File size: 107,560 Bytes
fddf339
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
---
license: other
tags:
- generated_from_trainer
model-index:
- name: safety-utcustom-terrain-final
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# safety-utcustom-terrain-final

This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0817
- Mean Iou: 0.7674
- Mean Accuracy: 0.8048
- Overall Accuracy: 0.9801
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9939
- Accuracy Concrete: 0.9563
- Accuracy Grass: 0.8947
- Accuracy Speedway bricks: 0.9900
- Accuracy Steel: 0.9225
- Accuracy Rough concrete: 0.6237
- Accuracy Dark bricks: 0.8593
- Accuracy Road: 0.9806
- Accuracy Rough red sidewalk: 0.7856
- Accuracy Tiles: 0.2475
- Accuracy Red bricks: 0.9234
- Accuracy Concrete tiles: 0.9317
- Accuracy Rest: 0.3528
- Iou Unlabeled: nan
- Iou Nat: 0.9838
- Iou Concrete: 0.8925
- Iou Grass: 0.8407
- Iou Speedway bricks: 0.9795
- Iou Steel: 0.8685
- Iou Rough concrete: 0.6175
- Iou Dark bricks: 0.8422
- Iou Road: 0.9612
- Iou Rough red sidewalk: 0.6243
- Iou Tiles: 0.2451
- Iou Red bricks: 0.8999
- Iou Concrete tiles: 0.8745
- Iou Rest: 0.3461

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 200

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Nat | Accuracy Concrete | Accuracy Grass | Accuracy Speedway bricks | Accuracy Steel | Accuracy Rough concrete | Accuracy Dark bricks | Accuracy Road | Accuracy Rough red sidewalk | Accuracy Tiles | Accuracy Red bricks | Accuracy Concrete tiles | Accuracy Rest | Iou Unlabeled | Iou Nat | Iou Concrete | Iou Grass | Iou Speedway bricks | Iou Steel | Iou Rough concrete | Iou Dark bricks | Iou Road | Iou Rough red sidewalk | Iou Tiles | Iou Red bricks | Iou Concrete tiles | Iou Rest |
|:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------:|:-----------------:|:--------------:|:------------------------:|:--------------:|:-----------------------:|:--------------------:|:-------------:|:---------------------------:|:--------------:|:-------------------:|:-----------------------:|:-------------:|:-------------:|:-------:|:------------:|:---------:|:-------------------:|:---------:|:------------------:|:---------------:|:--------:|:----------------------:|:---------:|:--------------:|:------------------:|:--------:|
| 2.51          | 1.18   | 20   | 2.5071          | 0.0477   | 0.1230        | 0.2016           | nan                | 0.0902       | 0.2184            | 0.0271         | 0.6742                   | 0.0008         | 0.0027                  | 0.0127               | 0.0071        | 0.0                         | 0.2799         | 0.0004              | 0.1090                  | 0.1772        | 0.0           | 0.0901  | 0.0797       | 0.0192    | 0.4633              | 0.0007    | 0.0001             | 0.0031          | 0.0068   | 0.0                    | 0.0032    | 0.0000         | 0.0012             | 0.0000   |
| 1.5504        | 2.35   | 40   | 1.8408          | 0.1368   | 0.1934        | 0.6936           | nan                | 0.7602       | 0.3387            | 0.0745         | 0.9880                   | 0.0            | 0.0010                  | 0.0014               | 0.3332        | 0.0                         | 0.0088         | 0.0                 | 0.0079                  | 0.0           | 0.0           | 0.7577  | 0.2038       | 0.0682    | 0.5711              | 0.0       | 0.0002             | 0.0010          | 0.3127   | 0.0                    | 0.0008    | 0.0            | 0.0003             | 0.0      |
| 0.6271        | 3.53   | 60   | 0.8083          | 0.2486   | 0.3003        | 0.8894           | nan                | 0.9551       | 0.8127            | 0.2590         | 0.9793                   | 0.0            | 0.0                     | 0.0                  | 0.8979        | 0.0                         | 0.0000         | 0.0                 | 0.0                     | 0.0           | nan           | 0.9405  | 0.5259       | 0.2392    | 0.8263              | 0.0       | 0.0                | 0.0             | 0.6993   | 0.0                    | 0.0000    | 0.0            | 0.0                | 0.0      |
| 0.3963        | 4.71   | 80   | 0.4204          | 0.2956   | 0.3490        | 0.9186           | nan                | 0.9698       | 0.7973            | 0.7826         | 0.9777                   | 0.0004         | 0.0                     | 0.0                  | 0.9651        | 0.0                         | 0.0            | 0.0                 | 0.0443                  | 0.0           | nan           | 0.9532  | 0.6901       | 0.5632    | 0.8641              | 0.0004    | 0.0                | 0.0             | 0.7280   | 0.0                    | 0.0       | 0.0            | 0.0443             | 0.0      |
| 0.3558        | 5.88   | 100  | 0.3091          | 0.3532   | 0.3952        | 0.9322           | nan                | 0.9806       | 0.9025            | 0.7816         | 0.9632                   | 0.2874         | 0.0031                  | 0.0                  | 0.9135        | 0.0                         | 0.0            | 0.0                 | 0.3050                  | 0.0           | nan           | 0.9618  | 0.6868       | 0.6345    | 0.8915              | 0.2804    | 0.0031             | 0.0             | 0.8305   | 0.0                    | 0.0       | 0.0            | 0.3027             | 0.0      |
| 0.2654        | 7.06   | 120  | 0.2554          | 0.3643   | 0.4162        | 0.9363           | nan                | 0.9793       | 0.8161            | 0.8487         | 0.9862                   | 0.4149         | 0.0002                  | 0.0                  | 0.9769        | 0.0009                      | 0.0            | 0.0                 | 0.3875                  | 0.0           | nan           | 0.9636  | 0.7301       | 0.6491    | 0.9014              | 0.4015    | 0.0002             | 0.0             | 0.7846   | 0.0009                 | 0.0       | 0.0            | 0.3046             | 0.0      |
| 0.1938        | 8.24   | 140  | 0.2059          | 0.4006   | 0.4768        | 0.9478           | nan                | 0.9830       | 0.9010            | 0.8719         | 0.9779                   | 0.6445         | 0.1663                  | 0.0                  | 0.9517        | 0.0374                      | 0.0            | 0.0                 | 0.6649                  | 0.0           | nan           | 0.9681  | 0.7740       | 0.6642    | 0.9354              | 0.5996    | 0.1660             | 0.0             | 0.8746   | 0.0374                 | 0.0       | 0.0            | 0.1887             | 0.0      |
| 0.202         | 9.41   | 160  | 0.1785          | 0.4475   | 0.5266        | 0.9524           | nan                | 0.9873       | 0.8667            | 0.8553         | 0.9878                   | 0.6794         | 0.5565                  | 0.0282               | 0.9539        | 0.1631                      | 0.0172         | 0.0                 | 0.7499                  | 0.0           | nan           | 0.9705  | 0.7775       | 0.7107    | 0.9308              | 0.6268    | 0.4995             | 0.0282          | 0.9073   | 0.1493                 | 0.0166    | 0.0            | 0.2007             | 0.0      |
| 0.174         | 10.59  | 180  | 0.1571          | 0.4859   | 0.5642        | 0.9572           | nan                | 0.9880       | 0.9067            | 0.8559         | 0.9831                   | 0.7462         | 0.5194                  | 0.0684               | 0.9470        | 0.4768                      | 0.0            | 0.0881              | 0.7555                  | 0.0           | nan           | 0.9711  | 0.7934       | 0.7406    | 0.9482              | 0.6883    | 0.5091             | 0.0680          | 0.9141   | 0.3846                 | 0.0       | 0.0881         | 0.2110             | 0.0      |
