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ht-stmini-cls-v6_ftis_noPretrain-msm-pos

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End of training

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README.md CHANGED
@@ -16,9 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.0729
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- - Accuracy: 0.9326
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- - Macro F1: 0.8250
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  ## Model description
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@@ -50,170 +50,207 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
- | 33.0066 | 0.0014 | 183 | 28.9941 | 0.1277 | 0.0481 |
54
- | 11.1343 | 1.0014 | 366 | 78.2820 | 0.3181 | 0.0803 |
55
- | 6.8288 | 2.0013 | 549 | 102.8325 | 0.4972 | 0.1243 |
56
- | 5.6931 | 3.0013 | 732 | 129.0265 | 0.5510 | 0.1337 |
57
- | 4.8612 | 4.0013 | 915 | 89.1424 | 0.5718 | 0.1392 |
58
- | 4.4996 | 5.0013 | 1098 | 58.6911 | 0.5882 | 0.1498 |
59
- | 3.6078 | 6.0013 | 1281 | 45.3883 | 0.6053 | 0.1553 |
60
- | 3.3073 | 7.0013 | 1464 | 36.1961 | 0.5959 | 0.1596 |
61
- | 3.0631 | 8.0013 | 1647 | 30.5549 | 0.6024 | 0.1695 |
62
- | 2.8203 | 9.0013 | 1830 | 23.8463 | 0.6013 | 0.1645 |
63
- | 2.6434 | 10.0013 | 2013 | 18.6308 | 0.6354 | 0.1866 |
64
- | 2.6342 | 11.0013 | 2196 | 17.4276 | 0.6166 | 0.1871 |
65
- | 2.5348 | 12.0013 | 2379 | 13.3924 | 0.6419 | 0.2128 |
66
- | 2.4277 | 13.0013 | 2562 | 13.6010 | 0.6523 | 0.2217 |
67
- | 2.3344 | 14.0013 | 2745 | 13.5092 | 0.6565 | 0.2485 |
68
- | 2.2074 | 15.0012 | 2928 | 10.3846 | 0.6691 | 0.2554 |
69
- | 2.1947 | 16.0012 | 3111 | 10.1984 | 0.6891 | 0.2803 |
70
- | 2.1364 | 17.0012 | 3294 | 9.6411 | 0.7135 | 0.2984 |
71
- | 2.0875 | 18.0012 | 3477 | 9.3521 | 0.7179 | 0.3227 |
72
- | 1.8428 | 19.0012 | 3660 | 8.3752 | 0.7260 | 0.3203 |
73
- | 1.8182 | 20.0012 | 3843 | 8.7405 | 0.7333 | 0.3632 |
74
- | 1.7718 | 21.0012 | 4026 | 9.7411 | 0.7347 | 0.3594 |
75
- | 1.6555 | 22.0012 | 4209 | 8.9251 | 0.7403 | 0.3659 |
76
- | 1.629 | 23.0012 | 4392 | 8.3350 | 0.7558 | 0.4155 |
77
- | 1.5322 | 24.0012 | 4575 | 8.2890 | 0.7664 | 0.4299 |
78
- | 1.5162 | 25.0012 | 4758 | 9.4102 | 0.7580 | 0.4335 |
79
- | 1.398 | 26.0012 | 4941 | 8.7786 | 0.7690 | 0.4423 |
80
- | 1.4555 | 27.0012 | 5124 | 9.0446 | 0.7713 | 0.4354 |
81
- | 1.3793 | 28.0012 | 5307 | 9.3544 | 0.7591 | 0.4532 |
82
- | 1.4261 | 29.0011 | 5490 | 8.5091 | 0.7867 | 0.4821 |
83
- | 1.1456 | 30.0011 | 5673 | 9.7924 | 0.7808 | 0.4818 |
84
- | 1.118 | 31.0011 | 5856 | 10.4816 | 0.7568 | 0.4466 |
85
- | 1.1135 | 32.0011 | 6039 | 12.4731 | 0.7909 | 0.4956 |
86
- | 1.0627 | 33.0011 | 6222 | 13.0584 | 0.8033 | 0.5051 |
87
- | 1.0394 | 34.0011 | 6405 | 12.3441 | 0.8059 | 0.4985 |
88
- | 0.9104 | 35.0011 | 6588 | 13.6528 | 0.8028 | 0.5094 |
89
- | 0.8938 | 36.0011 | 6771 | 15.0621 | 0.7946 | 0.5053 |
90
- | 0.8979 | 37.0011 | 6954 | 14.1666 | 0.8258 | 0.5458 |
91
