4545 | 390 | 0.7394 | 0.0840 | 0.7394 | 0.8599 |
247
+ | No log | 35.6364 | 392 | 0.7419 | 0.1761 | 0.7419 | 0.8613 |
248
+ | No log | 35.8182 | 394 | 0.7531 | 0.1282 | 0.7531 | 0.8678 |
249
+ | No log | 36.0 | 396 | 0.7914 | -0.0178 | 0.7914 | 0.8896 |
250
+ | No log | 36.1818 | 398 | 0.8947 | -0.0114 | 0.8947 | 0.9459 |
251
+ | No log | 36.3636 | 400 | 0.9021 | -0.0094 | 0.9021 | 0.9498 |
252
+ | No log | 36.5455 | 402 | 0.8072 | 0.0265 | 0.8072 | 0.8985 |
253
+ | No log | 36.7273 | 404 | 0.7818 | 0.3097 | 0.7818 | 0.8842 |
254
+ | No log | 36.9091 | 406 | 0.7975 | 0.1833 | 0.7975 | 0.8930 |
255
+ | No log | 37.0909 | 408 | 0.7943 | 0.1525 | 0.7943 | 0.8913 |
256
+ | No log | 37.2727 | 410 | 0.7915 | 0.0710 | 0.7915 | 0.8897 |
257
+ | No log | 37.4545 | 412 | 0.7448 | 0.1029 | 0.7448 | 0.8630 |
258
+ | No log | 37.6364 | 414 | 0.7489 | 0.0717 | 0.7489 | 0.8654 |
259
+ | No log | 37.8182 | 416 | 0.7608 | 0.0717 | 0.7608 | 0.8723 |
260
+ | No log | 38.0 | 418 | 0.7595 | 0.2063 | 0.7595 | 0.8715 |
261
+ | No log | 38.1818 | 420 | 0.7693 | 0.2857 | 0.7693 | 0.8771 |
262
+ | No log | 38.3636 | 422 | 0.7770 | 0.2969 | 0.7770 | 0.8815 |
263
+ | No log | 38.5455 | 424 | 0.7713 | 0.1907 | 0.7713 | 0.8782 |
264
+ | No log | 38.7273 | 426 | 0.7693 | 0.1583 | 0.7693 | 0.8771 |
265
+ | No log | 38.9091 | 428 | 0.7340 | 0.1395 | 0.7340 | 0.8568 |
266
+ | No log | 39.0909 | 430 | 0.7369 | 0.0289 | 0.7369 | 0.8585 |
267
+ | No log | 39.2727 | 432 | 0.7390 | 0.0834 | 0.7390 | 0.8596 |
268
+ | No log | 39.4545 | 434 | 0.7349 | 0.0834 | 0.7349 | 0.8573 |
269
+ | No log | 39.6364 | 436 | 0.7319 | 0.0834 | 0.7319 | 0.8555 |
270
+ | No log | 39.8182 | 438 | 0.7436 | -0.0186 | 0.7436 | 0.8623 |
271
+ | No log | 40.0 | 440 | 0.7590 | -0.0230 | 0.7590 | 0.8712 |
272
+ | No log | 40.1818 | 442 | 0.7378 | 0.1240 | 0.7378 | 0.8589 |
273
+ | No log | 40.3636 | 444 | 0.7560 | 0.1501 | 0.7560 | 0.8695 |
274
+ | No log | 40.5455 | 446 | 0.7709 | 0.1030 | 0.7709 | 0.8780 |
275
+ | No log | 40.7273 | 448 | 0.7489 | 0.0543 | 0.7489 | 0.8654 |
276
+ | No log | 40.9091 | 450 | 0.7406 | 0.1240 | 0.7406 | 0.8606 |
277
+ | No log | 41.0909 | 452 | 0.7723 | 0.0246 | 0.7723 | 0.8788 |
278
+ | No log | 41.2727 | 454 | 0.7870 | 0.0188 | 0.7870 | 0.8871 |
279
+ | No log | 41.4545 | 456 | 0.8101 | 0.0880 | 0.8101 | 0.9000 |
280
+ | No log | 41.6364 | 458 | 0.7953 | 0.0633 | 0.7953 | 0.8918 |
281
+ | No log | 41.8182 | 460 | 0.7937 | 0.0246 | 0.7937 | 0.8909 |
282
+ | No log | 42.0 | 462 | 0.7759 | 0.0725 | 0.7759 | 0.8809 |
283
+ | No log | 42.1818 | 464 | 0.7551 | 0.1184 | 0.7551 | 0.8690 |
284
+ | No log | 42.3636 | 466 | 0.7373 | 0.1282 | 0.7373 | 0.8586 |
285
