MayBashendy commited on
Commit
fc978d1
·
verified ·
1 Parent(s): 509a6f2

End of training

Browse files
Files changed (1) hide show
  1. README.md +309 -515
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_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k12_task5_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_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k12_task5_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: 0.5804
19
- - Qwk: 0.6681
20
- - Mse: 0.5804
21
- - Rmse: 0.7619
22
 
23
  ## Model description
24
 
@@ -47,515 +47,309 @@ The following hyperparameters were used during training:
47
 
48
  ### Training results
49
 
50
- | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
- |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
- | No log | 0.0323 | 2 | 3.9671 | -0.0232 | 3.9671 | 1.9918 |
53
- | No log | 0.0645 | 4 | 2.4621 | -0.0161 | 2.4621 | 1.5691 |
54
- | No log | 0.0968 | 6 | 1.9684 | -0.0371 | 1.9684 | 1.4030 |
55
- | No log | 0.1290 | 8 | 1.2255 | 0.2100 | 1.2255 | 1.1070 |
56
- | No log | 0.1613 | 10 | 1.5351 | -0.0673 | 1.5351 | 1.2390 |
57
- | No log | 0.1935 | 12 | 1.3078 | -0.0751 | 1.3078 | 1.1436 |
58
- | No log | 0.2258 | 14 | 1.3809 | -0.0647 | 1.3809 | 1.1751 |
59
- | No log | 0.2581 | 16 | 1.7064 | -0.0921 | 1.7064 | 1.3063 |
60
- | No log | 0.2903 | 18 | 1.5273 | -0.0836 | 1.5273 | 1.2358 |
61
- | No log | 0.3226 | 20 | 1.4202 | -0.0661 | 1.4202 | 1.1917 |
62
- | No log | 0.3548 | 22 | 1.2120 | 0.1389 | 1.2120 | 1.1009 |
63
- | No log | 0.3871 | 24 | 1.1839 | 0.1389 | 1.1839 | 1.0881 |
64
- | No log | 0.4194 | 26 | 1.1791 | 0.1537 | 1.1791 | 1.0859 |
65
- | No log | 0.4516 | 28 | 1.2002 | 0.1927 | 1.2002 | 1.0955 |
66
- | No log | 0.4839 | 30 | 1.1621 | 0.2282 | 1.1621 | 1.0780 |
67
- | No log | 0.5161 | 32 | 1.1810 | 0.2282 | 1.1810 | 1.0867 |
68
- | No log | 0.5484 | 34 | 1.0703 | 0.3122 | 1.0703 | 1.0346 |
69
- | No log | 0.5806 | 36 | 1.0283 | 0.2788 | 1.0283 | 1.0141 |
70
- | No log | 0.6129 | 38 | 1.0048 | 0.3446 | 1.0048 | 1.0024 |
71
- | No log | 0.6452 | 40 | 1.0117 | 0.3204 | 1.0117 | 1.0058 |
72
- | No log | 0.6774 | 42 | 1.0119 | 0.3924 | 1.0119 | 1.0059 |
73
- | No log | 0.7097 | 44 | 1.0506 | 0.3988 | 1.0506 | 1.0250 |
74
- | No log | 0.7419 | 46 | 1.3694 | 0.3157 | 1.3694 | 1.1702 |
75
- | No log | 0.7742 | 48 | 1.4640 | 0.2759 | 1.4640 | 1.2100 |
76
- | No log | 0.8065 | 50 | 1.0652 | 0.3934 | 1.0652 | 1.0321 |
77
- | No log | 0.8387 | 52 | 0.8716 | 0.5090 | 0.8716 | 0.9336 |
78
- | No log | 0.8710 | 54 | 0.8808 | 0.4459 | 0.8808 | 0.9385 |
79
- | No log | 0.9032 | 56 | 1.0768 | 0.3284 | 1.0768 | 1.0377 |
80
- | No log | 0.9355 | 58 | 1.4179 | 0.2200 | 1.4179 | 1.1908 |
81
- | No log | 0.9677 | 60 | 1.3449 | 0.2576 | 1.3449 | 1.1597 |
82
- | No log | 1.0 | 62 | 0.9960 | 0.3870 | 0.9960 | 0.9980 |
83
- | No log | 1.0323 | 64 | 0.8953 | 0.4382 | 0.8953 | 0.9462 |
84
- | No log | 1.0645 | 66 | 0.9115 | 0.3879 | 0.9115 | 0.9547 |
85
- | No log | 1.0968 | 68 | 0.8666 | 0.5133 | 0.8666 | 0.9309 |
86
- | No log | 1.1290 | 70 | 1.0487 | 0.4033 | 1.0487 | 1.0241 |
87
- | No log | 1.1613 | 72 | 1.1514 | 0.4288 | 1.1514 | 1.0730 |
88
- | No log | 1.1935 | 74 | 0.9921 | 0.4033 | 0.9921 | 0.9961 |
89
- | No log | 1.2258 | 76 | 0.8632 | 0.4973 | 0.8632 | 0.9291 |
90
- | No log | 1.2581 | 78 | 0.8750 | 0.5070 | 0.8750 | 0.9354 |
91
- | No log | 1.2903 | 80 | 0.8744 | 0.5152 | 0.8744 | 0.9351 |
92
- | No log | 1.3226 | 82 | 0.9596 | 0.4497 | 0.9596 | 0.9796 |
93
- | No log | 1.3548 | 84 | 1.0987 | 0.3584 | 1.0987 | 1.0482 |
94
- | No log | 1.3871 | 86 | 0.9245 | 0.3694 | 0.9245 | 0.9615 |
95
- | No log | 1.4194 | 88 | 0.8110 | 0.5312 | 0.8110 | 0.9006 |
96
- | No log | 1.4516 | 90 | 0.8163 | 0.4888 | 0.8163 | 0.9035 |
97
- | No log | 1.4839 | 92 | 0.9284 | 0.4149 | 0.9284 | 0.9635 |
98
- | No log | 1.5161 | 94 | 0.6986 | 0.5971 | 0.6986 | 0.8358 |
99
- | No log | 1.5484 | 96 | 0.6486 | 0.5856 | 0.6486 | 0.8053 |
100
- | No log | 1.5806 | 98 | 0.7687 | 0.4929 | 0.7687 | 0.8768 |
101
- | No log | 1.6129 | 100 | 1.0295 | 0.3922 | 1.0295 | 1.0147 |
102
- | No log | 1.6452 | 102 | 0.9484 | 0.4510 | 0.9484 | 0.9738 |
103
- | No log | 1.6774 | 104 | 0.5783 | 0.6911 | 0.5783 | 0.7605 |
104
- | No log | 1.7097 | 106 | 0.5478 | 0.6649 | 0.5478 | 0.7401 |
105
- | No log | 1.7419 | 108 | 0.5411 | 0.6762 | 0.5411 | 0.7356 |
106
- | No log | 1.7742 | 110 | 0.6159 | 0.6164 | 0.6159 | 0.7848 |
107
- | No log | 1.8065 | 112 | 0.5754 | 0.6584 | 0.5754 | 0.7586 |
108
- | No log | 1.8387 | 114 | 0.5927 | 0.6400 | 0.5927 | 0.7699 |
109
- | No log | 1.8710 | 116 | 0.5753 | 0.6649 | 0.5753 | 0.7585 |
110
- | No log | 1.9032 | 118 | 0.5767 | 0.6589 | 0.5767 | 0.7594 |
111
- | No log | 1.9355 | 120 | 0.5728 | 0.6697 | 0.5728 | 0.7569 |
112
- | No log | 1.9677 | 122 | 0.5615 | 0.6888 | 0.5615 | 0.7493 |
113
- | No log | 2.0 | 124 | 0.5614 | 0.6888 | 0.5614 | 0.7492 |
114
- | No log | 2.0323 | 126 | 0.5607 | 0.6814 | 0.5607 | 0.7488 |
115
- | No log | 2.0645 | 128 | 0.5642 | 0.6814 | 0.5642 | 0.7511 |
116
- | No log | 2.0968 | 130 | 0.5802 | 0.6286 | 0.5802 | 0.7617 |
117
- | No log | 2.1290 | 132 | 0.5826 | 0.6272 | 0.5826 | 0.7633 |
118
- | No log | 2.1613 | 134 | 0.5959 | 0.5770 | 0.5959 | 0.7719 |
119
- | No log | 2.1935 | 136 | 0.6527 | 0.6163 | 0.6527 | 0.8079 |
120
- | No log | 2.2258 | 138 | 0.5716 | 0.6846 | 0.5716 | 0.7560 |
121
- | No log | 2.2581 | 140 | 0.5636 | 0.6846 | 0.5636 | 0.7507 |
122
- | No log | 2.2903 | 142 | 0.6381 | 0.6330 | 0.6381 | 0.7988 |
123
- | No log | 2.3226 | 144 | 0.7492 | 0.5170 | 0.7492 | 0.8656 |
124
- | No log | 2.3548 | 146 | 0.7831 | 0.5177 | 0.7831 | 0.8849 |
125
- | No log | 2.3871 | 148 | 0.7014 | 0.5379 | 0.7014 | 0.8375 |
126
- | No log | 2.4194 | 150 | 0.7788 | 0.5047 | 0.7788 | 0.8825 |
127
- | No log | 2.4516 | 152 | 0.8843 | 0.4982 | 0.8843 | 0.9404 |
128
- | No log | 2.4839 | 154 | 0.8066 | 0.5585 | 0.8066 | 0.8981 |
129
- | No log | 2.5161 | 156 | 0.6538 | 0.6223 | 0.6538 | 0.8086 |
130
- | No log | 2.5484 | 158 | 0.6056 | 0.6610 | 0.6056 | 0.7782 |
131
- | No log | 2.5806 | 160 | 0.6297 | 0.6555 | 0.6297 | 0.7936 |
132
- | No log | 2.6129 | 162 | 0.6541 | 0.6154 | 0.6541 | 0.8087 |
133
- | No log | 2.6452 | 164 | 0.6402 | 0.6555 | 0.6402 | 0.8001 |
134
- | No log | 2.6774 | 166 | 0.6872 | 0.5823 | 0.6872 | 0.8290 |
135
- | No log | 2.7097 | 168 | 0.7784 | 0.6026 | 0.7784 | 0.8823 |
136
- | No log | 2.7419 | 170 | 0.6734 | 0.6286 | 0.6734 | 0.8206 |
137
- | No log | 2.7742 | 172 | 0.6125 | 0.6356 | 0.6125 | 0.7826 |
138
- | No log | 2.8065 | 174 | 0.6233 | 0.5459 | 0.6233 | 0.7895 |
139
- | No log | 2.8387 | 176 | 0.7873 | 0.5381 | 0.7873 | 0.8873 |
140
- | No log | 2.8710 | 178 | 0.9092 | 0.4844 | 0.9092 | 0.9535 |
141
- | No log | 2.9032 | 180 | 0.9095 | 0.4522 | 0.9095 | 0.9537 |
142
- | No log | 2.9355 | 182 | 0.7170 | 0.5770 | 0.7170 | 0.8468 |
143
- | No log | 2.9677 | 184 | 0.6740 | 0.5690 | 0.6740 | 0.8210 |
144
- | No log | 3.0 | 186 | 0.6819 | 0.5809 | 0.6819 | 0.8258 |
145