- | 0.8241 | 38.0011 | 7137 | 15.9922 | 0.8326 | 0.5485 |
92
- | 0.7994 | 39.0011 | 7320 | 17.9586 | 0.8283 | 0.5431 |
93
- | 0.7104 | 40.0011 | 7503 | 16.1515 | 0.8312 | 0.5600 |
94
- | 0.7211 | 41.0011 | 7686 | 18.6898 | 0.8363 | 0.5792 |
95
- | 0.6156 | 42.0010 | 7869 | 19.5428 | 0.8461 | 0.5864 |
96
- | 0.5766 | 43.0010 | 8052 | 19.5202 | 0.8475 | 0.5989 |
97
- | 0.615 | 44.0010 | 8235 | 16.5659 | 0.8472 | 0.5875 |
98
- | 0.5782 | 45.0010 | 8418 | 21.9991 | 0.8586 | 0.6189 |
99
- | 0.5163 | 46.0010 | 8601 | 18.3148 | 0.8668 | 0.6283 |
100
- | 0.4732 | 47.0010 | 8784 | 18.2023 | 0.8695 | 0.6385 |
101
- | 0.4534 | 48.0010 | 8967 | 20.0157 | 0.8664 | 0.6347 |
102
- | 0.4556 | 49.0010 | 9150 | 16.2393 | 0.8717 | 0.6438 |
103
- | 0.4393 | 50.0010 | 9333 | 17.8171 | 0.8775 | 0.6585 |
104
- | 0.3702 | 51.0010 | 9516 | 15.7624 | 0.8779 | 0.6617 |
105
- | 0.3369 | 52.0010 | 9699 | 16.2056 | 0.8741 | 0.6658 |
106
- | 0.371 | 53.0010 | 9882 | 13.4575 | 0.8850 | 0.6798 |
107
- | 0.3398 | 54.0010 | 10065 | 14.7072 | 0.8805 | 0.6754 |
108
- | 0.3107 | 55.0010 | 10248 | 12.3093 | 0.8856 | 0.6857 |
109
- | 0.3234 | 56.0009 | 10431 | 10.9512 | 0.8858 | 0.6826 |
110
- | 0.2741 | 57.0009 | 10614 | 13.8298 | 0.8889 | 0.6861 |
111
- | 0.2571 | 58.0009 | 10797 | 10.0751 | 0.8919 | 0.6967 |
112
- | 0.268 | 59.0009 | 10980 | 8.5677 | 0.8855 | 0.6871 |
113
- | 0.2458 | 60.0009 | 11163 | 8.1748 | 0.8894 | 0.6965 |
114
- | 0.2293 | 61.0009 | 11346 | 8.1445 | 0.8961 | 0.7094 |
115
- | 0.2412 | 62.0009 | 11529 | 7.2570 | 0.8948 | 0.7045 |
116
- | 0.2142 | 63.0009 | 11712 | 6.1374 | 0.8961 | 0.7157 |
117
- | 0.1982 | 64.0009 | 11895 | 6.4198 | 0.8963 | 0.7140 |
118
- | 0.2066 | 65.0009 | 12078 | 5.1981 | 0.9008 | 0.7237 |
119
- | 0.1983 | 66.0009 | 12261 | 5.0489 | 0.9035 | 0.7255 |
120
- | 0.1839 | 67.0009 | 12444 | 5.2241 | 0.8982 | 0.7207 |
121
- | 0.1877 | 68.0009 | 12627 | 4.2456 | 0.9041 | 0.7305 |
122
- | 0.1762 | 69.0008 | 12810 | 4.0758 | 0.9062 | 0.7322 |
123
- | 0.1576 | 70.0008 | 12993 | 3.8500 | 0.9089 | 0.7420 |
124
- | 0.1634 | 71.0008 | 13176 | 3.2246 | 0.9079 | 0.7438 |
125
- | 0.1459 | 72.0008 | 13359 | 2.8425 | 0.9093 | 0.7512 |
126
- | 0.1426 | 73.0008 | 13542 | 3.0715 | 0.9118 | 0.7526 |
127
- | 0.1308 | 74.0008 | 13725 | 2.6295 | 0.9116 | 0.7528 |
128
- | 0.1312 | 75.0008 | 13908 | 2.5167 | 0.9065 | 0.7486 |
129
- | 0.1259 | 76.0008 | 14091 | 2.3257 | 0.9136 | 0.7559 |
130
- | 0.1205 | 77.0008 | 14274 | 2.1471 | 0.9137 | 0.7553 |
131
- | 0.1161 | 78.0008 | 14457 | 2.2904 | 0.9138 | 0.7615 |
132
- | 0.1152 | 79.0008 | 14640 | 1.9268 | 0.9146 | 0.7634 |
133
- | 0.1195 | 80.0008 | 14823 | 2.0473 | 0.9129 | 0.7588 |
134
- | 0.1013 | 81.0008 | 15006 | 2.3733 | 0.9126 | 0.7649 |
135
- | 0.11 | 82.0007 | 15189 | 1.9859 | 0.9158 | 0.7670 |
136
- | 0.0963 | 83.0007 | 15372 | 1.8979 | 0.9105 | 0.7634 |
137
- | 0.1093 | 84.0007 | 15555 | 1.9596 | 0.9151 | 0.7739 |
138
- | 0.0935 | 85.0007 | 15738 | 1.7822 | 0.9211 | 0.7791 |