+ | No log | 42.5455 | 468 | 0.7292 | 0.1778 | 0.7292 | 0.8539 |
286
+ | No log | 42.7273 | 470 | 0.7310 | 0.0749 | 0.7310 | 0.8550 |
287
+ | No log | 42.9091 | 472 | 0.7529 | 0.0277 | 0.7529 | 0.8677 |
288
+ | No log | 43.0909 | 474 | 0.7514 | 0.0622 | 0.7514 | 0.8669 |
289
+ | No log | 43.2727 | 476 | 0.7199 | 0.1674 | 0.7199 | 0.8485 |
290
+ | No log | 43.4545 | 478 | 0.7406 | 0.2377 | 0.7406 | 0.8606 |
291
+ | No log | 43.6364 | 480 | 0.7409 | 0.2345 | 0.7409 | 0.8608 |
292
+ | No log | 43.8182 | 482 | 0.7273 | 0.2410 | 0.7273 | 0.8528 |
293
+ | No log | 44.0 | 484 | 0.7092 | 0.0926 | 0.7092 | 0.8421 |
294
+ | No log | 44.1818 | 486 | 0.7301 | 0.0338 | 0.7301 | 0.8545 |
295
+ | No log | 44.3636 | 488 | 0.7283 | 0.0375 | 0.7283 | 0.8534 |
296
+ | No log | 44.5455 | 490 | 0.7361 | 0.0375 | 0.7361 | 0.8580 |
297
+ | No log | 44.7273 | 492 | 0.7426 | 0.0375 | 0.7426 | 0.8617 |
298
+ | No log | 44.9091 | 494 | 0.7458 | 0.0874 | 0.7458 | 0.8636 |
299
+ | No log | 45.0909 | 496 | 0.7670 | 0.0670 | 0.7670 | 0.8758 |
300
+ | No log | 45.2727 | 498 | 0.7957 | -0.0251 | 0.7957 | 0.8920 |
301
+ | 0.2286 | 45.4545 | 500 | 0.8106 | -0.0717 | 0.8106 | 0.9004 |
302
+ | 0.2286 | 45.6364 | 502 | 0.7962 | -0.0746 | 0.7962 | 0.8923 |
303
+ | 0.2286 | 45.8182 | 504 | 0.7519 | -0.0178 | 0.7519 | 0.8671 |
304
+ | 0.2286 | 46.0 | 506 | 0.7226 | 0.2252 | 0.7226 | 0.8500 |
305
+ | 0.2286 | 46.1818 | 508 | 0.7272 | 0.2377 | 0.7272 | 0.8527 |
306
+ | 0.2286 | 46.3636 | 510 | 0.7206 | 0.2368 | 0.7206 | 0.8489 |
307
+ | 0.2286 | 46.5455 | 512 | 0.7224 | 0.2589 | 0.7224 | 0.8499 |
308
+ | 0.2286 | 46.7273 | 514 | 0.7298 | 0.1617 | 0.7298 | 0.8543 |
309
+ | 0.2286 | 46.9091 | 516 | 0.7322 | 0.0277 | 0.7322 | 0.8557 |
310
+ | 0.2286 | 47.0909 | 518 | 0.7324 | -0.0186 | 0.7324 | 0.8558 |
311
+ | 0.2286 | 47.2727 | 520 | 0.7189 | 0.0783 | 0.7189 | 0.8479 |
312
+ | 0.2286 | 47.4545 | 522 | 0.7134 | 0.0874 | 0.7134 | 0.8447 |
313
+ | 0.2286 | 47.6364 | 524 | 0.7138 | 0.0488 | 0.7138 | 0.8449 |
314
+ | 0.2286 | 47.8182 | 526 | 0.7413 | 0.2304 | 0.7413 | 0.8610 |
315
+ | 0.2286 | 48.0 | 528 | 0.7625 | 0.2314 | 0.7625 | 0.8732 |
316
+ | 0.2286 | 48.1818 | 530 | 0.7502 | 0.2628 | 0.7502 | 0.8662 |
317
+ | 0.2286 | 48.3636 | 532 | 0.7503 | 0.0277 | 0.7503 | 0.8662 |
318
+ | 0.2286 | 48.5455 | 534 | 0.8002 | -0.1098 | 0.8002 | 0.8945 |
319
+ | 0.2286 | 48.7273 | 536 | 0.8326 | -0.0052 | 0.8326 | 0.9125 |
320
+ | 0.2286 | 48.9091 | 538 | 0.8070 | -0.0694 | 0.8070 | 0.8983 |
321
+ | 0.2286 | 49.0909 | 540 | 0.7657 | 0.0749 | 0.7657 | 0.8750 |
322
+ | 0.2286 | 49.2727 | 542 | 0.7653 | 0.0840 | 0.7653 | 0.8748 |
323
+ | 0.2286 | 49.4545 | 544 | 0.7709 | 0.1187 | 0.7709 | 0.8780 |
324