| 0.1317        | 11.76  | 200  | 0.1391          | 0.5837   | 0.6396        | 0.9632           | nan                | 0.9865       | 0.9250            | 0.8949         | 0.9715                   | 0.7851         | 0.5791                  | 0.7836               | 0.9492        | 0.5757                      | 0.0            | 0.1046              | 0.7600                  | 0.0           | nan           | 0.9720  | 0.8087       | 0.7440    | 0.9522              | 0.7135    | 0.5756             | 0.7372          | 0.9256   | 0.4397                 | 0.0       | 0.1044         | 0.6147             | 0.0      |
| 0.0915        | 12.94  | 220  | 0.1252          | 0.6238   | 0.6781        | 0.9644           | nan                | 0.9860       | 0.9262            | 0.9003         | 0.9805                   | 0.7937         | 0.6388                  | 0.7600               | 0.9337        | 0.5331                      | 0.0115         | 0.5878              | 0.7639                  | 0.0           | nan           | 0.9733  | 0.8116       | 0.7638    | 0.9561              | 0.7260    | 0.5673             | 0.7370          | 0.9065   | 0.4644                 | 0.0114    | 0.5787         | 0.6127             | 0.0      |
| 0.1027        | 14.12  | 240  | 0.1175          | 0.6430   | 0.6789        | 0.9672           | nan                | 0.9917       | 0.9190            | 0.8350         | 0.9814                   | 0.7842         | 0.6123                  | 0.7272               | 0.9736        | 0.5560                      | 0.0590         | 0.6341              | 0.7523                  | 0.0           | nan           | 0.9741  | 0.8297       | 0.7690    | 0.9583              | 0.7348    | 0.5949             | 0.7163          | 0.9232   | 0.4768                 | 0.0588    | 0.6251         | 0.6982             | 0.0      |
| 0.1055        | 15.29  | 260  | 0.1139          | 0.6420   | 0.6803        | 0.9669           | nan                | 0.9881       | 0.9170            | 0.8499         | 0.9881                   | 0.7435         | 0.6126                  | 0.7566               | 0.9807        | 0.6318                      | 0.0304         | 0.6607              | 0.6841                  | 0.0           | nan           | 0.9746  | 0.8274       | 0.7777    | 0.9579              | 0.7130    | 0.5831             | 0.7390          | 0.9133   | 0.5124                 | 0.0301    | 0.6508         | 0.6670             | 0.0      |
| 0.089         | 16.47  | 280  | 0.1049          | 0.6562   | 0.7020        | 0.9687           | nan                | 0.9883       | 0.9266            | 0.8684         | 0.9872                   | 0.7572         | 0.6241                  | 0.7679               | 0.9741        | 0.7053                      | 0.0675         | 0.7259              | 0.7338                  | 0.0           | nan           | 0.9757  | 0.8339       | 0.7875    | 0.9598              | 0.7243    | 0.5637             | 0.7546          | 0.9367   | 0.5270                 | 0.0665    | 0.7145         | 0.6869             | 0.0      |
| 0.0982        | 17.65  | 300  | 0.1024          | 0.6698   | 0.7113        | 0.9696           | nan                | 0.9932       | 0.9315            | 0.8161         | 0.9799                   | 0.8352         | 0.6211                  | 0.8016               | 0.9702        | 0.6153                      | 0.0917         | 0.8457              | 0.7460                  | 0.0           | nan           | 0.9753  | 0.8406       | 0.7713    | 0.9641              | 0.7745    | 0.5512             | 0.7828          | 0.9369   | 0.5013                 | 0.0881    | 0.8009         | 0.7205             | 0.0      |
| 0.0787        | 18.82  | 320  | 0.1005          | 0.6825   | 0.7310        | 0.9711           | nan                | 0.9902       | 0.9380            | 0.8625         | 0.9773                   | 0.8889         | 0.6109                  | 0.8253               | 0.9765        | 0.7008                      | 0.1198         | 0.8736              | 0.7392                  | 0.0           | nan           | 0.9772  | 0.8491       | 0.7964    | 0.9625              | 0.7733    | 0.5884             | 0.8024          | 0.9342   | 0.5514                 | 0.1164    | 0.8242         | 0.6967             | 0.0      |
| 0.0659        | 20.0   | 340  | 0.0948          | 0.6883   | 0.7398        | 0.9722           | nan                | 0.9924       | 0.9213            | 0.8675         | 0.9838                   | 0.8907         | 0.6168                  | 0.8275               | 0.9701        | 0.7045                      | 0.1436         | 0.8678              | 0.8308                  | 0.0           | nan           | 0.9771  | 0.8576       | 0.8037    | 0.9634              | 0.7818    | 0.5888             | 0.8017          | 0.9477   | 0.5288                 | 0.1388    | 0.8045         | 0.7540             | 0.0      |
| 0.0615        | 21.18  | 360  | 0.0998          | 0.6742   | 0.7145        | 0.9711           | nan                | 0.9914       | 0.9523            | 0.8567         | 0.9756                   | 0.8970         | 0.6088                  | 0.8173               | 0.9601        | 0.6383                      | 0.0394         | 0.7849              | 0.7668                  | 0.0           | nan           | 0.9766  | 0.8440       | 0.7904    | 0.9648              | 0.7870    | 0.6013             | 0.8007          | 0.9455   | 0.5302                 | 0.0386    | 0.7613         | 0.7240             | 0.0      |
| 0.0671        | 22.35  | 380  | 0.0957          | 0.6853   | 0.7322        | 0.9719           | nan                | 0.9918       | 0.9463            | 0.8489         | 0.9791                   | 0.8704         | 0.6129                  | 0.8054               | 0.9673        | 0.7477                      | 0.1060         | 0.8876              | 0.7548                  | 0.0           | nan           | 0.9774  | 0.8497       | 0.7915    | 0.9671              | 0.7935    | 0.5940             | 0.7850          | 0.9405   | 0.5749                 | 0.1040    | 0.8271         | 0.7045             | 0.0      |
| 0.0917        | 23.53  | 400  | 0.0935          | 0.6869   | 0.7283        | 0.9725           | nan                | 0.9909       | 0.9336            | 0.8687         | 0.9868                   | 0.8362         | 0.6158                  | 0.8096               | 0.9780        | 0.6849                      | 0.1046         | 0.8738              | 0.7850                  | 0.0           | nan           | 0.9777  | 0.8545       | 0.8004    | 0.9665              | 0.7895    | 0.5996             | 0.7838          | 0.9417   | 0.5411                 | 0.1043    | 0.8380         | 0.7320             | 0.0      |
| 0.0649        | 24.71  | 420  | 0.0880          | 0.6965   | 0.7390        | 0.9733           | nan                | 0.9925       | 0.9283            | 0.8542         | 0.9883                   | 0.8563         | 0.6238                  | 0.8465               | 0.9788        | 0.6471                      | 0.1356         | 0.9041              | 0.8514                  | 0.0           | nan           | 0.9783  | 0.8609       | 0.8034    | 0.9664              | 0.7955    | 0.6038             | 0.8168          | 0.9410   | 0.5446                 | 0.1335    | 0.8423         | 0.7683             | 0.0      |
| 0.0648        | 25.88  | 440  | 0.0886          | 0.6931   | 0.7334        | 0.9739           | nan                | 0.9920       | 0.9411            | 0.8705         | 0.9870                   | 0.8342         | 0.6163                  | 0.8282               | 0.9759        | 0.7026                      | 0.1031         | 0.8488              | 0.8344                  | 0.0           | nan           | 0.9789  | 0.8594       | 0.8149    | 0.9685              | 0.7926    | 0.5988             | 0.8074          | 0.9523   | 0.5236                 | 0.1028    | 0.8212         | 0.7905             | 0.0      |
