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astrophotography-object-classifier-alpha5

Image Classification
Transformers
Safetensors
vit
vision
Generated from Trainer
Eval Results
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README.md CHANGED
@@ -2,8 +2,6 @@
2
  license: apache-2.0
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  base_model: google/vit-base-patch16-224-in21k
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  tags:
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- - image-classification
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- - vision
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  - generated_from_trainer
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  datasets:
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  - imagefolder
@@ -24,7 +22,7 @@ model-index:
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  metrics:
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  - name: Accuracy
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  type: accuracy
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- value: 0.9642684693384839
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  ---
29
 
30
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
@@ -34,8 +32,8 @@ should probably proofread and complete it, then remove this comment. -->
34
 
35
  This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset.
36
  It achieves the following results on the evaluation set:
37
- - Loss: 0.1338
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- - Accuracy: 0.9643
39
 
40
  ## Model description
41
 
@@ -66,156 +64,156 @@ The following hyperparameters were used during training:
66
 
67
  | Training Loss | Epoch | Step | Validation Loss | Accuracy |
68
  |:-------------:|:-----:|:------:|:---------------:|:--------:|
69
- | 0.3401 | 1.0 | 1467 | 0.1954 | 0.9565 |
70
- | 0.1278 | 2.0 | 2934 | 0.1419 | 0.9657 |
71
- | 0.2997 | 3.0 | 4401 | 0.1494 | 0.9619 |
72
- | 0.172 | 4.0 | 5868 | 0.1428 | 0.9643 |
73
- | 0.116 | 5.0 | 7335 | 0.1415 | 0.9623 |
74
- | 0.1169 | 6.0 | 8802 | 0.1338 | 0.9643 |
75
- | 0.11 | 7.0 | 10269 | 0.1342 | 0.9701 |
76
- | 0.0413 | 8.0 | 11736 | 0.1598 | 0.9628 |
77
- | 0.0453 | 9.0 | 13203 | 0.1421 | 0.9681 |
78
- | 0.1462 | 10.0 | 14670 | 0.1382 | 0.9667 |
79
- | 0.1356 | 11.0 | 16137 | 0.1492 | 0.9657 |
80
- | 0.0528 | 12.0 | 17604 | 0.1374 | 0.9691 |
81
- | 0.1425 | 13.0 | 19071 | 0.1567 | 0.9652 |
82
- | 0.21 | 14.0 | 20538 | 0.1607 | 0.9657 |
83
- | 0.1356 | 15.0 | 22005 | 0.1771 | 0.9662 |
84
- | 0.1566 | 16.0 | 23472 | 0.1636 | 0.9648 |
85
- | 0.0727 | 17.0 | 24939 | 0.1759 | 0.9681 |
86
- | 0.1457 | 18.0 | 26406 | 0.1830 | 0.9623 |
87
- | 0.0974 | 19.0 | 27873 | 0.2072 | 0.9619 |
88
- | 0.0022 | 20.0 | 29340 | 0.1855 | 0.9614 |
89
- | 0.0747 | 21.0 | 30807 | 0.2001 | 0.9628 |
90
- | 0.0713 | 22.0 | 32274 | 0.1808 | 0.9643 |
91
- | 0.0623 | 23.0 | 33741 | 0.1825 | 0.9667 |
92
- | 0.086 | 24.0 | 35208 | 0.1711 | 0.9696 |
93
- | 0.1113 | 25.0 | 36675 | 0.2060 | 0.9657 |
94
- | 0.0897 | 26.0 | 38142 | 0.1834 | 0.9701 |
95
- | 0.0488 | 27.0 | 39609 | 0.1832 | 0.9681 |
96
- | 0.0064 | 28.0 | 41076 | 0.1994 | 0.9676 |
97
- | 0.0007 | 29.0 | 42543 | 0.2077 | 0.9643 |