+ | 0.2286 | 49.6364 | 546 | 0.7748 | 0.1617 | 0.7748 | 0.8802 |
325
+ | 0.2286 | 49.8182 | 548 | 0.7806 | -0.0178 | 0.7806 | 0.8835 |
326
+ | 0.2286 | 50.0 | 550 | 0.8196 | -0.0425 | 0.8196 | 0.9053 |
327
+ | 0.2286 | 50.1818 | 552 | 0.8389 | 0.0250 | 0.8389 | 0.9159 |
328
+ | 0.2286 | 50.3636 | 554 | 0.7715 | -0.0735 | 0.7715 | 0.8784 |
329
+ | 0.2286 | 50.5455 | 556 | 0.7345 | 0.1734 | 0.7345 | 0.8570 |
330
+ | 0.2286 | 50.7273 | 558 | 0.7615 | 0.2558 | 0.7615 | 0.8726 |
331
+ | 0.2286 | 50.9091 | 560 | 0.7849 | 0.2594 | 0.7849 | 0.8860 |
332
+ | 0.2286 | 51.0909 | 562 | 0.7676 | 0.2629 | 0.7676 | 0.8761 |
333
+ | 0.2286 | 51.2727 | 564 | 0.7415 | 0.2168 | 0.7415 | 0.8611 |
334
+ | 0.2286 | 51.4545 | 566 | 0.7410 | 0.2024 | 0.7410 | 0.8608 |
335
+ | 0.2286 | 51.6364 | 568 | 0.7665 | -0.0178 | 0.7665 | 0.8755 |
336
+ | 0.2286 | 51.8182 | 570 | 0.7781 | -0.0241 | 0.7781 | 0.8821 |
337
+ | 0.2286 | 52.0 | 572 | 0.7915 | 0.0084 | 0.7915 | 0.8897 |
338
+ | 0.2286 | 52.1818 | 574 | 0.7579 | 0.0246 | 0.7579 | 0.8706 |
339
+ | 0.2286 | 52.3636 | 576 | 0.7337 | 0.2222 | 0.7337 | 0.8565 |
340
+ | 0.2286 | 52.5455 | 578 | 0.7291 | 0.1906 | 0.7291 | 0.8539 |
341
+ | 0.2286 | 52.7273 | 580 | 0.7155 | 0.1463 | 0.7155 | 0.8459 |
342
+ | 0.2286 | 52.9091 | 582 | 0.7103 | 0.1354 | 0.7103 | 0.8428 |
343
+ | 0.2286 | 53.0909 | 584 | 0.7267 | 0.1254 | 0.7267 | 0.8525 |
344
+ | 0.2286 | 53.2727 | 586 | 0.7437 | 0.0183 | 0.7437 | 0.8624 |
345
+ | 0.2286 | 53.4545 | 588 | 0.7375 | 0.0650 | 0.7375 | 0.8588 |
346
+ | 0.2286 | 53.6364 | 590 | 0.7360 | 0.1240 | 0.7360 | 0.8579 |
347
+ | 0.2286 | 53.8182 | 592 | 0.7405 | 0.1734 | 0.7405 | 0.8605 |
348
+ | 0.2286 | 54.0 | 594 | 0.7317 | 0.1718 | 0.7317 | 0.8554 |
349
+ | 0.2286 | 54.1818 | 596 | 0.7397 | 0.1734 | 0.7397 | 0.8600 |
350
+ | 0.2286 | 54.3636 | 598 | 0.7674 | 0.0574 | 0.7674 | 0.8760 |
351
+ | 0.2286 | 54.5455 | 600 | 0.8358 | -0.0073 | 0.8358 | 0.9142 |
352
+ | 0.2286 | 54.7273 | 602 | 0.8649 | -0.0133 | 0.8649 | 0.9300 |
353
+ | 0.2286 | 54.9091 | 604 | 0.8442 | -0.0073 | 0.8442 | 0.9188 |
354
+ | 0.2286 | 55.0909 | 606 | 0.7767 | 0.0196 | 0.7767 | 0.8813 |
355
+ | 0.2286 | 55.2727 | 608 | 0.7672 | 0.0257 | 0.7672 | 0.8759 |
356
+ | 0.2286 | 55.4545 | 610 | 0.7633 | 0.1550 | 0.7633 | 0.8737 |
357
+ | 0.2286 | 55.6364 | 612 | 0.7717 | 0.1550 | 0.7717 | 0.8785 |
358
+ | 0.2286 | 55.8182 | 614 | 0.7768 | 0.0679 | 0.7768 | 0.8814 |
359
+ | 0.2286 | 56.0 | 616 | 0.7913 | 0.0961 | 0.7913 | 0.8895 |
360
+ | 0.2286 | 56.1818 | 618 | 0.7754 | 0.0679 | 0.7754 | 0.8806 |
361
+ | 0.2286 | 56.3636 | 620 | 0.7594 | 0.1139 | 0.7594 | 0.8714 |
362
+ | 0.2286 | 56.5455 | 622 | 0.7431 | 0.2667 | 0.7431 | 0.8620 |
363