| 0.0633        | 27.06  | 460  | 0.0885          | 0.7005   | 0.7537        | 0.9739           | nan                | 0.9913       | 0.9298            | 0.8680         | 0.9905                   | 0.8313         | 0.6187                  | 0.8600               | 0.9770        | 0.7837                      | 0.1321         | 0.9230              | 0.8931                  | 0.0           | nan           | 0.9785  | 0.8658       | 0.8027    | 0.9674              | 0.7922    | 0.6000             | 0.8113          | 0.9457   | 0.6097                 | 0.1316    | 0.8376         | 0.7637             | 0.0      |
| 0.0504        | 28.24  | 480  | 0.0862          | 0.7037   | 0.7536        | 0.9746           | nan                | 0.9911       | 0.9332            | 0.8925         | 0.9882                   | 0.8626         | 0.6205                  | 0.8469               | 0.9779        | 0.7196                      | 0.1751         | 0.9045              | 0.8848                  | 0.0           | nan           | 0.9790  | 0.8676       | 0.8156    | 0.9697              | 0.8085    | 0.5961             | 0.8161          | 0.9503   | 0.5367                 | 0.1739    | 0.8464         | 0.7879             | 0.0      |
| 0.0603        | 29.41  | 500  | 0.0885          | 0.7050   | 0.7403        | 0.9743           | nan                | 0.9932       | 0.9429            | 0.8523         | 0.9858                   | 0.8697         | 0.6164                  | 0.8274               | 0.9719        | 0.7170                      | 0.1381         | 0.8900              | 0.8191                  | 0.0           | nan           | 0.9783  | 0.8635       | 0.8027    | 0.9711              | 0.8125    | 0.6043             | 0.8105          | 0.9460   | 0.5907                 | 0.1370    | 0.8526         | 0.7952             | 0.0      |
| 0.0447        | 30.59  | 520  | 0.0824          | 0.7191   | 0.7658        | 0.9753           | nan                | 0.9902       | 0.9484            | 0.8866         | 0.9854                   | 0.8896         | 0.6183                  | 0.8759               | 0.9788        | 0.7369                      | 0.2666         | 0.9197              | 0.8591                  | 0.0           | nan           | 0.9795  | 0.8699       | 0.8187    | 0.9714              | 0.8157    | 0.6008             | 0.8352          | 0.9470   | 0.5913                 | 0.2453    | 0.8540         | 0.8193             | 0.0      |
| 0.0517        | 31.76  | 540  | 0.0807          | 0.7208   | 0.7750        | 0.9755           | nan                | 0.9910       | 0.9372            | 0.8815         | 0.9904                   | 0.8431         | 0.6245                  | 0.8920               | 0.9784        | 0.8062                      | 0.3040         | 0.9331              | 0.8937                  | 0.0           | nan           | 0.9799  | 0.8732       | 0.8191    | 0.9702              | 0.8045    | 0.6024             | 0.8341          | 0.9495   | 0.5985                 | 0.2819    | 0.8354         | 0.8217             | 0.0      |
| 0.0512        | 32.94  | 560  | 0.0856          | 0.7042   | 0.7432        | 0.9752           | nan                | 0.9934       | 0.9411            | 0.8619         | 0.9853                   | 0.8938         | 0.6166                  | 0.7835               | 0.9789        | 0.7804                      | 0.1282         | 0.8360              | 0.8627                  | 0.0           | nan           | 0.9793  | 0.8740       | 0.8082    | 0.9704              | 0.8202    | 0.6077             | 0.7669          | 0.9476   | 0.6209                 | 0.1262    | 0.8223         | 0.8110             | 0.0      |
| 0.0474        | 34.12  | 580  | 0.0796          | 0.7172   | 0.7578        | 0.9758           | nan                | 0.9925       | 0.9511            | 0.8697         | 0.9838                   | 0.8987         | 0.6254                  | 0.8661               | 0.9743        | 0.7290                      | 0.2127         | 0.8806              | 0.8677                  | 0.0           | nan           | 0.9795  | 0.8724       | 0.8163    | 0.9724              | 0.8224    | 0.5900             | 0.8305          | 0.9532   | 0.6061                 | 0.2101    | 0.8461         | 0.8249             | 0.0      |
| 0.0471        | 35.29  | 600  | 0.0815          | 0.7307   | 0.7891        | 0.9757           | nan                | 0.9922       | 0.9352            | 0.8596         | 0.9876                   | 0.8911         | 0.6205                  | 0.8880               | 0.9797        | 0.8090                      | 0.4564         | 0.9220              | 0.9168                  | 0.0           | nan           | 0.9789  | 0.8785       | 0.8034    | 0.9728              | 0.8208    | 0.6048             | 0.8203          | 0.9530   | 0.5828                 | 0.4101    | 0.8567         | 0.8174             | 0.0      |
| 0.0522        | 36.47  | 620  | 0.0846          | 0.7068   | 0.7453        | 0.9752           | nan                | 0.9943       | 0.9353            | 0.8543         | 0.9850                   | 0.9008         | 0.6238                  | 0.8185               | 0.9783        | 0.7479                      | 0.1075         | 0.8783              | 0.8650                  | 0.0           | nan           | 0.9786  | 0.8728       | 0.8036    | 0.9727              | 0.8254    | 0.6092             | 0.7978          | 0.9475   | 0.6031                 | 0.1075    | 0.8519         | 0.8187             | 0.0      |
| 0.043         | 37.65  | 640  | 0.0813          | 0.7160   | 0.7581        | 0.9761           | nan                | 0.9938       | 0.9391            | 0.8672         | 0.9853                   | 0.9130         | 0.6179                  | 0.8167               | 0.9800        | 0.7609                      | 0.1707         | 0.9004              | 0.9101                  | 0.0           | nan           | 0.9796  | 0.8763       | 0.8145    | 0.9728              | 0.8251    | 0.6101             | 0.7965          | 0.9520   | 0.6211                 | 0.1693    | 0.8582         | 0.8325             | 0.0      |
| 0.0429        | 38.82  | 660  | 0.0792          | 0.7197   | 0.7586        | 0.9768           | nan                | 0.9931       | 0.9416            | 0.8894         | 0.9876                   | 0.8956         | 0.6195                  | 0.8163               | 0.9792        | 0.7703                      | 0.1931         | 0.9095              | 0.8665                  | 0.0           | nan           | 0.9804  | 0.8790       | 0.8264    | 0.9729              | 0.8282    | 0.6086             | 0.7970          | 0.9544   | 0.6180                 | 0.1904    | 0.8589         | 0.8424             | 0.0      |
| 0.0506        | 40.0   | 680  | 0.0794          | 0.7217   | 0.7606        | 0.9767           | nan                | 0.9916       | 0.9474            | 0.8903         | 0.9894                   | 0.8788         | 0.6164                  | 0.8488               | 0.9796        | 0.7507                      | 0.2110         | 0.8936              | 0.8906                  | 0.0           | nan           | 0.9807  | 0.8770       | 0.8269    | 0.9726              | 0.8269    | 0.6061             | 0.8198          | 0.9516   | 0.6140                 | 0.2069    | 0.8523         | 0.8471             | 0.0      |
| 0.0426        | 41.18  | 700  | 0.0813          | 0.7219   | 0.7641        | 0.9766           | nan                | 0.9921       | 0.9513            | 0.8701         | 0.9887                   | 0.8859         | 0.6143                  | 0.8437               | 0.9788        | 0.7620                      | 0.2141         | 0.9256              | 0.9062                  | 0.0           | nan           | 0.9804  | 0.8763       | 0.8174    | 0.9741              | 0.8318    | 0.6066             | 0.8206          | 0.9524   | 0.6145                 | 0.2104    | 0.8579         | 0.8417             | 0.0      |