98
- | 0.0292 | 30.0 | 44010 | 0.1911 | 0.9676 |
99
- | 0.0003 | 31.0 | 45477 | 0.1928 | 0.9662 |
100
- | 0.0039 | 32.0 | 46944 | 0.2300 | 0.9614 |
101
- | 0.3171 | 33.0 | 48411 | 0.1958 | 0.9676 |
102
- | 0.0446 | 34.0 | 49878 | 0.2063 | 0.9648 |
103
- | 0.0153 | 35.0 | 51345 | 0.1975 | 0.9662 |
104
- | 0.0258 | 36.0 | 52812 | 0.2001 | 0.9667 |
105
- | 0.011 | 37.0 | 54279 | 0.2131 | 0.9672 |
106
- | 0.1319 | 38.0 | 55746 | 0.2199 | 0.9628 |
107
- | 0.0209 | 39.0 | 57213 | 0.2106 | 0.9662 |
108
- | 0.0209 | 40.0 | 58680 | 0.2350 | 0.9623 |
109
- | 0.2008 | 41.0 | 60147 | 0.2251 | 0.9672 |
110
- | 0.0173 | 42.0 | 61614 | 0.2250 | 0.9667 |
111
- | 0.0068 | 43.0 | 63081 | 0.2140 | 0.9667 |
112
- | 0.1609 | 44.0 | 64548 | 0.2161 | 0.9667 |
113
- | 0.0507 | 45.0 | 66015 | 0.2298 | 0.9657 |
114
- | 0.01 | 46.0 | 67482 | 0.2372 | 0.9648 |
115
- | 0.0252 | 47.0 | 68949 | 0.2167 | 0.9667 |
116
- | 0.0026 | 48.0 | 70416 | 0.2087 | 0.9691 |
117
- | 0.0107 | 49.0 | 71883 | 0.2124 | 0.9691 |
118
- | 0.1575 | 50.0 | 73350 | 0.2320 | 0.9672 |
119
- | 0.0615 | 51.0 | 74817 | 0.2176 | 0.9686 |
120
- | 0.0013 | 52.0 | 76284 | 0.2216 | 0.9676 |
121
- | 0.0003 | 53.0 | 77751 | 0.2204 | 0.9691 |
122
- | 0.0443 | 54.0 | 79218 | 0.2259 | 0.9657 |
123
- | 0.0589 | 55.0 | 80685 | 0.2378 | 0.9643 |
124
- | 0.073 | 56.0 | 82152 | 0.2417 | 0.9672 |
125
- | 0.0078 | 57.0 | 83619 | 0.2387 | 0.9648 |
126
- | 0.0228 | 58.0 | 85086 | 0.2056 | 0.9672 |
127
- | 0.0361 | 59.0 | 86553 | 0.2290 | 0.9662 |
128
- | 0.0002 | 60.0 | 88020 | 0.2355 | 0.9676 |
129
- | 0.0002 | 61.0 | 89487 | 0.2332 | 0.9672 |
130
- | 0.0344 | 62.0 | 90954 | 0.2190 | 0.9696 |
131
- | 0.0194 | 63.0 | 92421 | 0.2314 | 0.9672 |
132
- | 0.0207 | 64.0 | 93888 | 0.2332 | 0.9667 |
133
- | 0.0343 | 65.0 | 95355 | 0.2325 | 0.9667 |
134
- | 0.0246 | 66.0 | 96822 | 0.2374 | 0.9672 |
135
- | 0.0181 | 67.0 | 98289 | 0.2573 | 0.9667 |
136
- | 0.1403 | 68.0 | 99756 | 0.2132 | 0.9686 |
137
- | 0.0026 | 69.0 | 101223 | 0.2230 | 0.9681 |
138
- | 0.0003 | 70.0 | 102690 | 0.2405 | 0.9667 |
139
- | 0.0004 | 71.0 | 104157 | 0.2616 | 0.9643 |
140
- | 0.0003 | 72.0 | 105624 | 0.2360 | 0.9662 |
141
- | 0.0056 | 73.0 | 107091 | 0.2380 | 0.9638 |
142
- | 0.0048 | 74.0 | 108558 | 0.2394 | 0.9662 |
143
- | 0.1184 | 75.0 | 110025 | 0.2482 | 0.9672 |
144
- | 0.0405 | 76.0 | 111492 | 0.2347 | 0.9662 |
145
- | 0.0687 | 77.0 | 112959 | 0.2442 | 0.9667 |
146
- | 0.0005 | 78.0 | 114426 | 0.2273 | 0.9662 |
147
- | 0.096 | 79.0 | 115893 | 0.2508 | 0.9657 |
148
- | 0.0581 | 80.0 | 117360 | 0.2383 | 0.9672 |
149
- | 0.0128 | 81.0 | 118827 | 0.2457 | 0.9648 |
150
- | 0.0002 | 82.0 | 120294 | 0.2425 | 0.9686 |
151
- | 0.011 | 83.0 | 121761 | 0.2452 | 0.9662 |
152
- | 0.0195 | 84.0 | 123228 | 0.2476 | 0.9672 |
153
- | 0.0056 | 85.0 | 124695 | 0.2327 | 0.9691 |
154
- | 0.0001 | 86.0 | 126162 | 0.2466 | 0.9672 |
155
- | 0.0033 | 87.0 | 127629 | 0.2331 | 0.9686 |
156
- | 0.0585 | 88.0 | 129096 | 0.2339 | 0.9686 |
157
- | 0.0007 | 89.0 | 130563 | 0.2377 | 0.9662 |
158
- | 0.0005 | 90.0 | 132030 | 0.2295 | 0.9691 |
159
- | 0.0002 | 91.0 | 133497 | 0.2404 | 0.9676 |
160
- | 0.0003 | 92.0 | 134964 | 0.2345 | 0.9676 |
161
- | 0.113 | 93.0 | 136431 | 0.2649 | 0.9638 |