+ | 0.2286 | 56.7273 | 624 | 0.7319 | 0.1860 | 0.7319 | 0.8555 |
364
+ | 0.2286 | 56.9091 | 626 | 0.7259 | 0.1347 | 0.7259 | 0.8520 |
365
+ | 0.2286 | 57.0909 | 628 | 0.7290 | 0.1347 | 0.7290 | 0.8538 |
366
+ | 0.2286 | 57.2727 | 630 | 0.7284 | 0.1347 | 0.7284 | 0.8534 |
367
+ | 0.2286 | 57.4545 | 632 | 0.7314 | 0.1796 | 0.7314 | 0.8552 |
368
+ | 0.2286 | 57.6364 | 634 | 0.7327 | 0.1347 | 0.7327 | 0.8560 |
369
+ | 0.2286 | 57.8182 | 636 | 0.7361 | 0.0791 | 0.7361 | 0.8580 |
370
+ | 0.2286 | 58.0 | 638 | 0.7375 | 0.0323 | 0.7375 | 0.8588 |
371
+ | 0.2286 | 58.1818 | 640 | 0.7368 | 0.0323 | 0.7368 | 0.8583 |
372
+ | 0.2286 | 58.3636 | 642 | 0.7308 | 0.0791 | 0.7308 | 0.8549 |
373
+ | 0.2286 | 58.5455 | 644 | 0.7322 | 0.0791 | 0.7322 | 0.8557 |
374
+ | 0.2286 | 58.7273 | 646 | 0.7371 | 0.0791 | 0.7371 | 0.8586 |
375
+ | 0.2286 | 58.9091 | 648 | 0.7398 | 0.1718 | 0.7398 | 0.8601 |
376
+ | 0.2286 | 59.0909 | 650 | 0.7518 | 0.3184 | 0.7518 | 0.8671 |
377
+ | 0.2286 | 59.2727 | 652 | 0.7597 | 0.3097 | 0.7597 | 0.8716 |
378
+ | 0.2286 | 59.4545 | 654 | 0.7718 | 0.1489 | 0.7718 | 0.8785 |
379
+ | 0.2286 | 59.6364 | 656 | 0.7888 | -0.0221 | 0.7888 | 0.8882 |
380
+ | 0.2286 | 59.8182 | 658 | 0.7660 | -0.0221 | 0.7660 | 0.8752 |
381
+ | 0.2286 | 60.0 | 660 | 0.7258 | 0.1796 | 0.7258 | 0.8519 |
382
+ | 0.2286 | 60.1818 | 662 | 0.7117 | 0.1860 | 0.7117 | 0.8436 |
383
+ | 0.2286 | 60.3636 | 664 | 0.7086 | 0.1443 | 0.7086 | 0.8418 |
384
+ | 0.2286 | 60.5455 | 666 | 0.7062 | 0.1404 | 0.7062 | 0.8403 |
385
+ | 0.2286 | 60.7273 | 668 | 0.7119 | 0.1347 | 0.7119 | 0.8437 |
386
+ | 0.2286 | 60.9091 | 670 | 0.7381 | -0.0178 | 0.7381 | 0.8591 |
387
+ | 0.2286 | 61.0909 | 672 | 0.7656 | -0.0200 | 0.7656 | 0.8750 |
388
+ | 0.2286 | 61.2727 | 674 | 0.7606 | -0.0200 | 0.7606 | 0.8721 |
389
+ | 0.2286 | 61.4545 | 676 | 0.7597 | -0.0200 | 0.7597 | 0.8716 |
390
+ | 0.2286 | 61.6364 | 678 | 0.7574 | -0.0200 | 0.7574 | 0.8703 |
391
+ | 0.2286 | 61.8182 | 680 | 0.7429 | 0.1187 | 0.7429 | 0.8619 |
392
+ | 0.2286 | 62.0 | 682 | 0.7348 | 0.2934 | 0.7348 | 0.8572 |
393
+ | 0.2286 | 62.1818 | 684 | 0.7371 | 0.2744 | 0.7371 | 0.8586 |
394
+ | 0.2286 | 62.3636 | 686 | 0.7340 | 0.2666 | 0.7340 | 0.8567 |
395
+ | 0.2286 | 62.5455 | 688 | 0.7321 | 0.2934 | 0.7321 | 0.8556 |
396
+ | 0.2286 | 62.7273 | 690 | 0.7294 | 0.1734 | 0.7294 | 0.8541 |
397
+ | 0.2286 | 62.9091 | 692 | 0.7425 | -0.0221 | 0.7425 | 0.8617 |
398
+ | 0.2286 | 63.0909 | 694 | 0.7516 | 0.0118 | 0.7516 | 0.8670 |
399
+ | 0.2286 | 63.2727 | 696 | 0.7733 | -0.0376 | 0.7733 | 0.8794 |
400
+ | 0.2286 | 63.4545 | 698 | 0.7788 | -0.0393 | 0.7788 | 0.8825 |
401
+ | 0.2286 | 63.6364 | 700 | 0.7434 | -0.0200 | 0.7434 | 0.8622 |