139
- | 0.0972 | 86.0007 | 15921 | 1.7814 | 0.9213 | 0.7783 |
140
- | 0.0905 | 87.0007 | 16104 | 1.5859 | 0.9200 | 0.7782 |
141
- | 0.0903 | 88.0007 | 16287 | 1.8738 | 0.9152 | 0.7738 |
142
- | 0.095 | 89.0007 | 16470 | 1.8052 | 0.9147 | 0.7716 |
143
- | 0.082 | 90.0007 | 16653 | 1.7191 | 0.9158 | 0.7767 |
144
- | 0.0743 | 91.0007 | 16836 | 1.6819 | 0.9237 | 0.7839 |
145
- | 0.0894 | 92.0007 | 17019 | 1.5637 | 0.9164 | 0.7794 |
146
- | 0.0836 | 93.0007 | 17202 | 1.6113 | 0.9202 | 0.7846 |
147
- | 0.0665 | 94.0007 | 17385 | 1.3876 | 0.9168 | 0.7800 |
148
- | 0.0783 | 95.0007 | 17568 | 1.3656 | 0.9212 | 0.7974 |
149
- | 0.0831 | 96.0006 | 17751 | 1.4816 | 0.9181 | 0.7824 |
150
- | 0.0753 | 97.0006 | 17934 | 1.4351 | 0.9193 | 0.7816 |
151
- | 0.0737 | 98.0006 | 18117 | 1.4159 | 0.9187 | 0.7861 |
152
- | 0.0691 | 99.0006 | 18300 | 1.4085 | 0.9173 | 0.7829 |
153
- | 0.0637 | 100.0006 | 18483 | 1.2294 | 0.9262 | 0.7951 |
154
- | 0.0604 | 101.0006 | 18666 | 1.2872 | 0.9237 | 0.7962 |
155
- | 0.0609 | 102.0006 | 18849 | 1.3586 | 0.9244 | 0.7972 |
156
- | 0.0626 | 103.0006 | 19032 | 1.3484 | 0.9200 | 0.7895 |
157
- | 0.0604 | 104.0006 | 19215 | 1.3194 | 0.9242 | 0.7913 |
158
- | 0.0651 | 105.0006 | 19398 | 1.3994 | 0.9208 | 0.7917 |
159
- | 0.0571 | 106.0006 | 19581 | 1.3560 | 0.9229 | 0.8003 |
160
- | 0.0567 | 107.0006 | 19764 | 1.3682 | 0.9266 | 0.7979 |
161
- | 0.0635 | 108.0006 | 19947 | 1.2841 | 0.9244 | 0.7948 |
162
- | 0.0579 | 109.0005 | 20130 | 1.2499 | 0.9199 | 0.7948 |
163
- | 0.0519 | 110.0005 | 20313 | 1.3855 | 0.9151 | 0.7885 |
164
- | 0.0575 | 111.0005 | 20496 | 1.3515 | 0.9249 | 0.8010 |
165
- | 0.0582 | 112.0005 | 20679 | 1.2504 | 0.9305 | 0.8073 |
166
- | 0.0536 | 113.0005 | 20862 | 1.3098 | 0.9155 | 0.7848 |
167
- | 0.0529 | 114.0005 | 21045 | 1.2883 | 0.9249 | 0.7982 |
168
- | 0.0547 | 115.0005 | 21228 | 1.2288 | 0.9263 | 0.8100 |
169
- | 0.0567 | 116.0005 | 21411 | 1.2484 | 0.9238 | 0.7952 |
170
- | 0.0557 | 117.0005 | 21594 | 1.2555 | 0.9262 | 0.8022 |
171
- | 0.0506 | 118.0005 | 21777 | 1.1636 | 0.9260 | 0.8064 |
172
- | 0.0499 | 119.0005 | 21960 | 1.2017 | 0.9266 | 0.7986 |
173
- | 0.0496 | 120.0005 | 22143 | 1.1805 | 0.9270 | 0.8064 |
174
- | 0.0485 | 121.0005 | 22326 | 1.1518 | 0.9320 | 0.8139 |
175
- | 0.043 | 122.0005 | 22509 | 1.2173 | 0.9298 | 0.8094 |
176
- | 0.0462 | 123.0004 | 22692 | 1.2900 | 0.9277 | 0.8029 |
177
- | 0.0446 | 124.0004 | 22875 | 1.0684 | 0.9319 | 0.8134 |
178
- | 0.0404 | 125.0004 | 23058 | 1.2660 | 0.9251 | 0.8102 |
179
- | 0.0442 | 126.0004 | 23241 | 1.1452 | 0.9300 | 0.8079 |
180
- | 0.0474 | 127.0004 | 23424 | 1.1620 | 0.9275 | 0.8101 |
181
- | 0.0458 | 128.0004 | 23607 | 1.2680 | 0.9204 | 0.8035 |
182
- | 0.0424 | 129.0004 | 23790 | 1.0869 | 0.9299 | 0.8165 |
183
- | 0.0443 | 130.0004 | 23973 | 1.1968 | 0.9294 | 0.8137 |
184
- | 0.0408 | 131.0004 | 24156 | 1.0853 | 0.9297 | 0.8152 |
185
- | 0.0395 | 132.0004 | 24339 | 1.2921 | 0.9202 | 0.7981 |