162
- | 0.0127 | 94.0 | 137898 | 0.2601 | 0.9648 |
163
- | 0.0476 | 95.0 | 139365 | 0.2544 | 0.9643 |
164
- | 0.0705 | 96.0 | 140832 | 0.2370 | 0.9676 |
165
- | 0.0515 | 97.0 | 142299 | 0.2429 | 0.9662 |
166
- | 0.0004 | 98.0 | 143766 | 0.2692 | 0.9662 |
167
- | 0.0001 | 99.0 | 145233 | 0.2585 | 0.9662 |
168
- | 0.0564 | 100.0 | 146700 | 0.2625 | 0.9657 |
169
- | 0.0632 | 101.0 | 148167 | 0.2611 | 0.9662 |
170
- | 0.0001 | 102.0 | 149634 | 0.2654 | 0.9667 |
171
- | 0.0121 | 103.0 | 151101 | 0.2512 | 0.9676 |
172
- | 0.0013 | 104.0 | 152568 | 0.2496 | 0.9676 |
173
- | 0.0576 | 105.0 | 154035 | 0.2578 | 0.9672 |
174
- | 0.0078 | 106.0 | 155502 | 0.2527 | 0.9662 |
175
- | 0.0256 | 107.0 | 156969 | 0.2664 | 0.9676 |
176
- | 0.0003 | 108.0 | 158436 | 0.2732 | 0.9667 |
177
- | 0.0004 | 109.0 | 159903 | 0.2597 | 0.9672 |
178
- | 0.0002 | 110.0 | 161370 | 0.2733 | 0.9643 |
179
- | 0.0004 | 111.0 | 162837 | 0.2652 | 0.9667 |
180
- | 0.0152 | 112.0 | 164304 | 0.2483 | 0.9648 |
181
- | 0.0215 | 113.0 | 165771 | 0.2555 | 0.9681 |
182
- | 0.0046 | 114.0 | 167238 | 0.2538 | 0.9681 |
183
- | 0.0354 | 115.0 | 168705 | 0.2724 | 0.9676 |
184
- | 0.0598 | 116.0 | 170172 | 0.2550 | 0.9681 |
185
- | 0.0023 | 117.0 | 171639 | 0.2559 | 0.9681 |
186
- | 0.001 | 118.0 | 173106 | 0.2741 | 0.9657 |
187
- | 0.0575 | 119.0 | 174573 | 0.2617 | 0.9672 |
188
- | 0.0857 | 120.0 | 176040 | 0.2557 | 0.9686 |
189
- | 0.0628 | 121.0 | 177507 | 0.2775 | 0.9648 |
190
- | 0.0002 | 122.0 | 178974 | 0.2777 | 0.9657 |
191
- | 0.0001 | 123.0 | 180441 | 0.2784 | 0.9657 |
192
- | 0.0001 | 124.0 | 181908 | 0.2604 | 0.9667 |
193
- | 0.0001 | 125.0 | 183375 | 0.2651 | 0.9667 |
194
- | 0.0278 | 126.0 | 184842 | 0.2701 | 0.9657 |
195
- | 0.0258 | 127.0 | 186309 | 0.2681 | 0.9672 |
196
- | 0.0001 | 128.0 | 187776 | 0.2670 | 0.9672 |
197
- | 0.0001 | 129.0 | 189243 | 0.2691 | 0.9657 |
198
- | 0.0108 | 130.0 | 190710 | 0.2639 | 0.9676 |
199
- | 0.0003 | 131.0 | 192177 | 0.2581 | 0.9681 |
200
- | 0.0182 | 132.0 | 193644 | 0.2614 | 0.9676 |
201
- | 0.0281 | 133.0 | 195111 | 0.2524 | 0.9676 |
202
- | 0.0004 | 134.0 | 196578 | 0.2689 | 0.9667 |
203
- | 0.0005 | 135.0 | 198045 | 0.2587 | 0.9686 |
204
- | 0.0585 | 136.0 | 199512 | 0.2617 | 0.9667 |
205
- | 0.0093 | 137.0 | 200979 | 0.2540 | 0.9676 |
206
- | 0.0491 | 138.0 | 202446 | 0.2585 | 0.9676 |
207
- | 0.0038 | 139.0 | 203913 | 0.2614 | 0.9676 |
208
- | 0.0008 | 140.0 | 205380 | 0.2597 | 0.9676 |
209
- | 0.0495 | 141.0 | 206847 | 0.2584 | 0.9686 |
210
- | 0.0014 | 142.0 | 208314 | 0.2576 | 0.9681 |
211
- | 0.0008 | 143.0 | 209781 | 0.2564 | 0.9686 |
212
- | 0.0 | 144.0 | 211248 | 0.2545 | 0.9681 |
213
- | 0.0931 | 145.0 | 212715 | 0.2579 | 0.9672 |
214
- | 0.0383 | 146.0 | 214182 | 0.2570 | 0.9681 |
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- | 0.0122 | 147.0 | 215649 | 0.2565 | 0.9681 |
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- | 0.0195 | 148.0 | 217116 | 0.2569 | 0.9686 |
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- | 0.0002 | 149.0 | 218583 | 0.2565 | 0.9681 |
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- | 0.0341 | 150.0 | 220050 | 0.2567 | 0.9681 |
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220
 