402
+ | 0.2286 | 63.8182 | 702 | 0.7161 | 0.2368 | 0.7161 | 0.8462 |
403
+ | 0.2286 | 64.0 | 704 | 0.7119 | 0.2368 | 0.7119 | 0.8437 |
404
+ | 0.2286 | 64.1818 | 706 | 0.7151 | 0.2368 | 0.7151 | 0.8457 |
405
+ | 0.2286 | 64.3636 | 708 | 0.7264 | 0.1860 | 0.7264 | 0.8523 |
406
+ | 0.2286 | 64.5455 | 710 | 0.7322 | 0.1674 | 0.7322 | 0.8557 |
407
+ | 0.2286 | 64.7273 | 712 | 0.7330 | 0.0791 | 0.7330 | 0.8561 |
408
+ | 0.2286 | 64.9091 | 714 | 0.7258 | 0.1734 | 0.7258 | 0.8520 |
409
+ | 0.2286 | 65.0909 | 716 | 0.7219 | 0.1796 | 0.7219 | 0.8496 |
410
+ | 0.2286 | 65.2727 | 718 | 0.7153 | 0.1796 | 0.7153 | 0.8458 |
411
+ | 0.2286 | 65.4545 | 720 | 0.7120 | 0.0879 | 0.7120 | 0.8438 |
412
+ | 0.2286 | 65.6364 | 722 | 0.7133 | 0.0394 | 0.7133 | 0.8445 |
413
+ | 0.2286 | 65.8182 | 724 | 0.7262 | 0.0269 | 0.7262 | 0.8522 |
414
+ | 0.2286 | 66.0 | 726 | 0.7376 | 0.0269 | 0.7376 | 0.8589 |
415
+ | 0.2286 | 66.1818 | 728 | 0.7365 | 0.0269 | 0.7365 | 0.8582 |
416
+ | 0.2286 | 66.3636 | 730 | 0.7370 | 0.0269 | 0.7370 | 0.8585 |
417
+ | 0.2286 | 66.5455 | 732 | 0.7466 | 0.0269 | 0.7466 | 0.8640 |
418
+ | 0.2286 | 66.7273 | 734 | 0.7377 | 0.0269 | 0.7377 | 0.8589 |
419
+ | 0.2286 | 66.9091 | 736 | 0.7195 | 0.0269 | 0.7195 | 0.8482 |
420
+ | 0.2286 | 67.0909 | 738 | 0.7123 | 0.0828 | 0.7123 | 0.8440 |
421
+ | 0.2286 | 67.2727 | 740 | 0.7116 | 0.0828 | 0.7116 | 0.8436 |
422
+ | 0.2286 | 67.4545 | 742 | 0.7049 | 0.1347 | 0.7049 | 0.8396 |
423
+ | 0.2286 | 67.6364 | 744 | 0.7056 | 0.0976 | 0.7056 | 0.8400 |
424
+ | 0.2286 | 67.8182 | 746 | 0.7072 | 0.0926 | 0.7072 | 0.8409 |
425
+ | 0.2286 | 68.0 | 748 | 0.7071 | 0.1347 | 0.7071 | 0.8409 |
426
+ | 0.2286 | 68.1818 | 750 | 0.7092 | 0.1292 | 0.7092 | 0.8421 |
427
+ | 0.2286 | 68.3636 | 752 | 0.7131 | 0.0323 | 0.7131 | 0.8445 |
428
+ | 0.2286 | 68.5455 | 754 | 0.7133 | 0.0323 | 0.7133 | 0.8446 |
429
+ | 0.2286 | 68.7273 | 756 | 0.7135 | 0.0323 | 0.7135 | 0.8447 |
430
+ | 0.2286 | 68.9091 | 758 | 0.7098 | 0.1347 | 0.7098 | 0.8425 |
431
+ | 0.2286 | 69.0909 | 760 | 0.7186 | 0.1906 | 0.7186 | 0.8477 |
432
+ | 0.2286 | 69.2727 | 762 | 0.7389 | 0.2786 | 0.7389 | 0.8596 |
433
+ | 0.2286 | 69.4545 | 764 | 0.7561 | 0.2246 | 0.7561 | 0.8695 |
434
+ | 0.2286 | 69.6364 | 766 | 0.7561 | 0.1416 | 0.7561 | 0.8696 |
435
+ | 0.2286 | 69.8182 | 768 | 0.7419 | 0.1434 | 0.7419 | 0.8613 |
436
+ | 0.2286 | 70.0 | 770 | 0.7342 | 0.1840 | 0.7342 | 0.8569 |
437
+ | 0.2286 | 70.1818 | 772 | 0.7283 | 0.0834 | 0.7283 | 0.8534 |
438
+ | 0.2286 | 70.3636 | 774 | 0.7327 | 0.0791 | 0.7327 | 0.8560 |
439
+ | 0.2286 | 70.5455 | 776 | 0.7311 | 0.0791 | 0.7311 | 0.8550 |
440
+ | 0.2286 | 70.7273 | 778 | 0.7197 | 0.0834 | 0.7197 | 0.8484 |