186
- | 0.0437 | 133.0004 | 24522 | 1.1411 | 0.9272 | 0.8157 |
187
- | 0.0395 | 134.0004 | 24705 | 1.1747 | 0.9304 | 0.8140 |
188
- | 0.0403 | 135.0004 | 24888 | 1.2004 | 0.9291 | 0.8156 |
189
- | 0.0399 | 136.0003 | 25071 | 1.1811 | 0.9294 | 0.8123 |
190
- | 0.0445 | 137.0003 | 25254 | 1.1537 | 0.9276 | 0.8083 |
191
- | 0.0378 | 138.0003 | 25437 | 1.0813 | 0.9289 | 0.8122 |
192
- | 0.0433 | 139.0003 | 25620 | 1.2047 | 0.9278 | 0.8080 |
193
- | 0.0346 | 140.0003 | 25803 | 1.1242 | 0.9303 | 0.8143 |
194
- | 0.0345 | 141.0003 | 25986 | 1.2306 | 0.9218 | 0.8118 |
195
- | 0.0368 | 142.0003 | 26169 | 1.1907 | 0.9270 | 0.8176 |
196
- | 0.0341 | 143.0003 | 26352 | 1.1001 | 0.9326 | 0.8250 |
197
- | 0.0388 | 144.0003 | 26535 | 1.1829 | 0.9266 | 0.8150 |
198
- | 0.0328 | 145.0003 | 26718 | 1.1795 | 0.9263 | 0.8098 |
199
- | 0.0321 | 146.0003 | 26901 | 1.0789 | 0.9314 | 0.8191 |
200
- | 0.0351 | 147.0003 | 27084 | 1.0805 | 0.9277 | 0.8136 |
201
- | 0.035 | 148.0003 | 27267 | 1.1429 | 0.9326 | 0.8216 |
202
- | 0.0341 | 149.0003 | 27450 | 1.2454 | 0.9242 | 0.8121 |
203
- | 0.0344 | 150.0002 | 27633 | 1.1290 | 0.9285 | 0.8215 |
204
- | 0.0402 | 151.0002 | 27816 | 1.1240 | 0.9317 | 0.8233 |
205
- | 0.0332 | 152.0002 | 27999 | 1.0537 | 0.9325 | 0.8182 |
206
- | 0.035 | 153.0002 | 28182 | 1.0829 | 0.9281 | 0.8166 |
207
- | 0.0321 | 154.0002 | 28365 | 1.1237 | 0.9295 | 0.8176 |
208
- | 0.0334 | 155.0002 | 28548 | 1.0779 | 0.9289 | 0.8177 |
209
- | 0.0339 | 156.0002 | 28731 | 1.0957 | 0.9318 | 0.8203 |
210
- | 0.0331 | 157.0002 | 28914 | 1.0895 | 0.9303 | 0.8227 |
211
- | 0.03 | 158.0002 | 29097 | 1.1288 | 0.9303 | 0.8185 |
212
- | 0.0308 | 159.0002 | 29280 | 1.1646 | 0.9264 | 0.8154 |
213
- | 0.0311 | 160.0002 | 29463 | 1.2146 | 0.9254 | 0.8092 |
214
- | 0.0311 | 161.0002 | 29646 | 1.2291 | 0.9312 | 0.8179 |
215
- | 0.0281 | 162.0002 | 29829 | 1.1141 | 0.9302 | 0.8222 |
216
- | 0.0324 | 163.0001 | 30012 | 1.2234 | 0.9281 | 0.8207 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
16
 
17
  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 1.8172
20
+ - Accuracy: 0.8925
21
+ - Macro F1: 0.7511
22
 
23
  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
+ | 59.3464 | 0.0013 | 169 | 38.9204 | 0.0790 | 0.0371 |
54
+ | 25.3687 | 1.0012 | 338 | 95.5343 | 0.1876 | 0.0584 |
55
+ | 7.8147 | 2.0012 | 507 | 195.3371 | 0.4964 | 0.1235 |
56
+ | 6.8891 | 3.0012 | 676 | 191.6926 | 0.5398 | 0.1325 |
57
+ | 6.2177 | 4.0012 | 845 | 216.1844 | 0.5697 | 0.1383 |
58
+ | 5.4678 | 5.0012 | 1014 | 189.3503 | 0.5881 | 0.1441 |
59
+ | 4.9594 | 6.0012 | 1183 | 137.5813 | 0.5951 | 0.1504 |
60
+ | 4.1078 | 7.0012 | 1352 | 94.4770 | 0.6093 | 0.1529 |
61
+ | 3.5533 | 8.0012 | 1521 | 64.6198 | 0.6143 | 0.1643 |
62
+ | 3.2608 | 9.0012 | 1690 | 45.8943 | 0.6192 | 0.1693 |
63
+ | 2.9641 | 10.0012 | 1859 | 39.1380 | 0.6195 | 0.1724 |
64
+ | 2.7522 | 11.0012 | 2028 | 33.9856 | 0.6396 | 0.1836 |
65