221
  ### Framework versions
 
2
  license: apache-2.0
3
  base_model: google/vit-base-patch16-224-in21k
4
  tags:
 
 
5
  - generated_from_trainer
6
  datasets:
7
  - imagefolder
 
22
  metrics:
23
  - name: Accuracy
24
  type: accuracy
25
+ value: 0.9526822558459422
26
  ---
27
 
28
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
 
32
 
33
  This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset.
34
  It achieves the following results on the evaluation set:
35
+ - Loss: 0.3896
36
+ - Accuracy: 0.9527
37
 
38
  ## Model description
39
 
 
64
 
65
  | Training Loss | Epoch | Step | Validation Loss | Accuracy |
66
  |:-------------:|:-----:|:------:|:---------------:|:--------:|
67
+ | 0.2639 | 1.0 | 2575 | 0.2192 | 0.9461 |
68
+ | 0.2457 | 2.0 | 5150 | 0.2065 | 0.9464 |
69
+ | 0.3157 | 3.0 | 7725 | 0.1827 | 0.9516 |
70
+ | 0.3149 | 4.0 | 10300 | 0.1855 | 0.9488 |
71
+ | 0.1212 | 5.0 | 12875 | 0.2079 | 0.9480 |
72
+ | 0.078 | 6.0 | 15450 | 0.2008 | 0.9516 |
73
+ | 0.3493 | 7.0 | 18025 | 0.2038 | 0.9497 |
74
+ | 0.131 | 8.0 | 20600 | 0.2059 | 0.9510 |
75
+ | 0.2658 | 9.0 | 23175 | 0.2089 | 0.9510 |
76
+ | 0.0762 | 10.0 | 25750 | 0.2068 | 0.9541 |
77
+ | 0.127 | 11.0 | 28325 | 0.1986 | 0.9543 |
78
+ | 0.181 | 12.0 | 30900 | 0.2227 | 0.9513 |
79
+ | 0.1072 | 13.0 | 33475 | 0.2303 | 0.9502 |
80
+ | 0.0179 | 14.0 | 36050 | 0.2240 | 0.9483 |
81
+ | 0.1447 | 15.0 | 38625 | 0.2364 | 0.9505 |
82
+ | 0.0933 | 16.0 | 41200 | 0.2372 | 0.9532 |
83
+ | 0.17 | 17.0 | 43775 | 0.2166 | 0.9557 |
84
+ | 0.0463 | 18.0 | 46350 | 0.2852 | 0.9461 |
85
+ | 0.1207 | 19.0 | 48925 | 0.2653 | 0.9508 |
86
+ | 0.1761 | 20.0 | 51500 | 0.2443 | 0.9521 |
87
+ | 0.1441 | 21.0 | 54075 | 0.2464 | 0.9535 |
88
+ | 0.1279 | 22.0 | 56650 | 0.2681 | 0.9499 |
89
+ | 0.1811 | 23.0 | 59225 | 0.2626 | 0.9538 |
90
+ | 0.1737 | 24.0 | 61800 | 0.2604 | 0.9541 |
91
+ | 0.0275 | 25.0 | 64375 | 0.2625 | 0.9510 |
92
+ | 0.1757 | 26.0 | 66950 | 0.2819 | 0.9488 |
93
+ | 0.1257 | 27.0 | 69525 | 0.2708 | 0.9521 |
94
+ | 0.1097 | 28.0 | 72100 | 0.2801 | 0.9519 |
95
+ | 0.0772 | 29.0 | 74675 | 0.2870 | 0.9499 |