441
+ | 0.2286 | 70.9091 | 780 | 0.7157 | 0.0926 | 0.7157 | 0.8460 |
442
+ | 0.2286 | 71.0909 | 782 | 0.7144 | 0.1840 | 0.7144 | 0.8452 |
443
+ | 0.2286 | 71.2727 | 784 | 0.7109 | 0.0926 | 0.7109 | 0.8431 |
444
+ | 0.2286 | 71.4545 | 786 | 0.7050 | 0.0926 | 0.7050 | 0.8397 |
445
+ | 0.2286 | 71.6364 | 788 | 0.7020 | 0.0926 | 0.7020 | 0.8378 |
446
+ | 0.2286 | 71.8182 | 790 | 0.7084 | 0.0834 | 0.7084 | 0.8417 |
447
+ | 0.2286 | 72.0 | 792 | 0.7208 | 0.0791 | 0.7208 | 0.8490 |
448
+ | 0.2286 | 72.1818 | 794 | 0.7274 | 0.0791 | 0.7274 | 0.8529 |
449
+ | 0.2286 | 72.3636 | 796 | 0.7273 | 0.0791 | 0.7273 | 0.8528 |
450
+ | 0.2286 | 72.5455 | 798 | 0.7338 | 0.0791 | 0.7338 | 0.8566 |
451
+ | 0.2286 | 72.7273 | 800 | 0.7319 | 0.0791 | 0.7319 | 0.8555 |
452
+ | 0.2286 | 72.9091 | 802 | 0.7212 | 0.0834 | 0.7212 | 0.8492 |
453
+ | 0.2286 | 73.0909 | 804 | 0.7125 | 0.1347 | 0.7125 | 0.8441 |
454
+ | 0.2286 | 73.2727 | 806 | 0.7083 | 0.1840 | 0.7083 | 0.8416 |
455
+ | 0.2286 | 73.4545 | 808 | 0.7079 | 0.1906 | 0.7079 | 0.8413 |
456
+ | 0.2286 | 73.6364 | 810 | 0.7017 | 0.1906 | 0.7017 | 0.8376 |
457
+ | 0.2286 | 73.8182 | 812 | 0.6909 | 0.1906 | 0.6909 | 0.8312 |
458
+ | 0.2286 | 74.0 | 814 | 0.6899 | 0.1347 | 0.6899 | 0.8306 |
459
+ | 0.2286 | 74.1818 | 816 | 0.7126 | -0.0186 | 0.7126 | 0.8442 |
460
+ | 0.2286 | 74.3636 | 818 | 0.7417 | 0.0123 | 0.7417 | 0.8612 |
461
+ | 0.2286 | 74.5455 | 820 | 0.7442 | 0.0041 | 0.7442 | 0.8627 |
462
+ | 0.2286 | 74.7273 | 822 | 0.7479 | 0.0041 | 0.7479 | 0.8648 |
463
+ | 0.2286 | 74.9091 | 824 | 0.7476 | -0.0309 | 0.7476 | 0.8646 |
464
+ | 0.2286 | 75.0909 | 826 | 0.7357 | -0.0209 | 0.7357 | 0.8577 |
465
+ | 0.2286 | 75.2727 | 828 | 0.7198 | 0.0791 | 0.7198 | 0.8484 |
466
+ | 0.2286 | 75.4545 | 830 | 0.7112 | 0.1796 | 0.7112 | 0.8433 |
467
+ | 0.2286 | 75.6364 | 832 | 0.7072 | 0.1796 | 0.7072 | 0.8410 |
468
+ | 0.2286 | 75.8182 | 834 | 0.7049 | 0.1395 | 0.7049 | 0.8396 |
469
+ | 0.2286 | 76.0 | 836 | 0.7071 | 0.1347 | 0.7071 | 0.8409 |
470
+ | 0.2286 | 76.1818 | 838 | 0.7170 | 0.0791 | 0.7170 | 0.8468 |
471
+ | 0.2286 | 76.3636 | 840 | 0.7348 | -0.0186 | 0.7348 | 0.8572 |
472
+ | 0.2286 | 76.5455 | 842 | 0.7537 | -0.0262 | 0.7537 | 0.8682 |
473
+ | 0.2286 | 76.7273 | 844 | 0.7692 | -0.0303 | 0.7692 | 0.8771 |
474
+ | 0.2286 | 76.9091 | 846 | 0.7702 | -0.0303 | 0.7702 | 0.8776 |
475
+ | 0.2286 | 77.0909 | 848 | 0.7494 | -0.0262 | 0.7494 | 0.8657 |
476
+ | 0.2286 | 77.2727 | 850 | 0.7323 | -0.0186 | 0.7323 | 0.8557 |
477
+ | 0.2286 | 77.4545 | 852 | 0.7211 | 0.0791 | 0.7211 | 0.8492 |
478
+ | 0.2286 | 77.6364 | 854 | 0.7161 | 0.0834 | 0.7161 | 0.8463 |
479
+ | 0.2286 | 77.8182 | 856 | 0.7144 | 0.0834 | 0.7144 | 0.8452 |