- | No log | 3.0323 | 188 | 0.7434 | 0.5625 | 0.7434 | 0.8622 |
146
- | No log | 3.0645 | 190 | 0.7884 | 0.5350 | 0.7884 | 0.8879 |
147
- | No log | 3.0968 | 192 | 0.7465 | 0.5115 | 0.7465 | 0.8640 |
148
- | No log | 3.1290 | 194 | 0.7564 | 0.5233 | 0.7564 | 0.8697 |
149
- | No log | 3.1613 | 196 | 0.7448 | 0.5471 | 0.7448 | 0.8630 |
150
- | No log | 3.1935 | 198 | 0.6657 | 0.5530 | 0.6657 | 0.8159 |
151
- | No log | 3.2258 | 200 | 0.6521 | 0.5917 | 0.6521 | 0.8075 |
152
- | No log | 3.2581 | 202 | 0.7820 | 0.5595 | 0.7820 | 0.8843 |
153
- | No log | 3.2903 | 204 | 0.9457 | 0.4214 | 0.9457 | 0.9725 |
154
- | No log | 3.3226 | 206 | 0.8245 | 0.5186 | 0.8245 | 0.9080 |
155
- | No log | 3.3548 | 208 | 0.6289 | 0.6120 | 0.6289 | 0.7930 |
156
- | No log | 3.3871 | 210 | 0.5629 | 0.6154 | 0.5629 | 0.7503 |
157
- | No log | 3.4194 | 212 | 0.5898 | 0.5783 | 0.5898 | 0.7680 |
158
- | No log | 3.4516 | 214 | 0.6230 | 0.5917 | 0.6230 | 0.7893 |
159
- | No log | 3.4839 | 216 | 0.7101 | 0.6476 | 0.7101 | 0.8427 |
160
- | No log | 3.5161 | 218 | 0.7444 | 0.6279 | 0.7444 | 0.8628 |
161
- | No log | 3.5484 | 220 | 0.6881 | 0.5588 | 0.6881 | 0.8295 |
162
- | No log | 3.5806 | 222 | 0.6450 | 0.5549 | 0.6450 | 0.8031 |
163
- | No log | 3.6129 | 224 | 0.6465 | 0.5917 | 0.6465 | 0.8041 |
164
- | No log | 3.6452 | 226 | 0.7068 | 0.5804 | 0.7068 | 0.8407 |
165
- | No log | 3.6774 | 228 | 0.7309 | 0.5878 | 0.7309 | 0.8549 |
166
- | No log | 3.7097 | 230 | 0.6476 | 0.6150 | 0.6476 | 0.8047 |
167
- | No log | 3.7419 | 232 | 0.6229 | 0.6259 | 0.6229 | 0.7892 |
168
- | No log | 3.7742 | 234 | 0.6882 | 0.5816 | 0.6882 | 0.8296 |
169
- | No log | 3.8065 | 236 | 0.7227 | 0.5951 | 0.7227 | 0.8501 |
170
- | No log | 3.8387 | 238 | 0.7116 | 0.5370 | 0.7116 | 0.8436 |
171
- | No log | 3.8710 | 240 | 0.7326 | 0.5720 | 0.7326 | 0.8559 |
172
- | No log | 3.9032 | 242 | 0.7196 | 0.5134 | 0.7196 | 0.8483 |
173
- | No log | 3.9355 | 244 | 0.6825 | 0.5471 | 0.6825 | 0.8261 |
174
- | No log | 3.9677 | 246 | 0.6649 | 0.5793 | 0.6649 | 0.8154 |
175
- | No log | 4.0 | 248 | 0.7490 | 0.5902 | 0.7490 | 0.8655 |
176
- | No log | 4.0323 | 250 | 0.8267 | 0.5780 | 0.8267 | 0.9092 |
177
- | No log | 4.0645 | 252 | 0.9252 | 0.48 | 0.9252 | 0.9619 |
178
- | No log | 4.0968 | 254 | 0.8063 | 0.5780 | 0.8063 | 0.8980 |
179
- | No log | 4.1290 | 256 | 0.7921 | 0.5177 | 0.7921 | 0.8900 |
180
- | No log | 4.1613 | 258 | 0.6315 | 0.6506 | 0.6315 | 0.7947 |
181
- | No log | 4.1935 | 260 | 0.5661 | 0.6256 | 0.5661 | 0.7524 |
182
- | No log | 4.2258 | 262 | 0.6710 | 0.6420 | 0.6710 | 0.8192 |
183
- | No log | 4.2581 | 264 | 1.0654 | 0.4016 | 1.0654 | 1.0322 |
184
- | No log | 4.2903 | 266 | 1.0659 | 0.4016 | 1.0659 | 1.0324 |
185
- | No log | 4.3226 | 268 | 0.6954 | 0.6380 | 0.6954 | 0.8339 |
186
- | No log | 4.3548 | 270 | 0.5397 | 0.6804 | 0.5397 | 0.7347 |
187
- | No log | 4.3871 | 272 | 0.5434 | 0.6424 | 0.5434 | 0.7371 |
188
- | No log | 4.4194 | 274 | 0.5488 | 0.6705 | 0.5488 | 0.7408 |
189
- | No log | 4.4516 | 276 | 0.6245 | 0.6362 | 0.6245 | 0.7903 |
190
- | No log | 4.4839 | 278 | 0.5562 | 0.6535 | 0.5562 | 0.7458 |
191
- | No log | 4.5161 | 280 | 0.5502 | 0.6054 | 0.5502 | 0.7418 |
192
- | No log | 4.5484 | 282 | 0.5564 | 0.5847 | 0.5564 | 0.7459 |
193
- | No log | 4.5806 | 284 | 0.5482 | 0.6217 | 0.5482 | 0.7404 |
194
- | No log | 4.6129 | 286 | 0.6246 | 0.5805 | 0.6246 | 0.7903 |
195
- | No log | 4.6452 | 288 | 0.6048 | 0.5566 | 0.6048 | 0.7777 |
196
- | No log | 4.6774 | 290 | 0.5323 | 0.6259 | 0.5323 | 0.7296 |
197
- | No log | 4.7097 | 292 | 0.5764 | 0.6500 | 0.5764 | 0.7592 |
198
- | No log | 4.7419 | 294 | 0.5577 | 0.6814 | 0.5577 | 0.7468 |
199
- | No log | 4.7742 | 296 | 0.5690 | 0.6479 | 0.5690 | 0.7543 |
200
- | No log | 4.8065 | 298 | 0.8153 | 0.5480 | 0.8153 | 0.9029 |
201
- | No log | 4.8387 | 300 | 0.8912 | 0.5203 | 0.8912 | 0.9440 |
202
- | No log | 4.8710 | 302 | 0.6916 | 0.5920 | 0.6916 | 0.8316 |
203
- | No log | 4.9032 | 304 | 0.5699 | 0.6217 | 0.5699 | 0.7549 |
204
- | No log | 4.9355 | 306 | 0.5419 | 0.6466 | 0.5419 | 0.7361 |
205
- | No log | 4.9677 | 308 | 0.5472 | 0.6353 | 0.5472 | 0.7397 |
206
- | No log | 5.0 | 310 | 0.5509 | 0.6353 | 0.5509 | 0.7423 |
207
- | No log | 5.0323 | 312 | 0.5606 | 0.6013 | 0.5606 | 0.7487 |
208
- | No log | 5.0645 | 314 | 0.5696 | 0.5618 | 0.5696 | 0.7547 |
209
- | No log | 5.0968 | 316 | 0.5778 | 0.5735 | 0.5778 | 0.7601 |
210
- | No log | 5.1290 | 318 | 0.5796 | 0.6144 | 0.5796 | 0.7613 |
211
- | No log | 5.1613 | 320 | 0.5885 | 0.6500 | 0.5885 | 0.7672 |
212
- | No log | 5.1935 | 322 | 0.6119 | 0.6664 | 0.6119 | 0.7823 |
213
- | No log | 5.2258 | 324 | 0.6002 | 0.7077 | 0.6002 | 0.7747 |
214
- | No log | 5.2581 | 326 | 0.6052 | 0.6966 | 0.6052 | 0.7779 |
215
- | No log | 5.2903 | 328 | 0.6018 | 0.6578 | 0.6018 | 0.7758 |
216
- | No log | 5.3226 | 330 | 0.6012 | 0.6383 | 0.6012 | 0.7754 |
217
- | No log | 5.3548 | 332 | 0.5893 | 0.6316 | 0.5893 | 0.7676 |
218
- | No log | 5.3871 | 334 | 0.6037 | 0.6184 | 0.6037 | 0.7770 |
219
- | No log | 5.4194 | 336 | 0.6032 | 0.6080 | 0.6032 | 0.7766 |
220
- | No log | 5.4516 | 338 | 0.5774 | 0.6174 | 0.5774 | 0.7599 |
221
- | No log | 5.4839 | 340 | 0.5532 | 0.6407 | 0.5532 | 0.7438 |
222
- | No log | 5.5161 | 342 | 0.5901 | 0.6035 | 0.5901 | 0.7682 |
223
- | No log | 5.5484 | 344 | 0.6782 | 0.6014 | 0.6782 | 0.8235 |
224
- | No log | 5.5806 | 346 | 0.6247 | 0.5782 | 0.6247 | 0.7904 |
225
- | No log | 5.6129 | 348 | 0.5903 | 0.6217 | 0.5903 | 0.7683 |
226
- | No log | 5.6452 | 350 | 0.6157 | 0.6589 | 0.6158 | 0.7847 |
227
- | No log | 5.6774 | 352 | 0.7190 | 0.5607 | 0.7190 | 0.8480 |
228
- | No log | 5.7097 | 354 | 0.8428 | 0.5351 | 0.8428 | 0.9181 |
229
- | No log | 5.7419 | 356 | 0.8190 | 0.5694 | 0.8190 | 0.9050 |
230
- | No log | 5.7742 | 358 | 0.6420 | 0.6628 | 0.6420 | 0.8013 |
231
- | No log | 5.8065 | 360 | 0.6210 | 0.6904 | 0.6210 | 0.7880 |
232
- | No log | 5.8387 | 362 | 0.5897 | 0.6417 | 0.5897 | 0.7679 |
233
- | No log | 5.8710 | 364 | 0.5836 | 0.5859 | 0.5836 | 0.7640 |
234
- | No log | 5.9032 | 366 | 0.5871 | 0.5562 | 0.5871 | 0.7662 |
235
- | No log | 5.9355 | 368 | 0.7054 | 0.6150 | 0.7054 | 0.8399 |
236
- | No log | 5.9677 | 370 | 0.8159 | 0.5801 | 0.8159 | 0.9033 |
237
- | No log | 6.0 | 372 | 0.7882 | 0.5387 | 0.7882 | 0.8878 |
238
- | No log | 6.0323 | 374 | 0.6639 | 0.6627 | 0.6639 | 0.8148 |
239
- | No log | 6.0645 | 376 | 0.5396 | 0.6464 | 0.5396 | 0.7346 |
240
- | No log | 6.0968 | 378 | 0.5932 | 0.6867 | 0.5932 | 0.7702 |
241
- | No log | 6.1290 | 380 | 0.5598 | 0.6906 | 0.5598 | 0.7482 |
242
- | No log | 6.1613 | 382 | 0.5384 | 0.6683 | 0.5384 | 0.7338 |
243
- | No log | 6.1935 | 384 | 0.5476 | 0.6410 | 0.5476 | 0.7400 |
244
- | No log | 6.2258 | 386 | 0.5484 | 0.6133 | 0.5484 | 0.7405 |
245
- | No log | 6.2581 | 388 | 0.5714 | 0.5966 | 0.5714 | 0.7559 |
246
- | No log | 6.2903 | 390 | 0.5923 | 0.5882 | 0.5923 | 0.7696 |
247
- | No log | 6.3226 | 392 | 0.6145 | 0.6108 | 0.6145 | 0.7839 |
248