+ | 2.7176 | 12.0012 | 2197 | 29.4991 | 0.6150 | 0.1799 |
66
+ | 2.5893 | 13.0012 | 2366 | 22.8487 | 0.6356 | 0.2027 |
67
+ | 2.457 | 14.0012 | 2535 | 19.0762 | 0.6483 | 0.2075 |
68
+ | 2.4692 | 15.0011 | 2704 | 16.5434 | 0.6498 | 0.2202 |
69
+ | 2.309 | 16.0011 | 2873 | 14.8761 | 0.6640 | 0.2347 |
70
+ | 2.3723 | 17.0011 | 3042 | 12.4455 | 0.6624 | 0.2501 |
71
+ | 2.2035 | 18.0011 | 3211 | 12.1223 | 0.6490 | 0.2582 |
72
+ | 2.1096 | 19.0011 | 3380 | 12.5485 | 0.6854 | 0.2777 |
73
+ | 1.9845 | 20.0011 | 3549 | 10.0986 | 0.6758 | 0.2975 |
74
+ | 1.9108 | 21.0011 | 3718 | 10.0700 | 0.6911 | 0.3001 |
75
+ | 1.9174 | 22.0011 | 3887 | 6.9076 | 0.7244 | 0.3483 |
76
+ | 1.8328 | 23.0011 | 4056 | 9.2308 | 0.7231 | 0.3387 |
77
+ | 1.6883 | 24.0011 | 4225 | 7.6798 | 0.7277 | 0.3699 |
78
+ | 1.6764 | 25.0011 | 4394 | 7.3750 | 0.7291 | 0.3764 |
79
+ | 1.5494 | 26.0011 | 4563 | 7.9343 | 0.7419 | 0.3963 |
80
+ | 1.4642 | 27.0011 | 4732 | 10.0410 | 0.7604 | 0.4199 |
81
+ | 1.3226 | 28.0010 | 4901 | 7.8654 | 0.7586 | 0.4226 |
82
+ | 1.3147 | 29.0010 | 5070 | 9.4925 | 0.7783 | 0.4468 |
83
+ | 1.2191 | 30.0010 | 5239 | 9.3531 | 0.7751 | 0.4472 |
84
+ | 1.2129 | 31.0010 | 5408 | 9.6055 | 0.7794 | 0.4657 |
85
+ | 1.1316 | 32.0010 | 5577 | 9.9082 | 0.7883 | 0.4837 |
86
+ | 1.1428 | 33.0010 | 5746 | 10.4082 | 0.7953 | 0.4963 |
87
+ | 1.086 | 34.0010 | 5915 | 10.5887 | 0.8013 | 0.5049 |
88
+ | 0.9935 | 35.0010 | 6084 | 9.5130 | 0.7909 | 0.4851 |
89
+ | 0.976 | 36.0010 | 6253 | 11.5568 | 0.7926 | 0.5008 |
90
+ | 0.9635 | 37.0010 | 6422 | 14.4823 | 0.8069 | 0.5124 |
91
+ | 0.8799 | 38.0010 | 6591 | 12.5622 | 0.7883 | 0.5165 |
92
+ | 0.9134 | 39.0010 | 6760 | 14.6331 | 0.8065 | 0.5279 |
93
+ | 0.7942 | 40.0010 | 6929 | 14.0959 | 0.8103 | 0.5368 |
94
+ | 0.7707 | 41.0010 | 7098 | 14.0539 | 0.7993 | 0.5011 |
95
+ | 0.7535 | 42.0009 | 7267 | 12.6058 | 0.8070 | 0.5297 |
96
+ | 0.6551 | 43.0009 | 7436 | 16.7901 | 0.8179 | 0.5502 |
97
+ | 0.6933 | 44.0009 | 7605 | 15.4039 | 0.8189 | 0.5602 |
98
+ | 0.6253 | 45.0009 | 7774 | 17.1676 | 0.8196 | 0.5664 |
99
+ | 0.5847 | 46.0009 | 7943 | 17.8274 | 0.8237 | 0.5642 |
100
+ | 0.5747 | 47.0009 | 8112 | 18.4719 | 0.8216 | 0.5661 |
101
+ | 0.5041 | 48.0009 | 8281 | 17.1367 | 0.8210 | 0.5588 |
102
+ | 0.5139 | 49.0009 | 8450 | 16.5208 | 0.8356 | 0.5884 |
103
+ | 0.4726 | 50.0009 | 8619 | 21.7155 | 0.8230 | 0.5779 |
104
+ | 0.4511 | 51.0009 | 8788 | 22.6982 | 0.8353 | 0.5928 |
105
+ | 0.4668 | 52.0009 | 8957 | 19.2348 | 0.8347 | 0.5851 |
106
+ | 0.3898 | 53.0009 | 9126 | 18.7129 | 0.8342 | 0.5923 |
107
+ | 0.3695 | 54.0009 | 9295 | 18.8422 | 0.8399 | 0.5990 |
108
+ | 0.3801 | 55.0008 | 9464 | 18.5114 | 0.8413 | 0.6028 |
109
+ | 0.3443 | 56.0008 | 9633 | 16.4898 | 0.8432 | 0.6050 |
110
+ | 0.3616 | 57.0008 | 9802 | 18.9793 | 0.8486 | 0.6226 |
111
+ | 0.3354 | 58.0008 | 9971 | 17.3367 | 0.8461 | 0.6132 |
112
+ | 0.3294 | 59.0008 | 10140 | 18.4233 | 0.8450 | 0.6191 |
113
+ | 0.3136 | 60.0008 | 10309 | 18.7376 | 0.8482 | 0.6177 |