480
+ | 0.2286 | 78.0 | 858 | 0.7158 | 0.0834 | 0.7158 | 0.8460 |
481
+ | 0.2286 | 78.1818 | 860 | 0.7217 | 0.0791 | 0.7217 | 0.8495 |
482
+ | 0.2286 | 78.3636 | 862 | 0.7327 | 0.0709 | 0.7327 | 0.8560 |
483
+ | 0.2286 | 78.5455 | 864 | 0.7550 | -0.0291 | 0.7550 | 0.8689 |
484
+ | 0.2286 | 78.7273 | 866 | 0.7773 | -0.0706 | 0.7773 | 0.8817 |
485
+ | 0.2286 | 78.9091 | 868 | 0.7965 | -0.0778 | 0.7965 | 0.8925 |
486
+ | 0.2286 | 79.0909 | 870 | 0.8127 | -0.0823 | 0.8127 | 0.9015 |
487
+ | 0.2286 | 79.2727 | 872 | 0.7900 | -0.0778 | 0.7900 | 0.8888 |
488
+ | 0.2286 | 79.4545 | 874 | 0.7599 | -0.0291 | 0.7599 | 0.8717 |
489
+ | 0.2286 | 79.6364 | 876 | 0.7345 | -0.0209 | 0.7345 | 0.8570 |
490
+ | 0.2286 | 79.8182 | 878 | 0.7253 | 0.0289 | 0.7253 | 0.8516 |
491
+ | 0.2286 | 80.0 | 880 | 0.7183 | 0.0791 | 0.7183 | 0.8475 |
492
+ | 0.2286 | 80.1818 | 882 | 0.7104 | 0.1347 | 0.7104 | 0.8429 |
493
+ | 0.2286 | 80.3636 | 884 | 0.7077 | 0.0926 | 0.7077 | 0.8412 |
494
+ | 0.2286 | 80.5455 | 886 | 0.7087 | 0.0926 | 0.7087 | 0.8418 |
495
+ | 0.2286 | 80.7273 | 888 | 0.7115 | 0.1347 | 0.7115 | 0.8435 |
496
+ | 0.2286 | 80.9091 | 890 | 0.7205 | 0.0791 | 0.7205 | 0.8488 |
497
+ | 0.2286 | 81.0909 | 892 | 0.7307 | 0.0749 | 0.7307 | 0.8548 |
498
+ | 0.2286 | 81.2727 | 894 | 0.7324 | 0.0749 | 0.7324 | 0.8558 |
499
+ | 0.2286 | 81.4545 | 896 | 0.7303 | 0.0791 | 0.7303 | 0.8546 |
500
+ | 0.2286 | 81.6364 | 898 | 0.7341 | 0.0749 | 0.7341 | 0.8568 |
501
+ | 0.2286 | 81.8182 | 900 | 0.7395 | 0.0749 | 0.7395 | 0.8599 |
502
+ | 0.2286 | 82.0 | 902 | 0.7496 | 0.0749 | 0.7496 | 0.8658 |
503
+ | 0.2286 | 82.1818 | 904 | 0.7545 | 0.0246 | 0.7545 | 0.8686 |
504
+ | 0.2286 | 82.3636 | 906 | 0.7606 | 0.0597 | 0.7606 | 0.8721 |
505
+ | 0.2286 | 82.5455 | 908 | 0.7644 | -0.0271 | 0.7644 | 0.8743 |
506
+ | 0.2286 | 82.7273 | 910 | 0.7661 | -0.0271 | 0.7661 | 0.8753 |
507
+ | 0.2286 | 82.9091 | 912 | 0.7599 | 0.0196 | 0.7599 | 0.8717 |
508
+ | 0.2286 | 83.0909 | 914 | 0.7506 | 0.1141 | 0.7506 | 0.8664 |
509
+ | 0.2286 | 83.2727 | 916 | 0.7463 | 0.0749 | 0.7463 | 0.8639 |
510
+ | 0.2286 | 83.4545 | 918 | 0.7407 | 0.0749 | 0.7407 | 0.8606 |
511
+ | 0.2286 | 83.6364 | 920 | 0.7309 | 0.0749 | 0.7309 | 0.8549 |
512
+ | 0.2286 | 83.8182 | 922 | 0.7224 | 0.0834 | 0.7224 | 0.8499 |
513
+ | 0.2286 | 84.0 | 924 | 0.7158 | 0.1347 | 0.7158 | 0.8460 |
514
+ | 0.2286 | 84.1818 | 926 | 0.7117 | 0.1347 | 0.7117 | 0.8436 |
515
+ | 0.2286 | 84.3636 | 928 | 0.7080 | 0.0926 | 0.7080 | 0.8414 |
516
+ | 0.2286 | 84.5455 | 930 | 0.7061 | 0.0926 | 0.7061 | 0.8403 |
517
+ | 0.2286 | 84.7273 | 932 | 0.7066 | 0.1347 | 0.7066 | 0.8406 |
518
+ | 0.2286 | 84.9091 | 934 | 0.7108 | 0.1347 | 0.7108 | 0.8431 |