- | No log | 6.3548 | 394 | 0.6156 | 0.5845 | 0.6156 | 0.7846 |
249
- | No log | 6.3871 | 396 | 0.6650 | 0.6073 | 0.6650 | 0.8155 |
250
- | No log | 6.4194 | 398 | 0.6958 | 0.6228 | 0.6958 | 0.8341 |
251
- | No log | 6.4516 | 400 | 0.6280 | 0.6314 | 0.6280 | 0.7925 |
252
- | No log | 6.4839 | 402 | 0.6015 | 0.6638 | 0.6015 | 0.7755 |
253
- | No log | 6.5161 | 404 | 0.5859 | 0.6316 | 0.5859 | 0.7654 |
254
- | No log | 6.5484 | 406 | 0.6211 | 0.6275 | 0.6211 | 0.7881 |
255
- | No log | 6.5806 | 408 | 0.6806 | 0.6331 | 0.6806 | 0.8250 |
256
- | No log | 6.6129 | 410 | 0.6330 | 0.6035 | 0.6330 | 0.7956 |
257
- | No log | 6.6452 | 412 | 0.5660 | 0.6537 | 0.5660 | 0.7523 |
258
- | No log | 6.6774 | 414 | 0.5746 | 0.6470 | 0.5746 | 0.7580 |
259
- | No log | 6.7097 | 416 | 0.6201 | 0.5884 | 0.6201 | 0.7875 |
260
- | No log | 6.7419 | 418 | 0.6140 | 0.5884 | 0.6140 | 0.7836 |
261
- | No log | 6.7742 | 420 | 0.5600 | 0.6658 | 0.5600 | 0.7483 |
262
- | No log | 6.8065 | 422 | 0.5779 | 0.6157 | 0.5779 | 0.7602 |
263
- | No log | 6.8387 | 424 | 0.5748 | 0.6314 | 0.5748 | 0.7582 |
264
- | No log | 6.8710 | 426 | 0.5511 | 0.6598 | 0.5511 | 0.7423 |
265
- | No log | 6.9032 | 428 | 0.6628 | 0.6818 | 0.6628 | 0.8141 |
266
- | No log | 6.9355 | 430 | 0.7212 | 0.6405 | 0.7212 | 0.8492 |
267
- | No log | 6.9677 | 432 | 0.6428 | 0.6285 | 0.6428 | 0.8017 |
268
- | No log | 7.0 | 434 | 0.5807 | 0.6049 | 0.5807 | 0.7620 |
269
- | No log | 7.0323 | 436 | 0.5808 | 0.6354 | 0.5808 | 0.7621 |
270
- | No log | 7.0645 | 438 | 0.6045 | 0.5879 | 0.6045 | 0.7775 |
271
- | No log | 7.0968 | 440 | 0.5996 | 0.5865 | 0.5996 | 0.7743 |
272
- | No log | 7.1290 | 442 | 0.5808 | 0.6697 | 0.5808 | 0.7621 |
273
- | No log | 7.1613 | 444 | 0.5803 | 0.6748 | 0.5803 | 0.7618 |
274
- | No log | 7.1935 | 446 | 0.5928 | 0.6697 | 0.5928 | 0.7700 |
275
- | No log | 7.2258 | 448 | 0.5947 | 0.6846 | 0.5947 | 0.7712 |
276
- | No log | 7.2581 | 450 | 0.5801 | 0.7064 | 0.5801 | 0.7616 |
277
- | No log | 7.2903 | 452 | 0.5717 | 0.6853 | 0.5717 | 0.7561 |
278
- | No log | 7.3226 | 454 | 0.5761 | 0.6740 | 0.5761 | 0.7590 |
279
- | No log | 7.3548 | 456 | 0.5599 | 0.6959 | 0.5599 | 0.7483 |
280
- | No log | 7.3871 | 458 | 0.5548 | 0.6959 | 0.5548 | 0.7448 |
281
- | No log | 7.4194 | 460 | 0.5533 | 0.7168 | 0.5533 | 0.7439 |
282
- | No log | 7.4516 | 462 | 0.5580 | 0.6903 | 0.5580 | 0.7470 |
283
- | No log | 7.4839 | 464 | 0.5635 | 0.6526 | 0.5635 | 0.7507 |
284
- | No log | 7.5161 | 466 | 0.5593 | 0.6903 | 0.5593 | 0.7479 |
285
- | No log | 7.5484 | 468 | 0.5540 | 0.7224 | 0.5540 | 0.7443 |
286
- | No log | 7.5806 | 470 | 0.5479 | 0.7225 | 0.5479 | 0.7402 |
287
- | No log | 7.6129 | 472 | 0.5594 | 0.7120 | 0.5594 | 0.7480 |
288
- | No log | 7.6452 | 474 | 0.5435 | 0.7070 | 0.5435 | 0.7372 |
289
- | No log | 7.6774 | 476 | 0.5474 | 0.7010 | 0.5474 | 0.7399 |
290
- | No log | 7.7097 | 478 | 0.5521 | 0.6636 | 0.5521 | 0.7430 |
291
- | No log | 7.7419 | 480 | 0.5552 | 0.6227 | 0.5552 | 0.7451 |
292
- | No log | 7.7742 | 482 | 0.5713 | 0.6269 | 0.5713 | 0.7558 |
293
- | No log | 7.8065 | 484 | 0.5714 | 0.5843 | 0.5714 | 0.7559 |
294
- | No log | 7.8387 | 486 | 0.5711 | 0.6641 | 0.5711 | 0.7557 |
295
- | No log | 7.8710 | 488 | 0.5766 | 0.6215 | 0.5766 | 0.7593 |
296
- | No log | 7.9032 | 490 | 0.5829 | 0.6215 | 0.5829 | 0.7635 |
297
- | No log | 7.9355 | 492 | 0.5942 | 0.5865 | 0.5942 | 0.7708 |
298
- | No log | 7.9677 | 494 | 0.5989 | 0.5865 | 0.5989 | 0.7739 |
299
- | No log | 8.0 | 496 | 0.5933 | 0.5865 | 0.5933 | 0.7702 |
300
- | No log | 8.0323 | 498 | 0.6060 | 0.5645 | 0.6060 | 0.7785 |
301
- | 0.2695 | 8.0645 | 500 | 0.6117 | 0.5645 | 0.6117 | 0.7821 |
302
- | 0.2695 | 8.0968 | 502 | 0.6029 | 0.5645 | 0.6029 | 0.7765 |
303
- | 0.2695 | 8.1290 | 504 | 0.5858 | 0.6144 | 0.5858 | 0.7654 |
304
- | 0.2695 | 8.1613 | 506 | 0.5921 | 0.5945 | 0.5921 | 0.7695 |
305
- | 0.2695 | 8.1935 | 508 | 0.6168 | 0.5876 | 0.6168 | 0.7854 |
306
- | 0.2695 | 8.2258 | 510 | 0.6663 | 0.5860 | 0.6663 | 0.8162 |
307
- | 0.2695 | 8.2581 | 512 | 0.7283 | 0.5951 | 0.7283 | 0.8534 |
308
- | 0.2695 | 8.2903 | 514 | 0.7233 | 0.5642 | 0.7233 | 0.8505 |
309
- | 0.2695 | 8.3226 | 516 | 0.6393 | 0.6032 | 0.6393 | 0.7995 |
310
- | 0.2695 | 8.3548 | 518 | 0.6416 | 0.6194 | 0.6416 | 0.8010 |
311
- | 0.2695 | 8.3871 | 520 | 0.7119 | 0.6426 | 0.7119 | 0.8437 |
312
- | 0.2695 | 8.4194 | 522 | 0.7582 | 0.6202 | 0.7582 | 0.8707 |
313
- | 0.2695 | 8.4516 | 524 | 0.7806 | 0.6172 | 0.7806 | 0.8835 |
314
- | 0.2695 | 8.4839 | 526 | 0.6691 | 0.5793 | 0.6691 | 0.8180 |
315
- | 0.2695 | 8.5161 | 528 | 0.6123 | 0.5622 | 0.6123 | 0.7825 |
316
- | 0.2695 | 8.5484 | 530 | 0.6043 | 0.6311 | 0.6043 | 0.7773 |
317
- | 0.2695 | 8.5806 | 532 | 0.5898 | 0.6374 | 0.5898 | 0.7680 |
318
- | 0.2695 | 8.6129 | 534 | 0.6170 | 0.5969 | 0.6170 | 0.7855 |
319
- | 0.2695 | 8.6452 | 536 | 0.7010 | 0.6622 | 0.7010 | 0.8373 |
320
- | 0.2695 | 8.6774 | 538 | 0.6772 | 0.6184 | 0.6772 | 0.8229 |
321
- | 0.2695 | 8.7097 | 540 | 0.5867 | 0.6215 | 0.5867 | 0.7660 |
322
- | 0.2695 | 8.7419 | 542 | 0.6072 | 0.6815 | 0.6072 | 0.7792 |
323
- | 0.2695 | 8.7742 | 544 | 0.6898 | 0.6292 | 0.6898 | 0.8305 |
324
- | 0.2695 | 8.8065 | 546 | 0.6842 | 0.5963 | 0.6842 | 0.8272 |
325
- | 0.2695 | 8.8387 | 548 | 0.6086 | 0.6539 | 0.6086 | 0.7801 |
326
- | 0.2695 | 8.8710 | 550 | 0.5698 | 0.5759 | 0.5698 | 0.7549 |
327
- | 0.2695 | 8.9032 | 552 | 0.5688 | 0.6195 | 0.5688 | 0.7542 |
328
- | 0.2695 | 8.9355 | 554 | 0.5534 | 0.6349 | 0.5534 | 0.7439 |
329
- | 0.2695 | 8.9677 | 556 | 0.5478 | 0.6641 | 0.5478 | 0.7401 |
330
- | 0.2695 | 9.0 | 558 | 0.5796 | 0.6806 | 0.5796 | 0.7613 |
331
- | 0.2695 | 9.0323 | 560 | 0.6211 | 0.6689 | 0.6211 | 0.7881 |
332
- | 0.2695 | 9.0645 | 562 | 0.5917 | 0.6798 | 0.5917 | 0.7692 |
333
- | 0.2695 | 9.0968 | 564 | 0.5509 | 0.7245 | 0.5509 | 0.7422 |
334
- | 0.2695 | 9.1290 | 566 | 0.5419 | 0.7245 | 0.5419 | 0.7362 |
335
- | 0.2695 | 9.1613 | 568 | 0.5378 | 0.7108 | 0.5378 | 0.7333 |
336
- | 0.2695 | 9.1935 | 570 | 0.5428 | 0.6756 | 0.5428 | 0.7368 |
337
- | 0.2695 | 9.2258 | 572 | 0.5752 | 0.6673 | 0.5752 | 0.7584 |
338
- | 0.2695 | 9.2581 | 574 | 0.5701 | 0.6488 | 0.5701 | 0.7550 |
339
- | 0.2695 | 9.2903 | 576 | 0.5459 | 0.6564 | 0.5459 | 0.7389 |
340
- | 0.2695 | 9.3226 | 578 | 0.5881 | 0.6552 | 0.5881 | 0.7669 |
341
- | 0.2695 | 9.3548 | 580 | 0.6759 | 0.6174 | 0.6759 | 0.8221 |
342
- | 0.2695 | 9.3871 | 582 | 0.7020 | 0.6490 | 0.7020 | 0.8379 |
343
- | 0.2695 | 9.4194 | 584 | 0.6868 | 0.6611 | 0.6868 | 0.8288 |
344
- | 0.2695 | 9.4516 | 586 | 0.6665 | 0.6253 | 0.6665 | 0.8164 |
345
- | 0.2695 | 9.4839 | 588 | 0.5918 | 0.6653 | 0.5918 | 0.7693 |
346
- | 0.2695 | 9.5161 | 590 | 0.5799 | 0.6544 | 0.5799 | 0.7615 |
347
- | 0.2695 | 9.5484 | 592 | 0.5854 | 0.6368 | 0.5854 | 0.7651 |
348
- | 0.2695 | 9.5806 | 594 | 0.5921 | 0.6368 | 0.5921 | 0.7695 |
349
- | 0.2695 | 9.6129 | 596 | 0.6229 | 0.6891 | 0.6229 | 0.7893 |
350
- | 0.2695 | 9.6452 | 598 | 0.7020 | 0.5833 | 0.7020 | 0.8379 |
351
- | 0.2695 | 9.6774 | 600 | 0.7194 | 0.5833 | 0.7194 | 0.8482 |