| 0.043         | 42.35  | 720  | 0.0758          | 0.7244   | 0.7613        | 0.9773           | nan                | 0.9924       | 0.9485            | 0.8918         | 0.9883                   | 0.8804         | 0.6665                  | 0.8488               | 0.9799        | 0.7487                      | 0.1911         | 0.9142              | 0.8467                  | 0.0           | nan           | 0.9810  | 0.8794       | 0.8290    | 0.9744              | 0.8307    | 0.6521             | 0.8281          | 0.9536   | 0.6152                 | 0.1892    | 0.8633         | 0.8212             | 0.0      |
| 0.0369        | 43.53  | 740  | 0.0800          | 0.7241   | 0.7632        | 0.9770           | nan                | 0.9928       | 0.9526            | 0.8761         | 0.9882                   | 0.8889         | 0.6171                  | 0.8391               | 0.9745        | 0.7684                      | 0.2243         | 0.9155              | 0.8837                  | 0.0           | nan           | 0.9808  | 0.8761       | 0.8243    | 0.9747              | 0.8328    | 0.6082             | 0.8189          | 0.9536   | 0.6259                 | 0.2171    | 0.8648         | 0.8354             | 0.0      |
| 0.0373        | 44.71  | 760  | 0.0832          | 0.7202   | 0.7576        | 0.9762           | nan                | 0.9928       | 0.9444            | 0.8601         | 0.9886                   | 0.8776         | 0.6149                  | 0.8561               | 0.9836        | 0.7557                      | 0.2033         | 0.8866              | 0.8855                  | 0.0           | nan           | 0.9803  | 0.8743       | 0.8131    | 0.9741              | 0.8309    | 0.6082             | 0.8347          | 0.9458   | 0.6064                 | 0.1965    | 0.8579         | 0.8405             | 0.0      |
| 0.0332        | 45.88  | 780  | 0.0818          | 0.7205   | 0.7668        | 0.9765           | nan                | 0.9923       | 0.9401            | 0.8879         | 0.9859                   | 0.9102         | 0.6248                  | 0.8542               | 0.9791        | 0.8070                      | 0.2295         | 0.8911              | 0.8656                  | 0.0           | nan           | 0.9807  | 0.8770       | 0.8240    | 0.9746              | 0.8353    | 0.5887             | 0.8286          | 0.9451   | 0.5983                 | 0.2259    | 0.8598         | 0.8293             | 0.0      |
| 0.0386        | 47.06  | 800  | 0.0835          | 0.7196   | 0.7606        | 0.9767           | nan                | 0.9926       | 0.9593            | 0.8725         | 0.9851                   | 0.9043         | 0.6201                  | 0.8593               | 0.9703        | 0.7499                      | 0.1994         | 0.8980              | 0.8440                  | 0.0325        | nan           | 0.9810  | 0.8732       | 0.8222    | 0.9753              | 0.8392    | 0.5787             | 0.8340          | 0.9529   | 0.5951                 | 0.1945    | 0.8616         | 0.8141             | 0.0325   |
| 0.0457        | 48.24  | 820  | 0.0799          | 0.7253   | 0.7730        | 0.9771           | nan                | 0.9933       | 0.9413            | 0.8748         | 0.9887                   | 0.8896         | 0.6238                  | 0.8847               | 0.9777        | 0.7846                      | 0.2452         | 0.9043              | 0.9301                  | 0.0114        | nan           | 0.9810  | 0.8789       | 0.8198    | 0.9751              | 0.8365    | 0.6110             | 0.8470          | 0.9515   | 0.6043                 | 0.2376    | 0.8569         | 0.8180             | 0.0114   |
| 0.045         | 49.41  | 840  | 0.0856          | 0.7096   | 0.7447        | 0.9762           | nan                | 0.9927       | 0.9411            | 0.8807         | 0.9920                   | 0.8704         | 0.6200                  | 0.8123               | 0.9732        | 0.7598                      | 0.1768         | 0.8406              | 0.8221                  | 0.0           | nan           | 0.9807  | 0.8722       | 0.8200    | 0.9720              | 0.8282    | 0.6057             | 0.7954          | 0.9524   | 0.6041                 | 0.1756    | 0.8261         | 0.7926             | 0.0      |
| 0.0414        | 50.59  | 860  | 0.0802          | 0.7296   | 0.7649        | 0.9772           | nan                | 0.9926       | 0.9469            | 0.8965         | 0.9903                   | 0.8716         | 0.6201                  | 0.8333               | 0.9775        | 0.7202                      | 0.2122         | 0.8889              | 0.8722                  | 0.1220        | nan           | 0.9814  | 0.8780       | 0.8290    | 0.9745              | 0.8299    | 0.6120             | 0.8171          | 0.9514   | 0.5965                 | 0.2088    | 0.8561         | 0.8280             | 0.1218   |
| 0.038         | 51.76  | 880  | 0.0805          | 0.7219   | 0.7599        | 0.9773           | nan                | 0.9934       | 0.9430            | 0.8810         | 0.9909                   | 0.8688         | 0.6205                  | 0.8400               | 0.9795        | 0.7668                      | 0.1805         | 0.8959              | 0.8840                  | 0.0341        | nan           | 0.9812  | 0.8798       | 0.8243    | 0.9746              | 0.8286    | 0.6108             | 0.8212          | 0.9539   | 0.6118                 | 0.1792    | 0.8576         | 0.8270             | 0.0341   |
| 0.0348        | 52.94  | 900  | 0.0810          | 0.7449   | 0.7944        | 0.9768           | nan                | 0.9889       | 0.9530            | 0.9122         | 0.9888                   | 0.8903         | 0.6242                  | 0.8565               | 0.9801        | 0.8273                      | 0.2021         | 0.9022              | 0.9012                  | 0.3008        | nan           | 0.9810  | 0.8773       | 0.8277    | 0.9757              | 0.8368    | 0.5850             | 0.8292          | 0.9463   | 0.6260                 | 0.1981    | 0.8710         | 0.8303             | 0.2998   |
| 0.0386        | 54.12  | 920  | 0.0854          | 0.7250   | 0.7576        | 0.9766           | nan                | 0.9938       | 0.9512            | 0.8486         | 0.9896                   | 0.8807         | 0.6164                  | 0.8350               | 0.9783        | 0.7138                      | 0.1991         | 0.9054              | 0.8835                  | 0.0537        | nan           | 0.9803  | 0.8779       | 0.8058    | 0.9751              | 0.8357    | 0.6106             | 0.8194          | 0.9517   | 0.6058                 | 0.1963    | 0.8772         | 0.8351             | 0.0537   |
| 0.0387        | 55.29  | 940  | 0.0794          | 0.7333   | 0.7706        | 0.9777           | nan                | 0.9936       | 0.9422            | 0.8795         | 0.9910                   | 0.8757         | 0.6231                  | 0.8625               | 0.9796        | 0.8037                      | 0.2241         | 0.8723              | 0.8882                  | 0.0829        | nan           | 0.9811  | 0.8820       | 0.8260    | 0.9754              | 0.8335    | 0.6126             | 0.8400          | 0.9557   | 0.6468                 | 0.2217    | 0.8475         | 0.8280             | 0.0828   |
| 0.0283        | 56.47  | 960  | 0.0813          | 0.7345   | 0.7756        | 0.9776           | nan                | 0.9940       | 0.9472            | 0.8739         | 0.9864                   | 0.8994         | 0.6203                  | 0.8596               | 0.9807        | 0.7863                      | 0.2271         | 0.9006              | 0.8996                  | 0.1073        | nan           | 0.9810  | 0.8836       | 0.8187    | 0.9763              | 0.8406    | 0.6134             | 0.8396          | 0.9543   | 0.6249                 | 0.2245    | 0.8586         | 0.8254             | 0.1070   |