96
+ | 0.132 | 30.0 | 77250 | 0.2824 | 0.9497 |
97
+ | 0.0652 | 31.0 | 79825 | 0.2628 | 0.9538 |
98
+ | 0.0324 | 32.0 | 82400 | 0.3223 | 0.9453 |
99
+ | 0.1774 | 33.0 | 84975 | 0.2749 | 0.9549 |
100
+ | 0.1178 | 34.0 | 87550 | 0.2905 | 0.9513 |
101
+ | 0.0804 | 35.0 | 90125 | 0.3100 | 0.9480 |
102
+ | 0.0617 | 36.0 | 92700 | 0.3131 | 0.9475 |
103
+ | 0.0348 | 37.0 | 95275 | 0.3341 | 0.9486 |
104
+ | 0.0057 | 38.0 | 97850 | 0.3225 | 0.9466 |
105
+ | 0.0409 | 39.0 | 100425 | 0.3206 | 0.9483 |
106
+ | 0.1052 | 40.0 | 103000 | 0.3212 | 0.9494 |
107
+ | 0.0943 | 41.0 | 105575 | 0.3075 | 0.9508 |
108
+ | 0.0018 | 42.0 | 108150 | 0.3062 | 0.9519 |
109
+ | 0.0287 | 43.0 | 110725 | 0.3224 | 0.9469 |
110
+ | 0.0384 | 44.0 | 113300 | 0.3086 | 0.9488 |
111
+ | 0.1214 | 45.0 | 115875 | 0.3145 | 0.9494 |
112
+ | 0.1735 | 46.0 | 118450 | 0.3191 | 0.9494 |
113
+ | 0.0477 | 47.0 | 121025 | 0.3004 | 0.9521 |
114
+ | 0.0221 | 48.0 | 123600 | 0.3205 | 0.9480 |
115
+ | 0.0939 | 49.0 | 126175 | 0.3431 | 0.9486 |
116
+ | 0.0599 | 50.0 | 128750 | 0.3167 | 0.9516 |
117
+ | 0.1785 | 51.0 | 131325 | 0.3274 | 0.9513 |
118
+ | 0.1039 | 52.0 | 133900 | 0.3114 | 0.9519 |
119
+ | 0.0527 | 53.0 | 136475 | 0.3252 | 0.9477 |
120
+ | 0.0584 | 54.0 | 139050 | 0.3200 | 0.9510 |
121
+ | 0.1022 | 55.0 | 141625 | 0.3284 | 0.9491 |
122
+ | 0.013 | 56.0 | 144200 | 0.3386 | 0.9475 |
123
+ | 0.0488 | 57.0 | 146775 | 0.3290 | 0.9505 |
124
+ | 0.0514 | 58.0 | 149350 | 0.3126 | 0.9535 |
125
+ | 0.0184 | 59.0 | 151925 | 0.3196 | 0.9532 |
126
+ | 0.1233 | 60.0 | 154500 | 0.3270 | 0.9516 |
127
+ | 0.1667 | 61.0 | 157075 | 0.3250 | 0.9502 |
128
+ | 0.0497 | 62.0 | 159650 | 0.3375 | 0.9466 |
129
+ | 0.0445 | 63.0 | 162225 | 0.3493 | 0.9502 |
130
+ | 0.114 | 64.0 | 164800 | 0.3368 | 0.9488 |
131
+ | 0.048 | 65.0 | 167375 | 0.3358 | 0.9510 |
132
+ | 0.2337 | 66.0 | 169950 | 0.3330 | 0.9510 |
133
+ | 0.0705 | 67.0 | 172525 | 0.3480 | 0.9510 |
134
+ | 0.094 | 68.0 | 175100 | 0.3508 | 0.9497 |
135
+ | 0.0498 | 69.0 | 177675 | 0.3328 | 0.9508 |
136
+ | 0.0535 | 70.0 | 180250 | 0.3558 | 0.9499 |
137