114
+ | 0.2854 | 61.0008 | 10478 | 15.7951 | 0.8552 | 0.6289 |
115
+ | 0.2838 | 62.0008 | 10647 | 17.5900 | 0.8503 | 0.6238 |
116
+ | 0.2536 | 63.0008 | 10816 | 16.5078 | 0.8525 | 0.6307 |
117
+ | 0.2617 | 64.0008 | 10985 | 17.8552 | 0.8454 | 0.6350 |
118
+ | 0.2461 | 65.0008 | 11154 | 16.2489 | 0.8569 | 0.6432 |
119
+ | 0.237 | 66.0008 | 11323 | 12.4754 | 0.8532 | 0.6423 |
120
+ | 0.2176 | 67.0008 | 11492 | 10.9631 | 0.8579 | 0.6467 |
121
+ | 0.2119 | 68.0007 | 11661 | 13.9939 | 0.8601 | 0.6474 |
122
+ | 0.2068 | 69.0007 | 11830 | 12.4334 | 0.8532 | 0.6404 |
123
+ | 0.1956 | 70.0007 | 11999 | 14.0338 | 0.8593 | 0.6504 |
124
+ | 0.1878 | 71.0007 | 12168 | 11.7233 | 0.8602 | 0.6506 |
125
+ | 0.1875 | 72.0007 | 12337 | 10.3088 | 0.8642 | 0.6645 |
126
+ | 0.2062 | 73.0007 | 12506 | 9.0553 | 0.8611 | 0.6599 |
127
+ | 0.1822 | 74.0007 | 12675 | 7.1633 | 0.8624 | 0.6625 |
128
+ | 0.171 | 75.0007 | 12844 | 8.1621 | 0.8593 | 0.6589 |
129
+ | 0.165 | 76.0007 | 13013 | 7.7144 | 0.8647 | 0.6712 |
130
+ | 0.1602 | 77.0007 | 13182 | 8.1336 | 0.8627 | 0.6610 |
131
+ | 0.1586 | 78.0007 | 13351 | 6.4341 | 0.8619 | 0.6650 |
132
+ | 0.154 | 79.0007 | 13520 | 6.1606 | 0.8663 | 0.6677 |
133
+ | 0.1455 | 80.0007 | 13689 | 6.5879 | 0.8625 | 0.6630 |
134
+ | 0.1442 | 81.0007 | 13858 | 6.1570 | 0.8701 | 0.6782 |
135
+ | 0.1419 | 82.0006 | 14027 | 6.2919 | 0.8675 | 0.6719 |
136
+ | 0.1372 | 83.0006 | 14196 | 5.1177 | 0.8662 | 0.6750 |
137
+ | 0.1181 | 84.0006 | 14365 | 4.8350 | 0.8666 | 0.6795 |
138
+ | 0.1252 | 85.0006 | 14534 | 4.3481 | 0.8711 | 0.6811 |
139
+ | 0.1269 | 86.0006 | 14703 | 4.7319 | 0.8656 | 0.6819 |
140
+ | 0.123 | 87.0006 | 14872 | 4.7458 | 0.8714 | 0.6839 |
141
+ | 0.1278 | 88.0006 | 15041 | 3.9598 | 0.8708 | 0.6858 |
142
+ | 0.1122 | 89.0006 | 15210 | 3.5908 | 0.8754 | 0.6937 |
143
+ | 0.117 | 90.0006 | 15379 | 3.8412 | 0.8721 | 0.6865 |
144
+ | 0.1141 | 91.0006 | 15548 | 3.8014 | 0.8730 | 0.6889 |
145
+ | 0.1064 | 92.0006 | 15717 | 3.6323 | 0.8726 | 0.6889 |
146
+ | 0.1106 | 93.0006 | 15886 | 3.5584 | 0.8734 | 0.6908 |
147
+ | 0.1019 | 94.0006 | 16055 | 3.3942 | 0.8738 | 0.6897 |
148
+ | 0.0961 | 95.0005 | 16224 | 3.2197 | 0.8749 | 0.6961 |
149
+ | 0.0992 | 96.0005 | 16393 | 3.3110 | 0.8706 | 0.6976 |
150
+ | 0.1046 | 97.0005 | 16562 | 2.9395 | 0.8757 | 0.6981 |
151
+ | 0.0967 | 98.0005 | 16731 | 3.0819 | 0.8715 | 0.6927 |
152
+ | 0.0852 | 99.0005 | 16900 | 2.7328 | 0.8725 | 0.6929 |
153
+ | 0.0909 | 100.0005 | 17069 | 2.6428 | 0.8763 | 0.7052 |
154
+ | 0.0884 | 101.0005 | 17238 | 2.6717 | 0.8754 | 0.7019 |
155
+ | 0.0877 | 102.0005 | 17407 | 2.6857 | 0.8721 | 0.7029 |
156
+ | 0.0787 | 103.0005 | 17576 | 2.5938 | 0.8768 | 0.7032 |
157
+ | 0.0849 | 104.0005 | 17745 | 2.5608 | 0.8771 | 0.7090 |
158
+ | 0.08 | 105.0005 | 17914 | 2.5091 | 0.8756 | 0.6984 |
159
+ | 0.074 | 106.0005 | 18083 | 2.5128 | 0.8803 | 0.7063 |
160
+ | 0.0714 | 107.0005 | 18252 | 2.4161 | 0.8773 | 0.7068 |
161