352
- | 0.2695 | 9.7097 | 602 | 0.6204 | 0.6586 | 0.6204 | 0.7877 |
353
- | 0.2695 | 9.7419 | 604 | 0.5743 | 0.5902 | 0.5743 | 0.7578 |
354
- | 0.2695 | 9.7742 | 606 | 0.5889 | 0.5932 | 0.5889 | 0.7674 |
355
- | 0.2695 | 9.8065 | 608 | 0.5851 | 0.5833 | 0.5851 | 0.7649 |
356
- | 0.2695 | 9.8387 | 610 | 0.6329 | 0.5593 | 0.6329 | 0.7956 |
357
- | 0.2695 | 9.8710 | 612 | 0.7188 | 0.5839 | 0.7188 | 0.8478 |
358
- | 0.2695 | 9.9032 | 614 | 0.7922 | 0.5077 | 0.7922 | 0.8900 |
359
- | 0.2695 | 9.9355 | 616 | 0.7113 | 0.6008 | 0.7113 | 0.8434 |
360
- | 0.2695 | 9.9677 | 618 | 0.5716 | 0.6544 | 0.5716 | 0.7561 |
361
- | 0.2695 | 10.0 | 620 | 0.5758 | 0.6371 | 0.5758 | 0.7588 |
362
- | 0.2695 | 10.0323 | 622 | 0.6512 | 0.6632 | 0.6512 | 0.8070 |
363
- | 0.2695 | 10.0645 | 624 | 0.6729 | 0.6459 | 0.6729 | 0.8203 |
364
- | 0.2695 | 10.0968 | 626 | 0.6070 | 0.6177 | 0.6070 | 0.7791 |
365
- | 0.2695 | 10.1290 | 628 | 0.5559 | 0.6985 | 0.5559 | 0.7456 |
366
- | 0.2695 | 10.1613 | 630 | 0.5694 | 0.6497 | 0.5694 | 0.7546 |
367
- | 0.2695 | 10.1935 | 632 | 0.6033 | 0.6581 | 0.6033 | 0.7767 |
368
- | 0.2695 | 10.2258 | 634 | 0.6741 | 0.5632 | 0.6741 | 0.8211 |
369
- | 0.2695 | 10.2581 | 636 | 0.6538 | 0.6204 | 0.6538 | 0.8086 |
370
- | 0.2695 | 10.2903 | 638 | 0.6026 | 0.6065 | 0.6026 | 0.7763 |
371
- | 0.2695 | 10.3226 | 640 | 0.6372 | 0.5459 | 0.6372 | 0.7983 |
372
- | 0.2695 | 10.3548 | 642 | 0.6709 | 0.5079 | 0.6709 | 0.8191 |
373
- | 0.2695 | 10.3871 | 644 | 0.6694 | 0.5003 | 0.6694 | 0.8182 |
374
- | 0.2695 | 10.4194 | 646 | 0.6847 | 0.5057 | 0.6847 | 0.8275 |
375
- | 0.2695 | 10.4516 | 648 | 0.7125 | 0.6394 | 0.7125 | 0.8441 |
376
- | 0.2695 | 10.4839 | 650 | 0.6931 | 0.5348 | 0.6931 | 0.8325 |
377
- | 0.2695 | 10.5161 | 652 | 0.6693 | 0.6163 | 0.6693 | 0.8181 |
378
- | 0.2695 | 10.5484 | 654 | 0.6187 | 0.6394 | 0.6187 | 0.7866 |
379
- | 0.2695 | 10.5806 | 656 | 0.5741 | 0.6337 | 0.5741 | 0.7577 |
380
- | 0.2695 | 10.6129 | 658 | 0.5659 | 0.6337 | 0.5659 | 0.7522 |
381
- | 0.2695 | 10.6452 | 660 | 0.5943 | 0.5946 | 0.5943 | 0.7709 |
382
- | 0.2695 | 10.6774 | 662 | 0.6177 | 0.6055 | 0.6177 | 0.7860 |
383
- | 0.2695 | 10.7097 | 664 | 0.5811 | 0.6906 | 0.5811 | 0.7623 |
384
- | 0.2695 | 10.7419 | 666 | 0.5670 | 0.6175 | 0.5670 | 0.7530 |
385
- | 0.2695 | 10.7742 | 668 | 0.5722 | 0.6217 | 0.5722 | 0.7565 |
386
- | 0.2695 | 10.8065 | 670 | 0.6058 | 0.6337 | 0.6058 | 0.7783 |
387
- | 0.2695 | 10.8387 | 672 | 0.7300 | 0.5372 | 0.7300 | 0.8544 |
388
- | 0.2695 | 10.8710 | 674 | 0.8969 | 0.4278 | 0.8969 | 0.9471 |
389
- | 0.2695 | 10.9032 | 676 | 0.9275 | 0.4503 | 0.9275 | 0.9630 |
390
- | 0.2695 | 10.9355 | 678 | 0.8170 | 0.5069 | 0.8170 | 0.9039 |
391
- | 0.2695 | 10.9677 | 680 | 0.6493 | 0.6217 | 0.6493 | 0.8058 |
392
- | 0.2695 | 11.0 | 682 | 0.6470 | 0.5986 | 0.6470 | 0.8044 |
393
- | 0.2695 | 11.0323 | 684 | 0.6959 | 0.6015 | 0.6959 | 0.8342 |
394
- | 0.2695 | 11.0645 | 686 | 0.6755 | 0.5938 | 0.6755 | 0.8219 |
395
- | 0.2695 | 11.0968 | 688 | 0.6016 | 0.6407 | 0.6016 | 0.7756 |
396
- | 0.2695 | 11.1290 | 690 | 0.6008 | 0.6393 | 0.6008 | 0.7751 |
397
- | 0.2695 | 11.1613 | 692 | 0.6452 | 0.5909 | 0.6452 | 0.8032 |
398
- | 0.2695 | 11.1935 | 694 | 0.6359 | 0.6253 | 0.6359 | 0.7974 |
399
- | 0.2695 | 11.2258 | 696 | 0.5678 | 0.6897 | 0.5678 | 0.7536 |
400
- | 0.2695 | 11.2581 | 698 | 0.5618 | 0.7087 | 0.5618 | 0.7496 |
401
- | 0.2695 | 11.2903 | 700 | 0.5925 | 0.6605 | 0.5925 | 0.7697 |
402
- | 0.2695 | 11.3226 | 702 | 0.6019 | 0.6605 | 0.6019 | 0.7758 |
403
- | 0.2695 | 11.3548 | 704 | 0.5680 | 0.7087 | 0.5680 | 0.7537 |
404
- | 0.2695 | 11.3871 | 706 | 0.5503 | 0.6632 | 0.5503 | 0.7418 |
405
- | 0.2695 | 11.4194 | 708 | 0.5669 | 0.6407 | 0.5669 | 0.7530 |
406
- | 0.2695 | 11.4516 | 710 | 0.5739 | 0.5759 | 0.5739 | 0.7576 |
407
- | 0.2695 | 11.4839 | 712 | 0.5757 | 0.5886 | 0.5757 | 0.7588 |
408
- | 0.2695 | 11.5161 | 714 | 0.5660 | 0.6219 | 0.5660 | 0.7524 |
409
- | 0.2695 | 11.5484 | 716 | 0.5550 | 0.6690 | 0.5550 | 0.7450 |
410
- | 0.2695 | 11.5806 | 718 | 0.5551 | 0.6658 | 0.5551 | 0.7451 |
411
- | 0.2695 | 11.6129 | 720 | 0.5656 | 0.6804 | 0.5656 | 0.7521 |
412
- | 0.2695 | 11.6452 | 722 | 0.5618 | 0.6838 | 0.5618 | 0.7495 |
413
- | 0.2695 | 11.6774 | 724 | 0.5639 | 0.6745 | 0.5639 | 0.7509 |
414
- | 0.2695 | 11.7097 | 726 | 0.5867 | 0.6575 | 0.5867 | 0.7660 |
415
- | 0.2695 | 11.7419 | 728 | 0.6181 | 0.6179 | 0.6181 | 0.7862 |
416
- | 0.2695 | 11.7742 | 730 | 0.6044 | 0.5923 | 0.6044 | 0.7774 |
417
- | 0.2695 | 11.8065 | 732 | 0.5692 | 0.6325 | 0.5692 | 0.7545 |
418
- | 0.2695 | 11.8387 | 734 | 0.5369 | 0.6452 | 0.5369 | 0.7327 |
419
- | 0.2695 | 11.8710 | 736 | 0.5457 | 0.6963 | 0.5457 | 0.7387 |
420
- | 0.2695 | 11.9032 | 738 | 0.5593 | 0.6977 | 0.5593 | 0.7478 |
421
- | 0.2695 | 11.9355 | 740 | 0.5408 | 0.7336 | 0.5408 | 0.7354 |
422
- | 0.2695 | 11.9677 | 742 | 0.5353 | 0.7077 | 0.5353 | 0.7317 |
423
- | 0.2695 | 12.0 | 744 | 0.5432 | 0.6756 | 0.5432 | 0.7370 |
424
- | 0.2695 | 12.0323 | 746 | 0.5563 | 0.6365 | 0.5563 | 0.7458 |
425
- | 0.2695 | 12.0645 | 748 | 0.5419 | 0.6589 | 0.5419 | 0.7362 |
426
- | 0.2695 | 12.0968 | 750 | 0.5384 | 0.6358 | 0.5384 | 0.7338 |
427
- | 0.2695 | 12.1290 | 752 | 0.5435 | 0.6692 | 0.5435 | 0.7372 |
428
- | 0.2695 | 12.1613 | 754 | 0.5393 | 0.6692 | 0.5393 | 0.7344 |
429
- | 0.2695 | 12.1935 | 756 | 0.5179 | 0.6911 | 0.5179 | 0.7197 |
430
- | 0.2695 | 12.2258 | 758 | 0.5179 | 0.7103 | 0.5179 | 0.7196 |
431
- | 0.2695 | 12.2581 | 760 | 0.5156 | 0.7001 | 0.5156 | 0.7180 |
432
- | 0.2695 | 12.2903 | 762 | 0.5272 | 0.6838 | 0.5272 | 0.7261 |
433
- | 0.2695 | 12.3226 | 764 | 0.5492 | 0.6838 | 0.5492 | 0.7411 |
434
- | 0.2695 | 12.3548 | 766 | 0.6327 | 0.6430 | 0.6327 | 0.7954 |
435
- | 0.2695 | 12.3871 | 768 | 0.6317 | 0.6317 | 0.6317 | 0.7948 |
436
- | 0.2695 | 12.4194 | 770 | 0.5451 | 0.6970 | 0.5451 | 0.7383 |
437
- | 0.2695 | 12.4516 | 772 | 0.5122 | 0.6788 | 0.5122 | 0.7157 |
438
- | 0.2695 | 12.4839 | 774 | 0.5195 | 0.6973 | 0.5195 | 0.7208 |
439
- | 0.2695 | 12.5161 | 776 | 0.5250 | 0.6724 | 0.5250 | 0.7246 |
440
- | 0.2695 | 12.5484 | 778 | 0.5114 | 0.6772 | 0.5114 | 0.7151 |
441
- | 0.2695 | 12.5806 | 780 | 0.5016 | 0.7323 | 0.5016 | 0.7082 |
442
- | 0.2695 | 12.6129 | 782 | 0.5421 | 0.7448 | 0.5421 | 0.7363 |
443
- | 0.2695 | 12.6452 | 784 | 0.6148 | 0.6356 | 0.6148 | 0.7841 |
444
- | 0.2695 | 12.6774 | 786 | 0.6177 | 0.6365 | 0.6177 | 0.7860 |
445
- | 0.2695 | 12.7097 | 788 | 0.5519 | 0.6985 | 0.5519 | 0.7429 |
446
- | 0.2695 | 12.7419 | 790 | 0.4934 | 0.7326 | 0.4934 | 0.7024 |
447
- | 0.2695 | 12.7742 | 792 | 0.4821 | 0.7117 | 0.4821 | 0.6943 |
448
- | 0.2695 | 12.8065 | 794 | 0.4786 | 0.7423 | 0.4786 | 0.6918 |
449
- | 0.2695 | 12.8387 | 796 | 0.4777 | 0.7423 | 0.4777 | 0.6911 |
450
- | 0.2695 | 12.8710 | 798 | 0.4951 | 0.7728 | 0.4951 | 0.7036 |
451
- | 0.2695 | 12.9032 | 800 | 0.5048 | 0.7429 | 0.5048 | 0.7105 |
452
- | 0.2695 | 12.9355 | 802 | 0.4998 | 0.7368 | 0.4998 | 0.7070 |
453
- | 0.2695 | 12.9677 | 804 | 0.5060 | 0.6648 | 0.5060 | 0.7113 |