| 0.0384        | 57.65  | 980  | 0.0800          | 0.7399   | 0.7820        | 0.9777           | nan                | 0.9925       | 0.9499            | 0.8903         | 0.9886                   | 0.8914         | 0.6250                  | 0.8493               | 0.9788        | 0.7860                      | 0.2491         | 0.8871              | 0.9201                  | 0.1577        | nan           | 0.9817  | 0.8825       | 0.8280    | 0.9760              | 0.8399    | 0.5993             | 0.8280          | 0.9502   | 0.6357                 | 0.2445    | 0.8572         | 0.8383             | 0.1575   |
| 0.0284        | 58.82  | 1000 | 0.0827          | 0.7558   | 0.7975        | 0.9772           | nan                | 0.9922       | 0.9423            | 0.8817         | 0.9912                   | 0.8787         | 0.6222                  | 0.8606               | 0.9850        | 0.7714                      | 0.2188         | 0.8903              | 0.8988                  | 0.4341        | nan           | 0.9813  | 0.8806       | 0.8225    | 0.9753              | 0.8363    | 0.6076             | 0.8310          | 0.9464   | 0.6204                 | 0.2159    | 0.8639         | 0.8373             | 0.4070   |
| 0.0282        | 60.0   | 1020 | 0.0809          | 0.7600   | 0.8055        | 0.9777           | nan                | 0.9918       | 0.9464            | 0.8950         | 0.9871                   | 0.9167         | 0.6233                  | 0.8827               | 0.9836        | 0.7761                      | 0.2432         | 0.8991              | 0.9251                  | 0.4016        | nan           | 0.9815  | 0.8841       | 0.8236    | 0.9760              | 0.8398    | 0.6084             | 0.8436          | 0.9497   | 0.6328                 | 0.2396    | 0.8689         | 0.8398             | 0.3927   |
| 0.0327        | 61.18  | 1040 | 0.0825          | 0.7558   | 0.7963        | 0.9775           | nan                | 0.9918       | 0.9499            | 0.9009         | 0.9883                   | 0.9068         | 0.6216                  | 0.8241               | 0.9790        | 0.7633                      | 0.2295         | 0.8756              | 0.9102                  | 0.4114        | nan           | 0.9817  | 0.8796       | 0.8279    | 0.9756              | 0.8438    | 0.6062             | 0.8084          | 0.9510   | 0.6306                 | 0.2259    | 0.8530         | 0.8338             | 0.4081   |
| 0.033         | 62.35  | 1060 | 0.0824          | 0.7493   | 0.7868        | 0.9776           | nan                | 0.9924       | 0.9527            | 0.8845         | 0.9887                   | 0.9029         | 0.6220                  | 0.8402               | 0.9813        | 0.7280                      | 0.2298         | 0.9115              | 0.8912                  | 0.3024        | nan           | 0.9816  | 0.8806       | 0.8232    | 0.9762              | 0.8435    | 0.6107             | 0.8209          | 0.9529   | 0.6132                 | 0.2262    | 0.8705         | 0.8413             | 0.2995   |
| 0.0368        | 63.53  | 1080 | 0.0803          | 0.7354   | 0.7725        | 0.9779           | nan                | 0.9934       | 0.9447            | 0.8801         | 0.9905                   | 0.8842         | 0.6245                  | 0.8379               | 0.9836        | 0.7779                      | 0.2147         | 0.9108              | 0.8896                  | 0.1106        | nan           | 0.9817  | 0.8837       | 0.8246    | 0.9760              | 0.8399    | 0.6121             | 0.8201          | 0.9522   | 0.6342                 | 0.2128    | 0.8741         | 0.8379             | 0.1106   |
| 0.0395        | 64.71  | 1100 | 0.0766          | 0.7375   | 0.7788        | 0.9782           | nan                | 0.9933       | 0.9391            | 0.8875         | 0.9909                   | 0.8916         | 0.6582                  | 0.8681               | 0.9820        | 0.7844                      | 0.2336         | 0.9200              | 0.9201                  | 0.0553        | nan           | 0.9816  | 0.8854       | 0.8273    | 0.9760              | 0.8418    | 0.6441             | 0.8407          | 0.9526   | 0.6288                 | 0.2306    | 0.8752         | 0.8479             | 0.0553   |
| 0.0355        | 65.88  | 1120 | 0.0792          | 0.7429   | 0.7833        | 0.9778           | nan                | 0.9935       | 0.9472            | 0.8630         | 0.9891                   | 0.8981         | 0.6617                  | 0.8493               | 0.9832        | 0.7930                      | 0.2304         | 0.9045              | 0.9118                  | 0.1577        | nan           | 0.9811  | 0.8863       | 0.8154    | 0.9769              | 0.8456    | 0.6451             | 0.8324          | 0.9513   | 0.6217                 | 0.2256    | 0.8784         | 0.8400             | 0.1575   |
| 0.0326        | 67.06  | 1140 | 0.0798          | 0.7392   | 0.7773        | 0.9778           | nan                | 0.9919       | 0.9547            | 0.8893         | 0.9882                   | 0.9022         | 0.6300                  | 0.8499               | 0.9822        | 0.7588                      | 0.1801         | 0.9099              | 0.8761                  | 0.1919        | nan           | 0.9820  | 0.8805       | 0.8292    | 0.9767              | 0.8458    | 0.6199             | 0.8275          | 0.9492   | 0.6253                 | 0.1768    | 0.8831         | 0.8213             | 0.1919   |
| 0.03          | 68.24  | 1160 | 0.0735          | 0.7636   | 0.8054        | 0.9789           | nan                | 0.9935       | 0.9438            | 0.8853         | 0.9891                   | 0.9062         | 0.7520                  | 0.8682               | 0.9814        | 0.7964                      | 0.2278         | 0.9112              | 0.9097                  | 0.3057        | nan           | 0.9820  | 0.8900       | 0.8281    | 0.9768              | 0.8482    | 0.7380             | 0.8443          | 0.9556   | 0.6151                 | 0.2242    | 0.8803         | 0.8445             | 0.2998   |
| 0.0304        | 69.41  | 1180 | 0.0749          | 0.7517   | 0.7888        | 0.9784           | nan                | 0.9931       | 0.9452            | 0.8894         | 0.9899                   | 0.9068         | 0.6426                  | 0.8890               | 0.9829        | 0.7216                      | 0.2100         | 0.9082              | 0.9119                  | 0.2634        | nan           | 0.9820  | 0.8847       | 0.8291    | 0.9780              | 0.8495    | 0.6299             | 0.8600          | 0.9486   | 0.6227                 | 0.2039    | 0.8779         | 0.8445             | 0.2613   |
| 0.0366        | 70.59  | 1200 | 0.0830          | 0.7142   | 0.7609        | 0.9771           | nan                | 0.9927       | 0.9582            | 0.8619         | 0.9870                   | 0.9060         | 0.6224                  | 0.8251               | 0.9774        | 0.8008                      | 0.1424         | 0.9024              | 0.8675                  | 0.0472        | nan           | 0.9819  | 0.8767       | 0.8130    | 0.9777              | 0.8490    | 0.6055             | 0.8106          | 0.9599   | 0.5239                 | 0.1354    | 0.8767         | 0.8272             | 0.0471   |
| 0.0296        | 71.76  | 1220 | 0.0791          | 0.7359   | 0.7742        | 0.9782           | nan                | 0.9916       | 0.9524            | 0.9014         | 0.9916                   | 0.8860         | 0.6243                  | 0.8712               | 0.9791        | 0.7556                      | 0.1754         | 0.8903              | 0.9023                  | 0.1431        | nan           | 0.9819  | 0.8808       | 0.8321    | 0.9772              | 0.8449    | 0.6103             | 0.8471          | 0.9586   | 0.6133                 | 0.1710    | 0.8665         | 0.8397             | 0.1431   |