+ | 0.0771 | 108.0005 | 18421 | 2.2031 | 0.8794 | 0.7094 |
162
+ | 0.0895 | 109.0004 | 18590 | 2.4464 | 0.8804 | 0.7163 |
163
+ | 0.0728 | 110.0004 | 18759 | 2.3420 | 0.8759 | 0.7125 |
164
+ | 0.0971 | 111.0004 | 18928 | 2.3484 | 0.8781 | 0.7017 |
165
+ | 0.0752 | 112.0004 | 19097 | 2.2271 | 0.8790 | 0.7178 |
166
+ | 0.067 | 113.0004 | 19266 | 2.4369 | 0.8765 | 0.7120 |
167
+ | 0.0741 | 114.0004 | 19435 | 2.2862 | 0.8777 | 0.7139 |
168
+ | 0.0738 | 115.0004 | 19604 | 2.2621 | 0.8785 | 0.7091 |
169
+ | 0.062 | 116.0004 | 19773 | 2.3678 | 0.8787 | 0.7111 |
170
+ | 0.0747 | 117.0004 | 19942 | 2.4907 | 0.8745 | 0.6961 |
171
+ | 0.0653 | 118.0004 | 20111 | 2.1874 | 0.8827 | 0.7161 |
172
+ | 0.0658 | 119.0004 | 20280 | 2.0325 | 0.8838 | 0.7217 |
173
+ | 0.0652 | 120.0004 | 20449 | 2.1266 | 0.8820 | 0.7156 |
174
+ | 0.0597 | 121.0004 | 20618 | 2.1654 | 0.8801 | 0.7149 |
175
+ | 0.0757 | 122.0003 | 20787 | 1.9499 | 0.8866 | 0.7287 |
176
+ | 0.0593 | 123.0003 | 20956 | 2.2619 | 0.8791 | 0.7118 |
177
+ | 0.0576 | 124.0003 | 21125 | 2.1054 | 0.8829 | 0.7184 |
178
+ | 0.0616 | 125.0003 | 21294 | 2.1809 | 0.8796 | 0.7182 |
179
+ | 0.0601 | 126.0003 | 21463 | 1.8629 | 0.8872 | 0.7277 |
180
+ | 0.0548 | 127.0003 | 21632 | 2.1090 | 0.8821 | 0.7166 |
181
+ | 0.0572 | 128.0003 | 21801 | 2.2149 | 0.8784 | 0.7153 |
182
+ | 0.0561 | 129.0003 | 21970 | 1.9411 | 0.8856 | 0.7303 |
183
+ | 0.0554 | 130.0003 | 22139 | 2.0311 | 0.8813 | 0.7183 |
184
+ | 0.0509 | 131.0003 | 22308 | 2.1824 | 0.8839 | 0.7188 |
185
+ | 0.0616 | 132.0003 | 22477 | 2.1547 | 0.8830 | 0.7189 |
186
+ | 0.0511 | 133.0003 | 22646 | 2.0628 | 0.8816 | 0.7195 |
187
+ | 0.0491 | 134.0003 | 22815 | 1.9718 | 0.8859 | 0.7266 |
188
+ | 0.0564 | 135.0003 | 22984 | 2.0992 | 0.8835 | 0.7223 |
189
+ | 0.0477 | 136.0002 | 23153 | 1.9783 | 0.8828 | 0.7216 |
190
+ | 0.049 | 137.0002 | 23322 | 2.1633 | 0.8851 | 0.7205 |
191
+ | 0.0448 | 138.0002 | 23491 | 2.0866 | 0.8815 | 0.7248 |
192
+ | 0.0508 | 139.0002 | 23660 | 2.2082 | 0.8861 | 0.7229 |
193
+ | 0.0561 | 140.0002 | 23829 | 2.0297 | 0.8831 | 0.7263 |
194
+ | 0.0476 | 141.0002 | 23998 | 2.1306 | 0.8822 | 0.7247 |
195
+ | 0.0562 | 142.0002 | 24167 | 2.2599 | 0.8819 | 0.7182 |
196
+ | 0.0433 | 143.0002 | 24336 | 2.0900 | 0.8846 | 0.7249 |
197
+ | 0.0454 | 144.0002 | 24505 | 2.0576 | 0.8852 | 0.7280 |
198
+ | 0.0439 | 145.0002 | 24674 | 1.9070 | 0.8861 | 0.7354 |
199
+ | 0.0427 | 146.0002 | 24843 | 1.9406 | 0.8859 | 0.7255 |
200
+ | 0.0435 | 147.0002 | 25012 | 1.8753 | 0.8858 | 0.7350 |
201
+ | 0.0386 | 148.0002 | 25181 | 2.0958 | 0.8831 | 0.7261 |
202
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203
+ | 0.0418 | 150.0001 | 25519 | 2.0721 | 0.8848 | 0.7228 |
204
+ | 0.0392 | 151.0001 | 25688 | 2.2118 | 0.8828 | 0.7232 |
205
+ | 0.0431 | 152.0001 | 25857 | 2.3609 | 0.8840 | 0.7200 |
206
+ | 0.0449 | 153.0001 | 26026 | 1.9814 | 0.8851 | 0.7302 |
207
+ | 0.0395 | 154.0001 | 26195 | 1.9841 | 0.8889 | 0.7342 |
208