+ | 0.0217 | 71.0 | 182825 | 0.3583 | 0.9488 |
138
+ | 0.0264 | 72.0 | 185400 | 0.3600 | 0.9477 |
139
+ | 0.0108 | 73.0 | 187975 | 0.3629 | 0.9491 |
140
+ | 0.0446 | 74.0 | 190550 | 0.3570 | 0.9508 |
141
+ | 0.0702 | 75.0 | 193125 | 0.3600 | 0.9502 |
142
+ | 0.141 | 76.0 | 195700 | 0.3428 | 0.9527 |
143
+ | 0.0226 | 77.0 | 198275 | 0.3594 | 0.9502 |
144
+ | 0.0055 | 78.0 | 200850 | 0.3653 | 0.9508 |
145
+ | 0.1442 | 79.0 | 203425 | 0.3437 | 0.9530 |
146
+ | 0.0834 | 80.0 | 206000 | 0.3431 | 0.9524 |
147
+ | 0.0388 | 81.0 | 208575 | 0.3426 | 0.9521 |
148
+ | 0.0321 | 82.0 | 211150 | 0.3555 | 0.9497 |
149
+ | 0.051 | 83.0 | 213725 | 0.3730 | 0.9505 |
150
+ | 0.0049 | 84.0 | 216300 | 0.3549 | 0.9527 |
151
+ | 0.043 | 85.0 | 218875 | 0.3592 | 0.9524 |
152
+ | 0.0284 | 86.0 | 221450 | 0.3749 | 0.9499 |
153
+ | 0.0923 | 87.0 | 224025 | 0.3527 | 0.9513 |
154
+ | 0.1188 | 88.0 | 226600 | 0.3725 | 0.9486 |
155
+ | 0.1493 | 89.0 | 229175 | 0.3560 | 0.9521 |
156
+ | 0.0164 | 90.0 | 231750 | 0.3573 | 0.9508 |
157
+ | 0.0477 | 91.0 | 234325 | 0.3679 | 0.9502 |
158
+ | 0.0827 | 92.0 | 236900 | 0.3683 | 0.9486 |
159
+ | 0.0799 | 93.0 | 239475 | 0.3667 | 0.9510 |
160
+ | 0.0413 | 94.0 | 242050 | 0.3604 | 0.9516 |
161
+ | 0.071 | 95.0 | 244625 | 0.3725 | 0.9483 |
162
+ | 0.2079 | 96.0 | 247200 | 0.3688 | 0.9483 |
163
+ | 0.0665 | 97.0 | 249775 | 0.3576 | 0.9521 |
164
+ | 0.0673 | 98.0 | 252350 | 0.3636 | 0.9513 |
165
+ | 0.062 | 99.0 | 254925 | 0.3688 | 0.9513 |
166
+ | 0.1217 | 100.0 | 257500 | 0.3742 | 0.9508 |
167
+ | 0.0951 | 101.0 | 260075 | 0.3718 | 0.9491 |
168
+ | 0.0118 | 102.0 | 262650 | 0.3849 | 0.9491 |
169
+ | 0.0307 | 103.0 | 265225 | 0.3644 | 0.9535 |
170
+ | 0.0157 | 104.0 | 267800 | 0.3647 | 0.9524 |
171
+ | 0.0125 | 105.0 | 270375 | 0.3994 | 0.9486 |
172
+ | 0.0213 | 106.0 | 272950 | 0.3775 | 0.9499 |
173
+ | 0.1249 | 107.0 | 275525 | 0.3902 | 0.9491 |
174
+ | 0.0333 | 108.0 | 278100 | 0.3637 | 0.9516 |
175
+ | 0.0545 | 109.0 | 280675 | 0.3663 | 0.9521 |
176
+ | 0.1136 | 110.0 | 283250 | 0.3847 | 0.9502 |
177
+ | 0.0751 | 111.0 | 285825 | 0.3818 | 0.9513 |
178