| 0.0313        | 72.94  | 1240 | 0.0774          | 0.7351   | 0.7724        | 0.9784           | nan                | 0.9927       | 0.9468            | 0.8993         | 0.9926                   | 0.8653         | 0.6253                  | 0.8566               | 0.9796        | 0.7843                      | 0.2090         | 0.8841              | 0.9155                  | 0.0894        | nan           | 0.9821  | 0.8860       | 0.8309    | 0.9755              | 0.8342    | 0.6150             | 0.8393          | 0.9601   | 0.6127                 | 0.2065    | 0.8594         | 0.8653             | 0.0894   |
| 0.0272        | 74.12  | 1260 | 0.0761          | 0.7515   | 0.7913        | 0.9787           | nan                | 0.9942       | 0.9498            | 0.8712         | 0.9907                   | 0.8943         | 0.6261                  | 0.8849               | 0.9781        | 0.7730                      | 0.2644         | 0.9235              | 0.9141                  | 0.2228        | nan           | 0.9817  | 0.8902       | 0.8241    | 0.9772              | 0.8477    | 0.6170             | 0.8587          | 0.9617   | 0.6001                 | 0.2536    | 0.8853         | 0.8554             | 0.2164   |
| 0.0329        | 75.29  | 1280 | 0.0783          | 0.7424   | 0.7800        | 0.9785           | nan                | 0.9928       | 0.9563            | 0.8855         | 0.9893                   | 0.8970         | 0.6249                  | 0.8582               | 0.9794        | 0.7687                      | 0.2109         | 0.8926              | 0.8935                  | 0.1902        | nan           | 0.9821  | 0.8856       | 0.8261    | 0.9775              | 0.8492    | 0.6129             | 0.8390          | 0.9610   | 0.5996                 | 0.2071    | 0.8720         | 0.8492             | 0.1896   |
| 0.0297        | 76.47  | 1300 | 0.0783          | 0.7503   | 0.7914        | 0.9787           | nan                | 0.9925       | 0.9522            | 0.9005         | 0.9882                   | 0.9161         | 0.6233                  | 0.8558               | 0.9813        | 0.7873                      | 0.2259         | 0.8835              | 0.9211                  | 0.2602        | nan           | 0.9823  | 0.8877       | 0.8292    | 0.9772              | 0.8511    | 0.6142             | 0.8369          | 0.9597   | 0.6165                 | 0.2211    | 0.8674         | 0.8522             | 0.2581   |
| 0.0316        | 77.65  | 1320 | 0.0802          | 0.7309   | 0.7645        | 0.9783           | nan                | 0.9950       | 0.9489            | 0.8689         | 0.9890                   | 0.9112         | 0.6222                  | 0.8369               | 0.9788        | 0.7373                      | 0.2202         | 0.8564              | 0.9051                  | 0.0683        | nan           | 0.9813  | 0.8873       | 0.8239    | 0.9773              | 0.8518    | 0.6145             | 0.8250          | 0.9599   | 0.6000                 | 0.2182    | 0.8418         | 0.8526             | 0.0681   |
| 0.0295        | 78.82  | 1340 | 0.0793          | 0.7463   | 0.7827        | 0.9787           | nan                | 0.9931       | 0.9575            | 0.8918         | 0.9876                   | 0.9198         | 0.6227                  | 0.8445               | 0.9784        | 0.7670                      | 0.2125         | 0.8780              | 0.8918                  | 0.2309        | nan           | 0.9825  | 0.8858       | 0.8329    | 0.9771              | 0.8528    | 0.6136             | 0.8294          | 0.9603   | 0.6130                 | 0.2104    | 0.8619         | 0.8543             | 0.2276   |
| 0.0363        | 80.0   | 1360 | 0.0758          | 0.7493   | 0.7876        | 0.9790           | nan                | 0.9935       | 0.9455            | 0.8976         | 0.9908                   | 0.8975         | 0.6365                  | 0.8572               | 0.9827        | 0.7868                      | 0.2276         | 0.8853              | 0.9084                  | 0.2293        | nan           | 0.9824  | 0.8881       | 0.8352    | 0.9772              | 0.8497    | 0.6243             | 0.8387          | 0.9615   | 0.6143                 | 0.2253    | 0.8649         | 0.8519             | 0.2267   |
| 0.0278        | 81.18  | 1380 | 0.0779          | 0.7416   | 0.7789        | 0.9787           | nan                | 0.9933       | 0.9558            | 0.8911         | 0.9879                   | 0.8980         | 0.6237                  | 0.8466               | 0.9817        | 0.7761                      | 0.2160         | 0.8826              | 0.9068                  | 0.1659        | nan           | 0.9825  | 0.8856       | 0.8328    | 0.9773              | 0.8501    | 0.6169             | 0.8324          | 0.9615   | 0.6027                 | 0.2138    | 0.8661         | 0.8531             | 0.1656   |
| 0.0349        | 82.35  | 1400 | 0.0789          | 0.7438   | 0.7815        | 0.9785           | nan                | 0.9919       | 0.9584            | 0.9011         | 0.9893                   | 0.8945         | 0.6226                  | 0.8434               | 0.9809        | 0.7732                      | 0.2060         | 0.8807              | 0.8933                  | 0.2244        | nan           | 0.9826  | 0.8839       | 0.8310    | 0.9772              | 0.8500    | 0.6152             | 0.8265          | 0.9604   | 0.6070                 | 0.2038    | 0.8619         | 0.8456             | 0.2240   |
| 0.0334        | 83.53  | 1420 | 0.0789          | 0.7452   | 0.7813        | 0.9786           | nan                | 0.9938       | 0.9553            | 0.8773         | 0.9896                   | 0.8964         | 0.6275                  | 0.8442               | 0.9789        | 0.7603                      | 0.2237         | 0.8931              | 0.9087                  | 0.2081        | nan           | 0.9822  | 0.8865       | 0.8272    | 0.9772              | 0.8502    | 0.6198             | 0.8299          | 0.9599   | 0.6036                 | 0.2211    | 0.8748         | 0.8505             | 0.2055   |
| 0.0271        | 84.71  | 1440 | 0.0779          | 0.7587   | 0.8011        | 0.9789           | nan                | 0.9929       | 0.9541            | 0.8941         | 0.9882                   | 0.9110         | 0.6276                  | 0.8700               | 0.9810        | 0.7772                      | 0.2436         | 0.8969              | 0.9276                  | 0.3496        | nan           | 0.9825  | 0.8882       | 0.8327    | 0.9775              | 0.8514    | 0.6172             | 0.8466          | 0.9594   | 0.6108                 | 0.2407    | 0.8717         | 0.8426             | 0.3418   |
| 0.0269        | 85.88  | 1460 | 0.0778          | 0.7551   | 0.7956        | 0.9790           | nan                | 0.9929       | 0.9507            | 0.8995         | 0.9895                   | 0.9106         | 0.6299                  | 0.8474               | 0.9824        | 0.7745                      | 0.2364         | 0.9106              | 0.9229                  | 0.2959        | nan           | 0.9826  | 0.8884       | 0.8361    | 0.9774              | 0.8516    | 0.6199             | 0.8318          | 0.9576   | 0.6215                 | 0.2340    | 0.8758         | 0.8451             | 0.2940   |
| 0.0273        | 87.06  | 1480 | 0.0758          | 0.7440   | 0.7839        | 0.9791           | nan                | 0.9937       | 0.9506            | 0.8860         | 0.9898                   | 0.9120         | 0.6401                  | 0.8680               | 0.9807        | 0.7765                      | 0.2603         | 0.9251              | 0.9190                  | 0.0894        | nan           | 0.9826  | 0.8905       | 0.8315    | 0.9774              | 0.8540    | 0.6285             | 0.8466          | 0.9592   | 0.6164                 | 0.2562    | 0.8874         | 0.8519             | 0.0894   |