+ | 0.0428 | 155.0001 | 26364 | 2.1003 | 0.8851 | 0.7314 |
209
+ | 0.0378 | 156.0001 | 26533 | 2.0011 | 0.8899 | 0.7357 |
210
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211
+ | 0.0369 | 158.0001 | 26871 | 2.1463 | 0.8817 | 0.7237 |
212
+ | 0.0381 | 159.0001 | 27040 | 1.8939 | 0.8891 | 0.7359 |
213
+ | 0.039 | 160.0001 | 27209 | 2.1339 | 0.8860 | 0.7280 |
214
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215
+ | 0.0357 | 162.0001 | 27547 | 1.9856 | 0.8894 | 0.7385 |
216
+ | 0.0388 | 163.0000 | 27716 | 1.8941 | 0.8889 | 0.7352 |
217
+ | 0.0405 | 164.0000 | 27885 | 2.1008 | 0.8845 | 0.7219 |
218
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219
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220
+ | 0.0353 | 167.0000 | 28392 | 1.9293 | 0.8882 | 0.7324 |
221
+ | 0.0344 | 168.0000 | 28561 | 1.8784 | 0.8889 | 0.7405 |
222
+ | 0.0327 | 168.0013 | 28730 | 1.8787 | 0.8903 | 0.7377 |
223
+ | 0.032 | 169.0013 | 28899 | 2.2492 | 0.8857 | 0.7300 |
224
+ | 0.0348 | 170.0012 | 29068 | 2.1504 | 0.8874 | 0.7359 |
225
+ | 0.0377 | 171.0012 | 29237 | 2.1245 | 0.8897 | 0.7373 |
226
+ | 0.0343 | 172.0012 | 29406 | 1.9574 | 0.8892 | 0.7370 |
227
+ | 0.0337 | 173.0012 | 29575 | 1.9612 | 0.8885 | 0.7381 |
228
+ | 0.0375 | 174.0012 | 29744 | 2.0124 | 0.8905 | 0.7427 |
229
+ | 0.0314 | 175.0012 | 29913 | 2.0747 | 0.8893 | 0.7352 |
230
+ | 0.0328 | 176.0012 | 30082 | 2.0896 | 0.8876 | 0.7319 |
231
+ | 0.0313 | 177.0012 | 30251 | 1.9872 | 0.8885 | 0.7355 |
232
+ | 0.0325 | 178.0012 | 30420 | 2.3101 | 0.8868 | 0.7323 |
233
+ | 0.0323 | 179.0012 | 30589 | 1.8263 | 0.8925 | 0.7511 |
234
+ | 0.0368 | 180.0012 | 30758 | 1.9961 | 0.8904 | 0.7403 |
235
+ | 0.0325 | 181.0012 | 30927 | 2.0162 | 0.8897 | 0.7433 |
236
+ | 0.0318 | 182.0012 | 31096 | 1.9951 | 0.8882 | 0.7396 |
237
+ | 0.033 | 183.0012 | 31265 | 1.7084 | 0.8951 | 0.7484 |
238
+ | 0.0308 | 184.0011 | 31434 | 2.0011 | 0.8884 | 0.7386 |
239
+ | 0.0302 | 185.0011 | 31603 | 1.9691 | 0.8909 | 0.7389 |
240
+ | 0.0312 | 186.0011 | 31772 | 2.0769 | 0.8913 | 0.7410 |
241
+ | 0.0334 | 187.0011 | 31941 | 2.1664 | 0.8862 | 0.7300 |
242
+ | 0.0295 | 188.0011 | 32110 | 2.1281 | 0.8898 | 0.7387 |
243
+ | 0.0287 | 189.0011 | 32279 | 2.3105 | 0.8861 | 0.7256 |
244
+ | 0.033 | 190.0011 | 32448 | 1.9435 | 0.8925 | 0.7389 |
245
+ | 0.029 | 191.0011 | 32617 | 2.0848 | 0.8894 | 0.7417 |
246
+ | 0.032 | 192.0011 | 32786 | 2.0616 | 0.8869 | 0.7329 |
247
+ | 0.029 | 193.0011 | 32955 | 2.1727 | 0.8867 | 0.7336 |
248
+ | 0.0254 | 194.0011 | 33124 | 2.1293 | 0.8911 | 0.7405 |
249
+ | 0.0263 | 195.0011 | 33293 | 2.0403 | 0.8916 | 0.7358 |
250
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251
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252
+ | 0.0274 | 198.0010 | 33800 | 2.0473 | 0.8911 | 0.7401 |
253
+ | 0.0255 | 199.0010 | 33969 | 2.1266 | 0.8914 | 0.7441 |
254
 
255
 
256
  ### Framework versions
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