454
- | 0.2695 | 13.0 | 806 | 0.5175 | 0.6648 | 0.5175 | 0.7194 |
455
- | 0.2695 | 13.0323 | 808 | 0.5266 | 0.6528 | 0.5266 | 0.7257 |
456
- | 0.2695 | 13.0645 | 810 | 0.5295 | 0.6488 | 0.5295 | 0.7277 |
457
- | 0.2695 | 13.0968 | 812 | 0.5324 | 0.6768 | 0.5324 | 0.7297 |
458
- | 0.2695 | 13.1290 | 814 | 0.5591 | 0.7154 | 0.5591 | 0.7477 |
459
- | 0.2695 | 13.1613 | 816 | 0.5741 | 0.7154 | 0.5741 | 0.7577 |
460
- | 0.2695 | 13.1935 | 818 | 0.5470 | 0.7382 | 0.5470 | 0.7396 |
461
- | 0.2695 | 13.2258 | 820 | 0.5368 | 0.7286 | 0.5368 | 0.7327 |
462
- | 0.2695 | 13.2581 | 822 | 0.5061 | 0.7379 | 0.5061 | 0.7114 |
463
- | 0.2695 | 13.2903 | 824 | 0.4943 | 0.7473 | 0.4943 | 0.7031 |
464
- | 0.2695 | 13.3226 | 826 | 0.4943 | 0.7379 | 0.4943 | 0.7031 |
465
- | 0.2695 | 13.3548 | 828 | 0.4917 | 0.7371 | 0.4917 | 0.7012 |
466
- | 0.2695 | 13.3871 | 830 | 0.4979 | 0.6788 | 0.4979 | 0.7056 |
467
- | 0.2695 | 13.4194 | 832 | 0.5208 | 0.6673 | 0.5208 | 0.7216 |
468
- | 0.2695 | 13.4516 | 834 | 0.5444 | 0.6432 | 0.5444 | 0.7378 |
469
- | 0.2695 | 13.4839 | 836 | 0.5227 | 0.6262 | 0.5227 | 0.7230 |
470
- | 0.2695 | 13.5161 | 838 | 0.5166 | 0.6186 | 0.5166 | 0.7188 |
471
- | 0.2695 | 13.5484 | 840 | 0.5309 | 0.6824 | 0.5309 | 0.7286 |
472
- | 0.2695 | 13.5806 | 842 | 0.5940 | 0.6563 | 0.5940 | 0.7707 |
473
- | 0.2695 | 13.6129 | 844 | 0.6279 | 0.6534 | 0.6279 | 0.7924 |
474
- | 0.2695 | 13.6452 | 846 | 0.6620 | 0.6092 | 0.6620 | 0.8136 |
475
- | 0.2695 | 13.6774 | 848 | 0.5859 | 0.7049 | 0.5859 | 0.7655 |
476
- | 0.2695 | 13.7097 | 850 | 0.5420 | 0.6762 | 0.5420 | 0.7362 |
477
- | 0.2695 | 13.7419 | 852 | 0.5701 | 0.6269 | 0.5701 | 0.7550 |
478
- | 0.2695 | 13.7742 | 854 | 0.5840 | 0.6357 | 0.5840 | 0.7642 |
479
- | 0.2695 | 13.8065 | 856 | 0.5682 | 0.6717 | 0.5682 | 0.7538 |
480
- | 0.2695 | 13.8387 | 858 | 0.5587 | 0.6667 | 0.5587 | 0.7474 |
481
- | 0.2695 | 13.8710 | 860 | 0.5857 | 0.6820 | 0.5857 | 0.7653 |
482
- | 0.2695 | 13.9032 | 862 | 0.5999 | 0.7032 | 0.5999 | 0.7745 |
483
- | 0.2695 | 13.9355 | 864 | 0.6039 | 0.6843 | 0.6039 | 0.7771 |
484
- | 0.2695 | 13.9677 | 866 | 0.5919 | 0.6667 | 0.5919 | 0.7694 |
485
- | 0.2695 | 14.0 | 868 | 0.5809 | 0.6085 | 0.5809 | 0.7622 |
486
- | 0.2695 | 14.0323 | 870 | 0.5930 | 0.6258 | 0.5930 | 0.7700 |
487
- | 0.2695 | 14.0645 | 872 | 0.5978 | 0.6142 | 0.5978 | 0.7731 |
488
- | 0.2695 | 14.0968 | 874 | 0.6014 | 0.6142 | 0.6014 | 0.7755 |
489
- | 0.2695 | 14.1290 | 876 | 0.5860 | 0.6247 | 0.5860 | 0.7655 |
490
- | 0.2695 | 14.1613 | 878 | 0.5778 | 0.5913 | 0.5778 | 0.7602 |
491
- | 0.2695 | 14.1935 | 880 | 0.5847 | 0.6292 | 0.5847 | 0.7647 |
492
- | 0.2695 | 14.2258 | 882 | 0.5817 | 0.6383 | 0.5817 | 0.7627 |
493
- | 0.2695 | 14.2581 | 884 | 0.5649 | 0.6452 | 0.5649 | 0.7516 |
494
- | 0.2695 | 14.2903 | 886 | 0.5615 | 0.6333 | 0.5615 | 0.7493 |
495
- | 0.2695 | 14.3226 | 888 | 0.5860 | 0.6151 | 0.5860 | 0.7655 |
496
- | 0.2695 | 14.3548 | 890 | 0.6239 | 0.6289 | 0.6239 | 0.7899 |
497
- | 0.2695 | 14.3871 | 892 | 0.6174 | 0.6289 | 0.6174 | 0.7857 |
498
- | 0.2695 | 14.4194 | 894 | 0.5810 | 0.6728 | 0.5810 | 0.7622 |
499
- | 0.2695 | 14.4516 | 896 | 0.5893 | 0.6869 | 0.5893 | 0.7677 |
500
- | 0.2695 | 14.4839 | 898 | 0.6057 | 0.6401 | 0.6057 | 0.7783 |
501
- | 0.2695 | 14.5161 | 900 | 0.5703 | 0.6442 | 0.5703 | 0.7552 |
502
- | 0.2695 | 14.5484 | 902 | 0.5634 | 0.6269 | 0.5634 | 0.7506 |
503
- | 0.2695 | 14.5806 | 904 | 0.6142 | 0.6064 | 0.6142 | 0.7837 |
504
- | 0.2695 | 14.6129 | 906 | 0.6483 | 0.6132 | 0.6483 | 0.8052 |
505
- | 0.2695 | 14.6452 | 908 | 0.6108 | 0.6473 | 0.6108 | 0.7815 |
506
- | 0.2695 | 14.6774 | 910 | 0.5527 | 0.6909 | 0.5527 | 0.7434 |
507
- | 0.2695 | 14.7097 | 912 | 0.5466 | 0.7377 | 0.5466 | 0.7393 |
508
- | 0.2695 | 14.7419 | 914 | 0.5988 | 0.6865 | 0.5988 | 0.7738 |
509
- | 0.2695 | 14.7742 | 916 | 0.5990 | 0.6865 | 0.5990 | 0.7739 |
510
- | 0.2695 | 14.8065 | 918 | 0.5739 | 0.6952 | 0.5739 | 0.7576 |
511
- | 0.2695 | 14.8387 | 920 | 0.5443 | 0.7373 | 0.5443 | 0.7378 |
512
- | 0.2695 | 14.8710 | 922 | 0.5460 | 0.7012 | 0.5460 | 0.7389 |
513
- | 0.2695 | 14.9032 | 924 | 0.5817 | 0.6605 | 0.5817 | 0.7627 |
514
- | 0.2695 | 14.9355 | 926 | 0.5986 | 0.6664 | 0.5986 | 0.7737 |
515
- | 0.2695 | 14.9677 | 928 | 0.5706 | 0.6664 | 0.5706 | 0.7554 |
516
- | 0.2695 | 15.0 | 930 | 0.5328 | 0.6888 | 0.5328 | 0.7300 |
517
- | 0.2695 | 15.0323 | 932 | 0.5227 | 0.7423 | 0.5227 | 0.7230 |
518
- | 0.2695 | 15.0645 | 934 | 0.5637 | 0.7638 | 0.5637 | 0.7508 |
519
- | 0.2695 | 15.0968 | 936 | 0.5937 | 0.6906 | 0.5937 | 0.7705 |
520
- | 0.2695 | 15.1290 | 938 | 0.6062 | 0.6810 | 0.6062 | 0.7786 |
521
- | 0.2695 | 15.1613 | 940 | 0.6237 | 0.6880 | 0.6237 | 0.7897 |
522
- | 0.2695 | 15.1935 | 942 | 0.5845 | 0.7346 | 0.5845 | 0.7645 |
523
- | 0.2695 | 15.2258 | 944 | 0.5383 | 0.7184 | 0.5383 | 0.7337 |
524
- | 0.2695 | 15.2581 | 946 | 0.5429 | 0.7115 | 0.5429 | 0.7368 |
525
- | 0.2695 | 15.2903 | 948 | 0.5645 | 0.7308 | 0.5645 | 0.7513 |
526
- | 0.2695 | 15.3226 | 950 | 0.5717 | 0.6880 | 0.5717 | 0.7561 |
527
- | 0.2695 | 15.3548 | 952 | 0.5730 | 0.6772 | 0.5730 | 0.7570 |
528
- | 0.2695 | 15.3871 | 954 | 0.5550 | 0.6649 | 0.5550 | 0.7450 |
529
- | 0.2695 | 15.4194 | 956 | 0.5560 | 0.6390 | 0.5560 | 0.7457 |
530
- | 0.2695 | 15.4516 | 958 | 0.5707 | 0.6625 | 0.5707 | 0.7554 |
531
- | 0.2695 | 15.4839 | 960 | 0.5792 | 0.6795 | 0.5792 | 0.7611 |
532
- | 0.2695 | 15.5161 | 962 | 0.5972 | 0.6768 | 0.5972 | 0.7728 |
533
- | 0.2695 | 15.5484 | 964 | 0.5863 | 0.6759 | 0.5863 | 0.7657 |
534
- | 0.2695 | 15.5806 | 966 | 0.5623 | 0.6584 | 0.5623 | 0.7499 |
535
- | 0.2695 | 15.6129 | 968 | 0.5653 | 0.6470 | 0.5653 | 0.7519 |
536
- | 0.2695 | 15.6452 | 970 | 0.5700 | 0.6065 | 0.5700 | 0.7550 |
537
- | 0.2695 | 15.6774 | 972 | 0.5713 | 0.6555 | 0.5713 | 0.7558 |
538
- | 0.2695 | 15.7097 | 974 | 0.5742 | 0.6555 | 0.5742 | 0.7578 |
539
- | 0.2695 | 15.7419 | 976 | 0.5731 | 0.6364 | 0.5731 | 0.7570 |
540
- | 0.2695 | 15.7742 | 978 | 0.5764 | 0.6390 | 0.5764 | 0.7592 |
541
- | 0.2695 | 15.8065 | 980 | 0.5816 | 0.6133 | 0.5816 | 0.7626 |
542
- | 0.2695 | 15.8387 | 982 | 0.5874 | 0.6409 | 0.5874 | 0.7664 |
543
- | 0.2695 | 15.8710 | 984 | 0.6045 | 0.6108 | 0.6045 | 0.7775 |
544
- | 0.2695 | 15.9032 | 986 | 0.6067 | 0.6108 | 0.6067 | 0.7789 |
545
- | 0.2695 | 15.9355 | 988 | 0.5986 | 0.6067 | 0.5986 | 0.7737 |
546
- | 0.2695 | 15.9677 | 990 | 0.6033 | 0.6498 | 0.6033 | 0.7768 |
547
- | 0.2695 | 16.0 | 992 | 0.5954 | 0.6814 | 0.5954 | 0.7716 |
548
- | 0.2695 | 16.0323 | 994 | 0.5869 | 0.6814 | 0.5869 | 0.7661 |
549
- | 0.2695 | 16.0645 | 996 | 0.5848 | 0.6814 | 0.5848 | 0.7647 |
550
- | 0.2695 | 16.0968 | 998 | 0.5856 | 0.6857 | 0.5856 | 0.7653 |
551
- | 0.0747 | 16.1290 | 1000 | 0.5671 | 0.7151 | 0.5671 | 0.7531 |
552
- | 0.0747 | 16.1613 | 1002 | 0.5706 | 0.7124 | 0.5706 | 0.7554 |
553
- | 0.0747 | 16.1935 | 1004 | 0.5770 | 0.7280 | 0.5770 | 0.7596 |
554
- | 0.0747 | 16.2258 | 1006 | 0.5665 | 0.7124 | 0.5665 | 0.7527 |
555