+ | 0.001 | 112.0 | 288400 | 0.3811 | 0.9521 |
179
+ | 0.0282 | 113.0 | 290975 | 0.3843 | 0.9510 |
180
+ | 0.1117 | 114.0 | 293550 | 0.3790 | 0.9521 |
181
+ | 0.0022 | 115.0 | 296125 | 0.3717 | 0.9521 |
182
+ | 0.0203 | 116.0 | 298700 | 0.3794 | 0.9530 |
183
+ | 0.0437 | 117.0 | 301275 | 0.3807 | 0.9527 |
184
+ | 0.0045 | 118.0 | 303850 | 0.3821 | 0.9530 |
185
+ | 0.0015 | 119.0 | 306425 | 0.3867 | 0.9527 |
186
+ | 0.1152 | 120.0 | 309000 | 0.3842 | 0.9521 |
187
+ | 0.0748 | 121.0 | 311575 | 0.3839 | 0.9527 |
188
+ | 0.0955 | 122.0 | 314150 | 0.3805 | 0.9516 |
189
+ | 0.0043 | 123.0 | 316725 | 0.3833 | 0.9521 |
190
+ | 0.0249 | 124.0 | 319300 | 0.3745 | 0.9497 |
191
+ | 0.0002 | 125.0 | 321875 | 0.3744 | 0.9519 |
192
+ | 0.0169 | 126.0 | 324450 | 0.3808 | 0.9510 |
193
+ | 0.0277 | 127.0 | 327025 | 0.3735 | 0.9524 |
194
+ | 0.0082 | 128.0 | 329600 | 0.3831 | 0.9527 |
195
+ | 0.0737 | 129.0 | 332175 | 0.3891 | 0.9524 |
196
+ | 0.0517 | 130.0 | 334750 | 0.3839 | 0.9530 |
197
+ | 0.0218 | 131.0 | 337325 | 0.3863 | 0.9527 |
198
+ | 0.0228 | 132.0 | 339900 | 0.3913 | 0.9519 |
199
+ | 0.0094 | 133.0 | 342475 | 0.3968 | 0.9513 |
200
+ | 0.0784 | 134.0 | 345050 | 0.3871 | 0.9532 |
201
+ | 0.0116 | 135.0 | 347625 | 0.3890 | 0.9538 |
202
+ | 0.015 | 136.0 | 350200 | 0.3846 | 0.9530 |
203
+ | 0.0307 | 137.0 | 352775 | 0.3850 | 0.9530 |
204
+ | 0.0081 | 138.0 | 355350 | 0.3852 | 0.9532 |
205
+ | 0.0705 | 139.0 | 357925 | 0.3859 | 0.9527 |
206
+ | 0.0442 | 140.0 | 360500 | 0.3871 | 0.9524 |
207
+ | 0.0888 | 141.0 | 363075 | 0.3851 | 0.9535 |
208
+ | 0.0169 | 142.0 | 365650 | 0.3908 | 0.9527 |
209
+ | 0.0132 | 143.0 | 368225 | 0.3923 | 0.9527 |
210
+ | 0.0349 | 144.0 | 370800 | 0.3880 | 0.9527 |
211
+ | 0.0014 | 145.0 | 373375 | 0.3875 | 0.9535 |
212
+ | 0.0495 | 146.0 | 375950 | 0.3898 | 0.9535 |
213
+ | 0.0006 | 147.0 | 378525 | 0.3908 | 0.9530 |
214
+ | 0.0226 | 148.0 | 381100 | 0.3899 | 0.9527 |
215
+ | 0.0927 | 149.0 | 383675 | 0.3895 | 0.9527 |
216
+ | 0.081 | 150.0 | 386250 | 0.3896 | 0.9527 |
217
 
218
 
219
  ### Framework versions
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