| 0.0288        | 88.24  | 1500 | 0.0780          | 0.7471   | 0.7852        | 0.9790           | nan                | 0.9932       | 0.9524            | 0.8900         | 0.9903                   | 0.9093         | 0.6311                  | 0.8556               | 0.9808        | 0.7878                      | 0.2340         | 0.8910              | 0.9075                  | 0.1854        | nan           | 0.9828  | 0.8889       | 0.8321    | 0.9774              | 0.8555    | 0.6224             | 0.8370          | 0.9591   | 0.6146                 | 0.2317    | 0.8751         | 0.8508             | 0.1848   |
| 0.0258        | 89.41  | 1520 | 0.0794          | 0.7548   | 0.7973        | 0.9788           | nan                | 0.9924       | 0.9572            | 0.8933         | 0.9876                   | 0.9146         | 0.6272                  | 0.8573               | 0.9823        | 0.7935                      | 0.2306         | 0.8876              | 0.9354                  | 0.3057        | nan           | 0.9826  | 0.8866       | 0.8322    | 0.9778              | 0.8540    | 0.6192             | 0.8400          | 0.9575   | 0.6181                 | 0.2259    | 0.8710         | 0.8465             | 0.3003   |
| 0.023         | 90.59  | 1540 | 0.0783          | 0.7578   | 0.8014        | 0.9790           | nan                | 0.9927       | 0.9555            | 0.8867         | 0.9899                   | 0.9057         | 0.6278                  | 0.8655               | 0.9818        | 0.7999                      | 0.2339         | 0.9231              | 0.9297                  | 0.3252        | nan           | 0.9828  | 0.8881       | 0.8323    | 0.9778              | 0.8548    | 0.6192             | 0.8438          | 0.9598   | 0.6107                 | 0.2281    | 0.8904         | 0.8506             | 0.3135   |
| 0.0263        | 91.76  | 1560 | 0.0788          | 0.7534   | 0.7941        | 0.9789           | nan                | 0.9935       | 0.9549            | 0.8835         | 0.9882                   | 0.9137         | 0.6293                  | 0.8576               | 0.9809        | 0.7828                      | 0.2440         | 0.9122              | 0.9192                  | 0.2634        | nan           | 0.9826  | 0.8877       | 0.8323    | 0.9777              | 0.8543    | 0.6229             | 0.8401          | 0.9592   | 0.6039                 | 0.2387    | 0.8877         | 0.8496             | 0.2576   |
| 0.0308        | 92.94  | 1580 | 0.0786          | 0.7505   | 0.7905        | 0.9791           | nan                | 0.9933       | 0.9518            | 0.8981         | 0.9884                   | 0.9184         | 0.6285                  | 0.8570               | 0.9813        | 0.7817                      | 0.2340         | 0.8983              | 0.9267                  | 0.2195        | nan           | 0.9828  | 0.8883       | 0.8335    | 0.9778              | 0.8563    | 0.6199             | 0.8391          | 0.9603   | 0.6176                 | 0.2311    | 0.8765         | 0.8554             | 0.2181   |
| 0.0255        | 94.12  | 1600 | 0.0799          | 0.7477   | 0.7874        | 0.9791           | nan                | 0.9936       | 0.9601            | 0.8876         | 0.9860                   | 0.9239         | 0.6275                  | 0.8598               | 0.9775        | 0.7880                      | 0.2229         | 0.8846              | 0.9187                  | 0.2065        | nan           | 0.9829  | 0.8874       | 0.8333    | 0.9777              | 0.8581    | 0.6197             | 0.8419          | 0.9607   | 0.6095                 | 0.2203    | 0.8670         | 0.8559             | 0.2058   |
| 0.0288        | 95.29  | 1620 | 0.0808          | 0.7535   | 0.7916        | 0.9789           | nan                | 0.9932       | 0.9565            | 0.8750         | 0.9910                   | 0.8878         | 0.6288                  | 0.8604               | 0.9825        | 0.7858                      | 0.2249         | 0.9047              | 0.9128                  | 0.2878        | nan           | 0.9828  | 0.8870       | 0.8290    | 0.9775              | 0.8493    | 0.6188             | 0.8408          | 0.9594   | 0.6095                 | 0.2224    | 0.8824         | 0.8520             | 0.2846   |
| 0.0278        | 96.47  | 1640 | 0.0802          | 0.7417   | 0.7772        | 0.9789           | nan                | 0.9944       | 0.9515            | 0.8814         | 0.9892                   | 0.9099         | 0.6292                  | 0.8437               | 0.9805        | 0.7454                      | 0.2248         | 0.8830              | 0.9112                  | 0.1593        | nan           | 0.9825  | 0.8880       | 0.8316    | 0.9778              | 0.8548    | 0.6228             | 0.8285          | 0.9586   | 0.5959                 | 0.2228    | 0.8652         | 0.8545             | 0.1593   |
| 0.0266        | 97.65  | 1660 | 0.0801          | 0.7456   | 0.7841        | 0.9790           | nan                | 0.9933       | 0.9569            | 0.8898         | 0.9875                   | 0.9221         | 0.6297                  | 0.8506               | 0.9815        | 0.7677                      | 0.2112         | 0.8823              | 0.9173                  | 0.2033        | nan           | 0.9829  | 0.8874       | 0.8321    | 0.9780              | 0.8558    | 0.6215             | 0.8348          | 0.9597   | 0.6081                 | 0.2093    | 0.8654         | 0.8550             | 0.2029   |
| 0.025         | 98.82  | 1680 | 0.0787          | 0.7450   | 0.7818        | 0.9792           | nan                | 0.9930       | 0.9597            | 0.9013         | 0.9864                   | 0.9254         | 0.6333                  | 0.8492               | 0.9799        | 0.7604                      | 0.2005         | 0.8684              | 0.8978                  | 0.2081        | nan           | 0.9832  | 0.8871       | 0.8398    | 0.9772              | 0.8545    | 0.6287             | 0.8329          | 0.9606   | 0.6087                 | 0.1986    | 0.8552         | 0.8506             | 0.2075   |
| 0.0268        | 100.0  | 1700 | 0.0788          | 0.7470   | 0.7860        | 0.9793           | nan                | 0.9931       | 0.9549            | 0.8962         | 0.9882                   | 0.9147         | 0.6367                  | 0.8659               | 0.9826        | 0.7757                      | 0.2171         | 0.8848              | 0.9206                  | 0.1870        | nan           | 0.9830  | 0.8891       | 0.8333    | 0.9784              | 0.8557    | 0.6281             | 0.8460          | 0.9596   | 0.6210                 | 0.2148    | 0.8671         | 0.8483             | 0.1861   |
| 0.0256        | 101.18 | 1720 | 0.0785          | 0.7494   | 0.7878        | 0.9792           | nan                | 0.9942       | 0.9516            | 0.8849         | 0.9889                   | 0.9183         | 0.6354                  | 0.8468               | 0.9808        | 0.7714                      | 0.2331         | 0.9161              | 0.9301                  | 0.1902        | nan           | 0.9826  | 0.8895       | 0.8335    | 0.9780              | 0.8559    | 0.6271             | 0.8318          | 0.9605   | 0.6191                 | 0.2303    | 0.8921         | 0.8524             | 0.1896   |
| 0.0256        | 102.35 | 1740 | 0.0795          | 0.7598   | 0.7988        | 0.9793           | nan                | 0.9930       | 0.9563            | 0.8969         | 0.9893                   | 0.9139         | 0.6242                  | 0.8542               | 0.9798        | 0.7796                      | 0.2347         | 0.9228              | 0.9174                  | 0.3220        | nan           | 0.9831  | 0.8872       | 0.8384    | 0.9785              | 0.8583    | 0.6187             | 0.8359          | 0.9590   | 0.6221                 | 0.2265    | 0.8959         | 0.8580             | 0.3163   |