- | 0.0747 | 16.2581 | 1008 | 0.5614 | 0.6780 | 0.5614 | 0.7493 |
556
- | 0.0747 | 16.2903 | 1010 | 0.5905 | 0.6528 | 0.5905 | 0.7684 |
557
- | 0.0747 | 16.3226 | 1012 | 0.5973 | 0.6564 | 0.5973 | 0.7728 |
558
- | 0.0747 | 16.3548 | 1014 | 0.5804 | 0.6681 | 0.5804 | 0.7619 |
559
 
560
 
561
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k13_task5_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_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k13_task5_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: 0.9500
19
+ - Qwk: 0.3474
20
+ - Mse: 0.9500
21
+ - Rmse: 0.9747
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.0303 | 2 | 4.0244 | -0.0019 | 4.0244 | 2.0061 |
53
+ | No log | 0.0606 | 4 | 2.2238 | 0.0631 | 2.2238 | 1.4913 |
54
+ | No log | 0.0909 | 6 | 1.5038 | 0.0154 | 1.5038 | 1.2263 |
55
+ | No log | 0.1212 | 8 | 1.2095 | 0.0652 | 1.2095 | 1.0998 |
56
+ | No log | 0.1515 | 10 | 1.2007 | 0.1361 | 1.2007 | 1.0958 |
57
+ | No log | 0.1818 | 12 | 1.2259 | 0.1767 | 1.2259 | 1.1072 |
58
+ | No log | 0.2121 | 14 | 1.1334 | 0.0589 | 1.1334 | 1.0646 |
59
+ | No log | 0.2424 | 16 | 1.1817 | 0.2113 | 1.1817 | 1.0870 |
60
+ | No log | 0.2727 | 18 | 1.1032 | 0.1228 | 1.1032 | 1.0504 |
61
+ | No log | 0.3030 | 20 | 1.0860 | 0.3291 | 1.0860 | 1.0421 |
62
+ | No log | 0.3333 | 22 | 1.0710 | 0.2998 | 1.0710 | 1.0349 |
63
+ | No log | 0.3636 | 24 | 1.0515 | 0.2008 | 1.0515 | 1.0254 |
64
+ | No log | 0.3939 | 26 | 1.0324 | 0.2088 | 1.0324 | 1.0161 |
65
+ | No log | 0.4242 | 28 | 1.0424 | 0.2042 | 1.0424 | 1.0210 |
66
+ | No log | 0.4545 | 30 | 1.0511 | 0.1944 | 1.0511 | 1.0252 |
67
+ | No log | 0.4848 | 32 | 1.0530 | 0.1671 | 1.0530 | 1.0262 |
68
+ | No log | 0.5152 | 34 | 1.0381 | 0.1189 | 1.0381 | 1.0189 |
69
+ | No log | 0.5455 | 36 | 1.0512 | 0.1629 | 1.0512 | 1.0253 |
70
+ | No log | 0.5758 | 38 | 1.0233 | 0.1589 | 1.0233 | 1.0116 |
71
+ | No log | 0.6061 | 40 | 1.0188 | 0.1131 | 1.0188 | 1.0094 |
72
+ | No log | 0.6364 | 42 | 1.0968 | 0.2226 | 1.0968 | 1.0473 |
73
+ | No log | 0.6667 | 44 | 1.2088 | 0.3119 | 1.2088 | 1.0994 |
74
+ | No log | 0.6970 | 46 | 1.4347 | 0.1773 | 1.4347 | 1.1978 |
75
+ | No log | 0.7273 | 48 | 1.3267 | 0.2404 | 1.3267 | 1.1518 |
76
+ | No log | 0.7576 | 50 | 1.0108 | 0.1885 | 1.0108 | 1.0054 |
77
+ | No log | 0.7879 | 52 | 1.0507 | 0.2376 | 1.0507 | 1.0250 |
78
+ | No log | 0.8182 | 54 | 0.9860 | 0.2744 | 0.9860 | 0.9930 |
79
+ | No log | 0.8485 | 56 | 1.0724 | 0.3341 | 1.0724 | 1.0356 |
80
+ | No log | 0.8788 | 58 | 1.3090 | 0.2896 | 1.3090 | 1.1441 |
81
+ | No log | 0.9091 | 60 | 1.3646 | 0.3484 | 1.3646 | 1.1682 |
82
+ | No log | 0.9394 | 62 | 1.0614 | 0.3759 | 1.0614 | 1.0303 |
83
+ | No log | 0.9697 | 64 | 1.0551 | 0.3759 | 1.0551 | 1.0272 |
84
+ | No log | 1.0 | 66 | 1.2547 | 0.3264 | 1.2547 | 1.1201 |
85
+ | No log | 1.0303 | 68 | 1.2702 | 0.3532 | 1.2702 | 1.1270 |
86
+ | No log | 1.0606 | 70 | 1.4495 | 0.2413 | 1.4495 | 1.2039 |
87
+ | No log | 1.0909 | 72 | 1.1920 | 0.3117 | 1.1920 | 1.0918 |
88
+ | No log | 1.1212 | 74 | 1.3587 | 0.2764 | 1.3587 | 1.1656 |
89
+ | No log | 1.1515 | 76 | 1.7172 | 0.2226 | 1.7172 | 1.3104 |
90
+ | No log | 1.1818 | 78 | 1.7625 | 0.2226 | 1.7625 | 1.3276 |
91
+ | No log | 1.2121 | 80 | 1.8920 | 0.1843 | 1.8920 | 1.3755 |
92
+ | No log | 1.2424 | 82 | 1.4061 | 0.3496 | 1.4061 | 1.1858 |
93
+ | No log | 1.2727 | 84 | 1.3464 | 0.3876 | 1.3464 | 1.1603 |
94
+ | No log | 1.3030 | 86 | 1.2515 | 0.3961 | 1.2515 | 1.1187 |
95
+ | No log | 1.3333 | 88 | 1.0768 | 0.3536 | 1.0768 | 1.0377 |
96
+ | No log | 1.3636 | 90 | 1.0698 | 0.3841 | 1.0698 | 1.0343 |
97
+ | No log | 1.3939 | 92 | 1.2533 | 0.3948 | 1.2533 | 1.1195 |
98
+ | No log | 1.4242 | 94 | 1.4623 | 0.3097 | 1.4623 | 1.2093 |
99
+ | No log | 1.4545 | 96 | 1.0615 | 0.4320 | 1.0615 | 1.0303 |
100
+ | No log | 1.4848 | 98 | 0.9662 | 0.4718 | 0.9662 | 0.9830 |
101
+ | No log | 1.5152 | 100 | 0.9509 | 0.4145 | 0.9509 | 0.9751 |
102
+ | No log | 1.5455 | 102 | 0.9459 | 0.4321 | 0.9459 | 0.9726 |
103
+ | No log | 1.5758 | 104 | 1.1376 | 0.4181 | 1.1376 | 1.0666 |
104
+ | No log | 1.6061 | 106 | 0.9906 | 0.4843 | 0.9906 | 0.9953 |
105
+ | No log | 1.6364 | 108 | 0.9791 | 0.4734 | 0.9791 | 0.9895 |
106
+ | No log | 1.6667 | 110 | 1.0772 | 0.4802 | 1.0772 | 1.0379 |
107
+ | No log | 1.6970 | 112 | 1.3101 | 0.3243 | 1.3101 | 1.1446 |
108
+ | No log | 1.7273 | 114 | 1.2861 | 0.4358 | 1.2861 | 1.1341 |
109
+ | No log | 1.7576 | 116 | 0.9025 | 0.4552 | 0.9025 | 0.9500 |
110
+ | No log | 1.7879 | 118 | 1.1742 | 0.4258 | 1.1742 | 1.0836 |
111
+ | No log | 1.8182 | 120 | 1.1841 | 0.3943 | 1.1841 | 1.0882 |
112
+ | No log | 1.8485 | 122 | 1.0132 | 0.3960 | 1.0132 | 1.0066 |
113
+ | No log | 1.8788 | 124 | 0.8632 | 0.3875 | 0.8632 | 0.9291 |
114
+ | No log | 1.9091 | 126 | 0.9136 | 0.4606 | 0.9136 | 0.9558 |
115
+ | No log | 1.9394 | 128 | 0.8946 | 0.2920 | 0.8946 | 0.9458 |
116
+ | No log | 1.9697 | 130 | 0.9034 | 0.2920 | 0.9034 | 0.9505 |
117
+ | No log | 2.0 | 132 | 0.9084 | 0.3296 | 0.9084 | 0.9531 |
118
+ | No log | 2.0303 | 134 | 1.0629 | 0.5618 | 1.0629 | 1.0310 |
119
+ | No log | 2.0606 | 136 | 1.2416 | 0.3712 | 1.2416 | 1.1143 |
120
+ | No log | 2.0909 | 138 | 1.0227 | 0.5516 | 1.0227 | 1.0113 |
121
+ | No log | 2.1212 | 140 | 0.9341 | 0.5323 | 0.9341 | 0.9665 |
122
+ | No log | 2.1515 | 142 | 0.9216 | 0.5337 | 0.9216 | 0.9600 |
123
+ | No log | 2.1818 | 144 | 0.9309 | 0.4735 | 0.9309 | 0.9648 |
124
+ | No log | 2.2121 | 146 | 1.1533 | 0.4463 | 1.1533 | 1.0739 |
125
+ | No log | 2.2424 | 148 | 1.1456 | 0.4243 | 1.1456 | 1.0703 |
126
+ | No log | 2.2727 | 150 | 0.9006 | 0.3621 | 0.9006 | 0.9490 |
127
+ | No log | 2.3030 | 152 | 0.8817 | 0.3621 | 0.8817 | 0.9390 |
128
+ | No log | 2.3333 | 154 | 0.9709 | 0.4123 | 0.9709 | 0.9853 |
129
+ | No log | 2.3636 | 156 | 1.1151 | 0.4353 | 1.1151 | 1.0560 |
130
+ | No log | 2.3939 | 158 | 1.1563 | 0.4365 | 1.1563 | 1.0753 |
131
+ | No log | 2.4242 | 160 | 1.6604 | 0.2382 | 1.6604 | 1.2886 |
132
+ | No log | 2.4545 | 162 | 1.8441 | 0.2032 | 1.8441 | 1.3580 |
133
+ | No log | 2.4848 | 164 | 1.4370 | 0.3229 | 1.4370 | 1.1988 |
134
+ | No log | 2.5152 | 166 | 0.9795 | 0.5294 | 0.9795 | 0.9897 |
135
+ | No log | 2.5455 | 168 | 0.8804 | 0.5745 | 0.8804 | 0.9383 |
136
+ | No log | 2.5758 | 170 | 1.0417 | 0.4096 | 1.0417 | 1.0206 |
137
+ | No log | 2.6061 | 172 | 1.1196 | 0.3866 | 1.1196 | 1.0581 |
138
+ | No log | 2.6364 | 174 | 0.9113 | 0.4881 | 0.9113 | 0.9546 |
139
+ | No log | 2.6667 | 176 | 0.7909 | 0.4208 | 0.7909 | 0.8893 |
140
+ | No log | 2.6970 | 178 | 0.8008 | 0.4690 | 0.8008 | 0.8949 |
141
+ | No log | 2.7273 | 180 | 0.9381 | 0.5106 | 0.9381 | 0.9685 |
142
+ | No log | 2.7576 | 182 | 1.3714 | 0.3098 | 1.3714 | 1.1711 |
143
+ | No log | 2.7879 | 184 | 1.3593 | 0.3068 | 1.3593 | 1.1659 |
144
+ | No log | 2.8182 | 186 | 1.0505 | 0.4977 | 1.0505 | 1.0249 |
145
+ | No log | 2.8485 | 188 | 0.8426 | 0.5580 | 0.8426 | 0.9179 |
146
+ | No log | 2.8788 | 190 | 0.8447 | 0.4732 | 0.8447 | 0.9191 |
147
+ | No log | 2.9091 | 192 | 0.8034 | 0.4550 | 0.8034 | 0.8963 |