519
+ | 0.2286 | 85.0909 | 936 | 0.7165 | 0.0834 | 0.7165 | 0.8465 |
520
+ | 0.2286 | 85.2727 | 938 | 0.7265 | 0.0289 | 0.7265 | 0.8523 |
521
+ | 0.2286 | 85.4545 | 940 | 0.7291 | 0.0289 | 0.7291 | 0.8539 |
522
+ | 0.2286 | 85.6364 | 942 | 0.7296 | 0.0289 | 0.7296 | 0.8542 |
523
+ | 0.2286 | 85.8182 | 944 | 0.7290 | 0.0749 | 0.7290 | 0.8538 |
524
+ | 0.2286 | 86.0 | 946 | 0.7252 | 0.0749 | 0.7252 | 0.8516 |
525
+ | 0.2286 | 86.1818 | 948 | 0.7245 | 0.0791 | 0.7245 | 0.8512 |
526
+ | 0.2286 | 86.3636 | 950 | 0.7258 | 0.0749 | 0.7258 | 0.8519 |
527
+ | 0.2286 | 86.5455 | 952 | 0.7280 | 0.0749 | 0.7280 | 0.8532 |
528
+ | 0.2286 | 86.7273 | 954 | 0.7270 | 0.0749 | 0.7270 | 0.8527 |
529
+ | 0.2286 | 86.9091 | 956 | 0.7282 | 0.0749 | 0.7282 | 0.8533 |
530
+ | 0.2286 | 87.0909 | 958 | 0.7320 | 0.0749 | 0.7320 | 0.8556 |
531
+ | 0.2286 | 87.2727 | 960 | 0.7388 | 0.0246 | 0.7388 | 0.8595 |
532
+ | 0.2286 | 87.4545 | 962 | 0.7435 | -0.0656 | 0.7435 | 0.8623 |
533
+ | 0.2286 | 87.6364 | 964 | 0.7410 | -0.0656 | 0.7410 | 0.8608 |
534
+ | 0.2286 | 87.8182 | 966 | 0.7312 | -0.0186 | 0.7312 | 0.8551 |
535
+ | 0.2286 | 88.0 | 968 | 0.7234 | 0.0289 | 0.7234 | 0.8505 |
536
+ | 0.2286 | 88.1818 | 970 | 0.7193 | 0.0289 | 0.7193 | 0.8481 |
537
+ | 0.2286 | 88.3636 | 972 | 0.7191 | 0.0289 | 0.7191 | 0.8480 |
538
+ | 0.2286 | 88.5455 | 974 | 0.7227 | 0.0289 | 0.7227 | 0.8501 |
539
+ | 0.2286 | 88.7273 | 976 | 0.7261 | -0.0218 | 0.7261 | 0.8521 |
540
+ | 0.2286 | 88.9091 | 978 | 0.7320 | -0.0218 | 0.7320 | 0.8556 |
541
+ | 0.2286 | 89.0909 | 980 | 0.7335 | -0.0218 | 0.7335 | 0.8564 |
542
+ | 0.2286 | 89.2727 | 982 | 0.7332 | -0.0218 | 0.7332 | 0.8562 |
543
+ | 0.2286 | 89.4545 | 984 | 0.7318 | -0.0218 | 0.7318 | 0.8554 |
544
+ | 0.2286 | 89.6364 | 986 | 0.7253 | 0.0289 | 0.7253 | 0.8517 |
545
+ | 0.2286 | 89.8182 | 988 | 0.7178 | 0.0289 | 0.7178 | 0.8472 |
546
+ | 0.2286 | 90.0 | 990 | 0.7128 | 0.0289 | 0.7128 | 0.8443 |
547
+ | 0.2286 | 90.1818 | 992 | 0.7108 | 0.0323 | 0.7108 | 0.8431 |
548
+ | 0.2286 | 90.3636 | 994 | 0.7093 | 0.0828 | 0.7093 | 0.8422 |
549
+ | 0.2286 | 90.5455 | 996 | 0.7091 | 0.0874 | 0.7091 | 0.8421 |
550
+ | 0.2286 | 90.7273 | 998 | 0.7102 | 0.1347 | 0.7102 | 0.8427 |
551
+ | 0.0431 | 90.9091 | 1000 | 0.7110 | 0.1347 | 0.7110 | 0.8432 |
552
+ | 0.0431 | 91.0909 | 1002 | 0.7107 | 0.1347 | 0.7107 | 0.8430 |
553
+ | 0.0431 | 91.2727 | 1004 | 0.7088 | 0.1347 | 0.7088 | 0.8419 |
554
+ | 0.0431 | 91.4545 | 1006 | 0.7080 | 0.1347 | 0.7080 | 0.8414 |
555
+ | 0.0431 | 91.6364 | 1008 | 0.7074 | 0.1347 | 0.7074 | 0.8411 |
556
+ | 0.0431 | 91.8182 | 1010 | 0.7080 | 0.1347 | 0.7080 | 0.8414 |
557
 
558
 
559
  ### Framework versions