148
+ | No log | 2.9394 | 194 | 0.9097 | 0.5007 | 0.9097 | 0.9538 |
149
+ | No log | 2.9697 | 196 | 1.0530 | 0.3848 | 1.0530 | 1.0261 |
150
+ | No log | 3.0 | 198 | 0.9380 | 0.5007 | 0.9380 | 0.9685 |
151
+ | No log | 3.0303 | 200 | 0.7815 | 0.4854 | 0.7815 | 0.8840 |
152
+ | No log | 3.0606 | 202 | 0.7527 | 0.4321 | 0.7527 | 0.8676 |
153
+ | No log | 3.0909 | 204 | 0.7292 | 0.4757 | 0.7292 | 0.8539 |
154
+ | No log | 3.1212 | 206 | 0.7197 | 0.5067 | 0.7197 | 0.8484 |
155
+ | No log | 3.1515 | 208 | 0.7574 | 0.6004 | 0.7574 | 0.8703 |
156
+ | No log | 3.1818 | 210 | 0.7540 | 0.5707 | 0.7540 | 0.8683 |
157
+ | No log | 3.2121 | 212 | 0.7494 | 0.3800 | 0.7494 | 0.8657 |
158
+ | No log | 3.2424 | 214 | 0.8258 | 0.4393 | 0.8258 | 0.9088 |
159
+ | No log | 3.2727 | 216 | 0.7815 | 0.3968 | 0.7815 | 0.8840 |
160
+ | No log | 3.3030 | 218 | 0.8011 | 0.5266 | 0.8011 | 0.8950 |
161
+ | No log | 3.3333 | 220 | 0.8225 | 0.4601 | 0.8225 | 0.9069 |
162
+ | No log | 3.3636 | 222 | 0.8378 | 0.3873 | 0.8378 | 0.9153 |
163
+ | No log | 3.3939 | 224 | 0.8771 | 0.4414 | 0.8771 | 0.9366 |
164
+ | No log | 3.4242 | 226 | 0.8047 | 0.4055 | 0.8047 | 0.8971 |
165
+ | No log | 3.4545 | 228 | 0.7975 | 0.5192 | 0.7975 | 0.8930 |
166
+ | No log | 3.4848 | 230 | 0.7908 | 0.4601 | 0.7908 | 0.8893 |
167
+ | No log | 3.5152 | 232 | 0.7849 | 0.4060 | 0.7849 | 0.8859 |
168
+ | No log | 3.5455 | 234 | 0.8196 | 0.3663 | 0.8196 | 0.9053 |
169
+ | No log | 3.5758 | 236 | 0.8160 | 0.3214 | 0.8160 | 0.9033 |
170
+ | No log | 3.6061 | 238 | 0.8457 | 0.3799 | 0.8457 | 0.9196 |
171
+ | No log | 3.6364 | 240 | 0.9465 | 0.3717 | 0.9465 | 0.9729 |
172
+ | No log | 3.6667 | 242 | 1.0394 | 0.4454 | 1.0394 | 1.0195 |
173
+ | No log | 3.6970 | 244 | 1.0833 | 0.4458 | 1.0833 | 1.0408 |
174
+ | No log | 3.7273 | 246 | 1.0674 | 0.4556 | 1.0674 | 1.0332 |
175
+ | No log | 3.7576 | 248 | 0.9754 | 0.3531 | 0.9754 | 0.9876 |
176
+ | No log | 3.7879 | 250 | 0.8859 | 0.2941 | 0.8859 | 0.9412 |
177
+ | No log | 3.8182 | 252 | 0.8493 | 0.2842 | 0.8493 | 0.9216 |
178
+ | No log | 3.8485 | 254 | 0.8725 | 0.4641 | 0.8725 | 0.9341 |
179
+ | No log | 3.8788 | 256 | 0.8974 | 0.4469 | 0.8974 | 0.9473 |
180
+ | No log | 3.9091 | 258 | 0.8938 | 0.4430 | 0.8938 | 0.9454 |
181
+ | No log | 3.9394 | 260 | 1.0542 | 0.4589 | 1.0542 | 1.0267 |
182
+ | No log | 3.9697 | 262 | 1.2098 | 0.3983 | 1.2098 | 1.0999 |
183
+ | No log | 4.0 | 264 | 1.0916 | 0.4568 | 1.0916 | 1.0448 |
184
+ | No log | 4.0303 | 266 | 0.9915 | 0.2769 | 0.9915 | 0.9958 |
185
+ | No log | 4.0606 | 268 | 0.9644 | 0.2229 | 0.9644 | 0.9821 |
186
+ | No log | 4.0909 | 270 | 0.9623 | 0.1255 | 0.9623 | 0.9810 |
187
+ | No log | 4.1212 | 272 | 0.9828 | 0.2102 | 0.9828 | 0.9914 |
188
+ | No log | 4.1515 | 274 | 1.0364 | 0.3453 | 1.0364 | 1.0180 |
189
+ | No log | 4.1818 | 276 | 1.0898 | 0.4241 | 1.0898 | 1.0439 |
190
+ | No log | 4.2121 | 278 | 1.0441 | 0.3913 | 1.0441 | 1.0218 |
191
+ | No log | 4.2424 | 280 | 0.9771 | 0.2387 | 0.9771 | 0.9885 |
192
+ | No log | 4.2727 | 282 | 0.9598 | 0.3544 | 0.9598 | 0.9797 |
193
+ | No log | 4.3030 | 284 | 1.0099 | 0.4338 | 1.0099 | 1.0050 |
194
+ | No log | 4.3333 | 286 | 0.9583 | 0.4204 | 0.9583 | 0.9789 |
195
+ | No log | 4.3636 | 288 | 0.9064 | 0.3571 | 0.9064 | 0.9520 |
196
+ | No log | 4.3939 | 290 | 0.9615 | 0.3876 | 0.9615 | 0.9806 |
197
+ | No log | 4.4242 | 292 | 1.0992 | 0.4910 | 1.0992 | 1.0484 |
198
+ | No log | 4.4545 | 294 | 1.3176 | 0.3217 | 1.3176 | 1.1479 |
199
+ | No log | 4.4848 | 296 | 1.3548 | 0.3475 | 1.3548 | 1.1640 |
200
+ | No log | 4.5152 | 298 | 1.1886 | 0.3731 | 1.1886 | 1.0902 |
201
+ | No log | 4.5455 | 300 | 1.0635 | 0.3124 | 1.0635 | 1.0313 |
202
+ | No log | 4.5758 | 302 | 1.0284 | 0.1969 | 1.0284 | 1.0141 |
203
+ | No log | 4.6061 | 304 | 0.9906 | 0.1625 | 0.9906 | 0.9953 |
204
+ | No log | 4.6364 | 306 | 0.9547 | 0.1625 | 0.9547 | 0.9771 |
205
+ | No log | 4.6667 | 308 | 0.9092 | 0.2061 | 0.9092 | 0.9535 |
206
+ | No log | 4.6970 | 310 | 0.9767 | 0.4769 | 0.9767 | 0.9883 |
207
+ | No log | 4.7273 | 312 | 1.1183 | 0.4011 | 1.1183 | 1.0575 |
208
+ | No log | 4.7576 | 314 | 1.0187 | 0.4686 | 1.0187 | 1.0093 |
209
+ | No log | 4.7879 | 316 | 0.8538 | 0.3915 | 0.8538 | 0.9240 |
210
+ | No log | 4.8182 | 318 | 0.8604 | 0.2818 | 0.8604 | 0.9276 |
211
+ | No log | 4.8485 | 320 | 0.9032 | 0.4139 | 0.9032 | 0.9504 |
212
+ | No log | 4.8788 | 322 | 0.8634 | 0.3728 | 0.8634 | 0.9292 |
213
+ | No log | 4.9091 | 324 | 0.8152 | 0.3896 | 0.8152 | 0.9029 |
214
+ | No log | 4.9394 | 326 | 0.8423 | 0.4590 | 0.8423 | 0.9178 |
215
+ | No log | 4.9697 | 328 | 0.8490 | 0.4069 | 0.8490 | 0.9214 |
216
+ | No log | 5.0 | 330 | 0.8867 | 0.3151 | 0.8867 | 0.9417 |
217
+ | No log | 5.0303 | 332 | 1.0384 | 0.3078 | 1.0384 | 1.0190 |
218
+ | No log | 5.0606 | 334 | 1.0963 | 0.3391 | 1.0963 | 1.0470 |
219
+ | No log | 5.0909 | 336 | 1.0347 | 0.3079 | 1.0347 | 1.0172 |
220
+ | No log | 5.1212 | 338 | 0.9305 | 0.3167 | 0.9305 | 0.9646 |
221
+ | No log | 5.1515 | 340 | 0.8930 | 0.3642 | 0.8930 | 0.9450 |
222
+ | No log | 5.1818 | 342 | 0.8926 | 0.3335 | 0.8926 | 0.9448 |
223
+ | No log | 5.2121 | 344 | 0.9333 | 0.2577 | 0.9333 | 0.9661 |
224
+ | No log | 5.2424 | 346 | 1.0365 | 0.3310 | 1.0365 | 1.0181 |
225
+ | No log | 5.2727 | 348 | 1.0581 | 0.3897 | 1.0581 | 1.0287 |
226
+ | No log | 5.3030 | 350 | 0.9981 | 0.4123 | 0.9981 | 0.9990 |
227
+ | No log | 5.3333 | 352 | 0.9449 | 0.4386 | 0.9449 | 0.9720 |
228
+ | No log | 5.3636 | 354 | 0.9717 | 0.4496 | 0.9717 | 0.9857 |
229
+ | No log | 5.3939 | 356 | 1.0150 | 0.4496 | 1.0150 | 1.0075 |
230
+ | No log | 5.4242 | 358 | 1.0643 | 0.4262 | 1.0643 | 1.0316 |
231
+ | No log | 5.4545 | 360 | 0.9916 | 0.4268 | 0.9916 | 0.9958 |
232
+ | No log | 5.4848 | 362 | 0.9088 | 0.4288 | 0.9088 | 0.9533 |
233
+ | No log | 5.5152 | 364 | 0.9040 | 0.3689 | 0.9040 | 0.9508 |
234
+ | No log | 5.5455 | 366 | 0.9252 | 0.3306 | 0.9252 | 0.9619 |
235
+ | No log | 5.5758 | 368 | 0.8891 | 0.3172 | 0.8891 | 0.9429 |
236
+ | No log | 5.6061 | 370 | 0.9051 | 0.2744 | 0.9051 | 0.9513 |
237
+ | No log | 5.6364 | 372 | 0.9258 | 0.3706 | 0.9258 | 0.9622 |
238
+ | No log | 5.6667 | 374 | 0.9157 | 0.3747 | 0.9157 | 0.9569 |
239
+ | No log | 5.6970 | 376 | 0.8886 | 0.4242 | 0.8886 | 0.9427 |
240
+ | No log | 5.7273 | 378 | 0.9939 | 0.3596 | 0.9939 | 0.9970 |
241
+ | No log | 5.7576 | 380 | 0.9680 | 0.4039 | 0.9680 | 0.9839 |
242
+ | No log | 5.7879 | 382 | 0.8484 | 0.3836 | 0.8484 | 0.9211 |
243
+ | No log | 5.8182 | 384 | 0.8652 | 0.4395 | 0.8652 | 0.9302 |
244
+ | No log | 5.8485 | 386 | 0.8495 | 0.4395 | 0.8495 | 0.9217 |
245
+ | No log | 5.8788 | 388 | 0.8454 | 0.4619 | 0.8454 | 0.9195 |
246
+ | No log | 5.9091 | 390 | 0.8298 | 0.5085 | 0.8298 | 0.9109 |
247
+ | No log | 5.9394 | 392 | 0.9005 | 0.5165 | 0.9005 | 0.9489 |
248
+ | No log | 5.9697 | 394 | 0.9272 | 0.5057 | 0.9272 | 0.9629 |
249
+ | No log | 6.0 | 396 | 0.8708 | 0.4912 | 0.8708 | 0.9332 |
250
+ | No log | 6.0303 | 398 | 0.8733 | 0.4465 | 0.8733 | 0.9345 |
251
+ | No log | 6.0606 | 400 | 0.9256 | 0.4507 | 0.9256 | 0.9621 |
252
+ | No log | 6.0909 | 402 | 1.0604 | 0.4341 | 1.0604 | 1.0298 |
253
+ | No log | 6.1212 | 404 | 1.1606 | 0.4100 | 1.1606 | 1.0773 |
254
+ | No log | 6.1515 | 406 | 1.0830 | 0.4103 | 1.0830 | 1.0407 |
255
+ | No log | 6.1818 | 408 | 0.9245 | 0.3551 | 0.9245 | 0.9615 |
256
+ | No log | 6.2121 | 410 | 0.8827 | 0.2744 | 0.8827 | 0.9395 |
257
+ | No log | 6.2424 | 412 | 0.8740 | 0.2744 | 0.8740 | 0.9349 |
258
+ | No log | 6.2727 | 414 | 0.8947 | 0.4143 | 0.8947 | 0.9459 |
259
+ | No log | 6.3030 | 416 | 0.9035 | 0.4465 | 0.9035 | 0.9505 |
260
+ | No log | 6.3333 | 418 | 0.9062 | 0.4575 | 0.9062 | 0.9519 |
261
+ | No log | 6.3636 | 420 | 0.9015 | 0.4575 | 0.9015 | 0.9495 |
262
+ | No log | 6.3939 | 422 | 0.8327 | 0.4476 | 0.8327 | 0.9125 |
263
+ | No log | 6.4242 | 424 | 0.7989 | 0.4759 | 0.7989 | 0.8938 |
264
+ | No log | 6.4545 | 426 | 0.8145 | 0.5221 | 0.8145 | 0.9025 |
265
+ | No log | 6.4848 | 428 | 0.8703 | 0.5067 | 0.8703 | 0.9329 |
266
+ | No log | 6.5152 | 430 | 0.9603 | 0.4255 | 0.9603 | 0.9799 |
267
+ | No log | 6.5455 | 432 | 1.0774 | 0.4241 | 1.0774 | 1.0380 |
268
+ | No log | 6.5758 | 434 | 1.0364 | 0.4222 | 1.0364 | 1.0180 |
269
+ | No log | 6.6061 | 436 | 0.8935 | 0.3285 | 0.8935 | 0.9452 |
270
+ | No log | 6.6364 | 438 | 0.8629 | 0.3129 | 0.8629 | 0.9289 |
271
+ | No log | 6.6667 | 440 | 0.8399 | 0.3403 | 0.8399 | 0.9165 |
272
+ | No log | 6.6970 | 442 | 0.8351 | 0.3071 | 0.8351 | 0.9138 |
273
+ | No log | 6.7273 | 444 | 0.8731 | 0.2842 | 0.8731 | 0.9344 |
274
+ | No log | 6.7576 | 446 | 0.9103 | 0.2287 | 0.9103 | 0.9541 |
275
+ | No log | 6.7879 | 448 | 0.8927 | 0.2721 | 0.8927 | 0.9448 |
276
+ | No log | 6.8182 | 450 | 0.8730 | 0.3878 | 0.8730 | 0.9343 |
277
+ | No log | 6.8485 | 452 | 0.8658 | 0.4062 | 0.8658 | 0.9305 |
278
+ | No log | 6.8788 | 454 | 0.8700 | 0.3878 | 0.8700 | 0.9327 |
279
+ | No log | 6.9091 | 456 | 0.8736 | 0.2865 | 0.8736 | 0.9347 |
280
+ | No log | 6.9394 | 458 | 0.9303 | 0.2487 | 0.9303 | 0.9645 |
281
+ | No log | 6.9697 | 460 | 0.9527 | 0.3196 | 0.9527 | 0.9761 |
282
+ | No log | 7.0 | 462 | 0.8717 | 0.2814 | 0.8717 | 0.9336 |
283
+ | No log | 7.0303 | 464 | 0.8225 | 0.4346 | 0.8225 | 0.9069 |
284
+ | No log | 7.0606 | 466 | 0.8294 | 0.4625 | 0.8294 | 0.9107 |
285
+ | No log | 7.0909 | 468 | 0.8308 | 0.4186 | 0.8308 | 0.9115 |
286
+ | No log | 7.1212 | 470 | 0.9621 | 0.4464 | 0.9621 | 0.9809 |
287
+ | No log | 7.1515 | 472 | 1.0293 | 0.4767 | 1.0293 | 1.0146 |
288
+ | No log | 7.1818 | 474 | 0.9369 | 0.4310 | 0.9369 | 0.9680 |
289
+ | No log | 7.2121 | 476 | 0.8010 | 0.3697 | 0.8010 | 0.8950 |
290
+ | No log | 7.2424 | 478 | 0.7780 | 0.3816 | 0.7780 | 0.8821 |
291
+ | No log | 7.2727 | 480 | 0.7889 | 0.4304 | 0.7889 | 0.8882 |
292
+ | No log | 7.3030 | 482 | 0.8469 | 0.3728 | 0.8469 | 0.9203 |
293
+ | No log | 7.3333 | 484 | 0.9643 | 0.4212 | 0.9643 | 0.9820 |
294
+ | No log | 7.3636 | 486 | 1.1608 | 0.4226 | 1.1608 | 1.0774 |
295
+ | No log | 7.3939 | 488 | 1.2320 | 0.4332 | 1.2320 | 1.1100 |
296
+ | No log | 7.4242 | 490 | 1.0890 | 0.4765 | 1.0890 | 1.0436 |
297
+ | No log | 7.4545 | 492 | 0.8467 | 0.4499 | 0.8467 | 0.9202 |
298
+ | No log | 7.4848 | 494 | 0.7560 | 0.4019 | 0.7560 | 0.8695 |
299
+ | No log | 7.5152 | 496 | 0.7563 | 0.3730 | 0.7563 | 0.8697 |
300
+ | No log | 7.5455 | 498 | 0.7556 | 0.4143 | 0.7556 | 0.8693 |
301
+ | 0.3178 | 7.5758 | 500 | 0.8398 | 0.3570 | 0.8398 | 0.9164 |
302
+ | 0.3178 | 7.6061 | 502 | 1.0663 | 0.4216 | 1.0663 | 1.0326 |
303
+ | 0.3178 | 7.6364 | 504 | 1.2037 | 0.4243 | 1.2037 | 1.0971 |
304
+ | 0.3178 | 7.6667 | 506 | 1.2128 | 0.4243 | 1.2128 | 1.1013 |
305
+ | 0.3178 | 7.6970 | 508 | 1.0744 | 0.4226 | 1.0744 | 1.0365 |
306
+ | 0.3178 | 7.7273 | 510 | 0.9107 | 0.4170 | 0.9107 | 0.9543 |
307
+ | 0.3178 | 7.7576 | 512 | 0.8419 | 0.3628 | 0.8419 | 0.9176 |
308
+ | 0.3178 | 7.7879 | 514 | 0.8462 | 0.3347 | 0.8462 | 0.9199 |
309
+ | 0.3178 | 7.8182 | 516 | 0.8760 | 0.2942 | 0.8760 | 0.9360 |
310
+ | 0.3178 | 7.8485 | 518 | 0.8786 | 0.2623 | 0.8786 | 0.9374 |
311
+ | 0.3178 | 7.8788 | 520 | 0.8764 | 0.2647 | 0.8764 | 0.9362 |
312
+ | 0.3178 | 7.9091 | 522 | 0.8786 | 0.4102 | 0.8786 | 0.9373 |
313
+ | 0.3178 | 7.9394 | 524 | 0.8409 | 0.4634 | 0.8409 | 0.9170 |
314
+ | 0.3178 | 7.9697 | 526 | 0.8191 | 0.5213 | 0.8191 | 0.9051 |
315
+ | 0.3178 | 8.0 | 528 | 0.8498 | 0.4736 | 0.8498 | 0.9218 |
316
+ | 0.3178 | 8.0303 | 530 | 0.9267 | 0.4005 | 0.9267 | 0.9627 |
317
+ | 0.3178 | 8.0606 | 532 | 0.8856 | 0.4186 | 0.8856 | 0.9411 |
318
+ | 0.3178 | 8.0909 | 534 | 0.8330 | 0.4957 | 0.8330 | 0.9127 |
319
+ | 0.3178 | 8.1212 | 536 | 0.8257 | 0.3981 | 0.8257 | 0.9087 |
320
+ | 0.3178 | 8.1515 | 538 | 0.8201 | 0.3367 | 0.8201 | 0.9056 |
321
+ | 0.3178 | 8.1818 | 540 | 0.8132 | 0.4295 | 0.8132 | 0.9018 |
322
+ | 0.3178 | 8.2121 | 542 | 0.8163 | 0.4321 | 0.8163 | 0.9035 |
323
+ | 0.3178 | 8.2424 | 544 | 0.8312 | 0.3602 | 0.8312 | 0.9117 |
324
+ | 0.3178 | 8.2727 | 546 | 0.8747 | 0.4884 | 0.8747 | 0.9352 |
325
+ | 0.3178 | 8.3030 | 548 | 0.8750 | 0.4776 | 0.8750 | 0.9354 |
326
+ | 0.3178 | 8.3333 | 550 | 0.8593 | 0.4102 | 0.8593 | 0.9270 |
327
+ | 0.3178 | 8.3636 | 552 | 0.8457 | 0.3839 | 0.8457 | 0.9196 |
328
+ | 0.3178 | 8.3939 | 554 | 0.8367 | 0.3505 | 0.8367 | 0.9147 |
329
+ | 0.3178 | 8.4242 | 556 | 0.8444 | 0.4115 | 0.8444 | 0.9189 |
330
+ | 0.3178 | 8.4545 | 558 | 0.8248 | 0.3717 | 0.8248 | 0.9082 |
331
+ | 0.3178 | 8.4848 | 560 | 0.8506 | 0.4115 | 0.8506 | 0.9223 |
332
+ | 0.3178 | 8.5152 | 562 | 0.9297 | 0.3710 | 0.9297 | 0.9642 |
333
+ | 0.3178 | 8.5455 | 564 | 1.0109 | 0.3845 | 1.0109 | 1.0054 |
334
+ | 0.3178 | 8.5758 | 566 | 1.0351 | 0.3954 | 1.0351 | 1.0174 |
335
+ | 0.3178 | 8.6061 | 568 | 1.0438 | 0.4222 | 1.0438 | 1.0217 |
336
+ | 0.3178 | 8.6364 | 570 | 0.9493 | 0.3596 | 0.9493 | 0.9743 |
337
+ | 0.3178 | 8.6667 | 572 | 0.9444 | 0.2929 | 0.9444 | 0.9718 |
338
+ | 0.3178 | 8.6970 | 574 | 0.9997 | 0.3026 | 0.9997 | 0.9999 |
339
+ | 0.3178 | 8.7273 | 576 | 1.0304 | 0.3812 | 1.0304 | 1.0151 |
340
+ | 0.3178 | 8.7576 | 578 | 0.9842 | 0.4482 | 0.9842 | 0.9921 |
341
+ | 0.3178 | 8.7879 | 580 | 0.9375 | 0.4268 | 0.9375 | 0.9682 |
342
+ | 0.3178 | 8.8182 | 582 | 0.8594 | 0.4289 | 0.8593 | 0.9270 |
343
+ | 0.3178 | 8.8485 | 584 | 0.8447 | 0.4534 | 0.8447 | 0.9191 |
344
+ | 0.3178 | 8.8788 | 586 | 0.8706 | 0.3931 | 0.8706 | 0.9330 |
345
+ | 0.3178 | 8.9091 | 588 | 0.9329 | 0.4823 | 0.9329 | 0.9659 |
346
+ | 0.3178 | 8.9394 | 590 | 0.9211 | 0.3788 | 0.9211 | 0.9597 |
347
+ | 0.3178 | 8.9697 | 592 | 0.9389 | 0.4143 | 0.9389 | 0.9690 |
348
+ | 0.3178 | 9.0 | 594 | 0.9385 | 0.3108 | 0.9385 | 0.9688 |
349
+ | 0.3178 | 9.0303 | 596 | 0.9311 | 0.3474 | 0.9311 | 0.9650 |
350
+ | 0.3178 | 9.0606 | 598 | 0.9648 | 0.3108 | 0.9648 | 0.9823 |
351
+ | 0.3178 | 9.0909 | 600 | 0.9539 | 0.3108 | 0.9539 | 0.9767 |
352
+ | 0.3178 | 9.1212 | 602 | 0.9500 | 0.3474 | 0.9500 | 0.9747 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
353
 
354
 
355
  ### Framework versions