| 0.0243        | 103.53 | 1760 | 0.0781          | 0.7509   | 0.7882        | 0.9794           | nan                | 0.9933       | 0.9556            | 0.9019         | 0.9883                   | 0.9218         | 0.6303                  | 0.8592               | 0.9791        | 0.7629                      | 0.2304         | 0.9078              | 0.9194                  | 0.1967        | nan           | 0.9830  | 0.8895       | 0.8391    | 0.9782              | 0.8581    | 0.6230             | 0.8390          | 0.9602   | 0.6181                 | 0.2273    | 0.8899         | 0.8594             | 0.1961   |
| 0.0299        | 104.71 | 1780 | 0.0785          | 0.7462   | 0.7843        | 0.9794           | nan                | 0.9931       | 0.9584            | 0.9021         | 0.9884                   | 0.9216         | 0.6225                  | 0.8485               | 0.9783        | 0.7794                      | 0.2051         | 0.8709              | 0.9250                  | 0.2033        | nan           | 0.9831  | 0.8884       | 0.8379    | 0.9788              | 0.8587    | 0.6179             | 0.8335          | 0.9612   | 0.6252                 | 0.2033    | 0.8556         | 0.8548             | 0.2026   |
| 0.0238        | 105.88 | 1800 | 0.0770          | 0.7483   | 0.7845        | 0.9796           | nan                | 0.9939       | 0.9530            | 0.8998         | 0.9888                   | 0.9116         | 0.6352                  | 0.8513               | 0.9815        | 0.7671                      | 0.2369         | 0.8795              | 0.9209                  | 0.1789        | nan           | 0.9830  | 0.8912       | 0.8372    | 0.9785              | 0.8580    | 0.6288             | 0.8351          | 0.9615   | 0.6171                 | 0.2351    | 0.8654         | 0.8586             | 0.1789   |
| 0.0283        | 107.06 | 1820 | 0.0792          | 0.7523   | 0.7913        | 0.9792           | nan                | 0.9930       | 0.9605            | 0.8910         | 0.9888                   | 0.9097         | 0.6273                  | 0.8514               | 0.9780        | 0.8059                      | 0.2182         | 0.9089              | 0.9187                  | 0.2358        | nan           | 0.9829  | 0.8885       | 0.8344    | 0.9786              | 0.8585    | 0.6210             | 0.8352          | 0.9608   | 0.6203                 | 0.2165    | 0.8892         | 0.8595             | 0.2342   |
| 0.0236        | 108.24 | 1840 | 0.0789          | 0.7584   | 0.7974        | 0.9792           | nan                | 0.9934       | 0.9579            | 0.8895         | 0.9884                   | 0.9079         | 0.6352                  | 0.8560               | 0.9805        | 0.7655                      | 0.2409         | 0.9201              | 0.9291                  | 0.3024        | nan           | 0.9828  | 0.8888       | 0.8342    | 0.9783              | 0.8570    | 0.6231             | 0.8388          | 0.9592   | 0.6139                 | 0.2367    | 0.8929         | 0.8550             | 0.2981   |
| 0.0248        | 109.41 | 1860 | 0.0784          | 0.7570   | 0.7955        | 0.9794           | nan                | 0.9936       | 0.9553            | 0.8933         | 0.9893                   | 0.9061         | 0.6299                  | 0.8521               | 0.9819        | 0.7726                      | 0.2390         | 0.9070              | 0.9286                  | 0.2927        | nan           | 0.9830  | 0.8901       | 0.8375    | 0.9784              | 0.8568    | 0.6220             | 0.8344          | 0.9592   | 0.6224                 | 0.2365    | 0.8853         | 0.8463             | 0.2885   |
| 0.0296        | 110.59 | 1880 | 0.0777          | 0.7469   | 0.7861        | 0.9795           | nan                | 0.9933       | 0.9523            | 0.9022         | 0.9888                   | 0.9162         | 0.6291                  | 0.8549               | 0.9830        | 0.7902                      | 0.2348         | 0.8833              | 0.9349                  | 0.1561        | nan           | 0.9831  | 0.8907       | 0.8375    | 0.9783              | 0.8588    | 0.6205             | 0.8386          | 0.9607   | 0.6305                 | 0.2331    | 0.8652         | 0.8562             | 0.1561   |
| 0.0234        | 111.76 | 1900 | 0.0799          | 0.7582   | 0.7964        | 0.9794           | nan                | 0.9937       | 0.9536            | 0.8959         | 0.9896                   | 0.9138         | 0.6245                  | 0.8559               | 0.9791        | 0.7706                      | 0.2421         | 0.9211              | 0.9374                  | 0.2764        | nan           | 0.9828  | 0.8901       | 0.8378    | 0.9785              | 0.8596    | 0.6196             | 0.8386          | 0.9596   | 0.6235                 | 0.2400    | 0.8941         | 0.8577             | 0.2742   |
| 0.0256        | 112.94 | 1920 | 0.0801          | 0.7608   | 0.7967        | 0.9793           | nan                | 0.9931       | 0.9587            | 0.8977         | 0.9892                   | 0.9108         | 0.6255                  | 0.8473               | 0.9780        | 0.7751                      | 0.2290         | 0.9016              | 0.9101                  | 0.3415        | nan           | 0.9830  | 0.8884       | 0.8370    | 0.9783              | 0.8605    | 0.6191             | 0.8312          | 0.9599   | 0.6203                 | 0.2273    | 0.8852         | 0.8634             | 0.3371   |
| 0.022         | 114.12 | 1940 | 0.0786          | 0.7649   | 0.8068        | 0.9794           | nan                | 0.9933       | 0.9556            | 0.8948         | 0.9892                   | 0.9181         | 0.6288                  | 0.8550               | 0.9789        | 0.7992                      | 0.2431         | 0.9147              | 0.9383                  | 0.3789        | nan           | 0.9830  | 0.8901       | 0.8357    | 0.9785              | 0.8616    | 0.6224             | 0.8375          | 0.9607   | 0.6209                 | 0.2407    | 0.8922         | 0.8594             | 0.3612   |
| 0.0235        | 115.29 | 1960 | 0.0790          | 0.7622   | 0.7997        | 0.9794           | nan                | 0.9932       | 0.9560            | 0.8939         | 0.9905                   | 0.9063         | 0.6274                  | 0.8506               | 0.9799        | 0.7836                      | 0.2364         | 0.9053              | 0.9251                  | 0.3480        | nan           | 0.9830  | 0.8901       | 0.8352    | 0.9783              | 0.8597    | 0.6207             | 0.8324          | 0.9598   | 0.6235                 | 0.2343    | 0.8878         | 0.8615             | 0.3424   |
| 0.0292        | 116.47 | 1980 | 0.0803          | 0.7648   | 0.8032        | 0.9795           | nan                | 0.9939       | 0.9550            | 0.8872         | 0.9883                   | 0.9215         | 0.6221                  | 0.8588               | 0.9809        | 0.7914                      | 0.2433         | 0.9186              | 0.9267                  | 0.3545        | nan           | 0.9829  | 0.8907       | 0.8341    | 0.9787              | 0.8614    | 0.6182             | 0.8402          | 0.9594   | 0.6286                 | 0.2409    | 0.8967         | 0.8650             | 0.3455   |
| 0.0252        | 117.65 | 2000 | 0.0801          | 0.7633   | 0.8027        | 0.9794           | nan                | 0.9940       | 0.9533            | 0.8846         | 0.9894                   | 0.9175         | 0.6248                  | 0.8492               | 0.9816        | 0.7847                      | 0.2436         | 0.9283              | 0.9367                  | 0.3480        | nan           | 0.9829  | 0.8908       | 0.8315    | 0.9788              | 0.8600    | 0.6189             | 0.8326          | 0.9589   | 0.6293                 | 0.2391    | 0.8974         | 0.8639             | 0.3386   |
| 0.0266        | 118.82 | 2020 | 0.0790          | 0.7676   | 0.8078        | 0.9795           | nan                | 0.9924       | 0.9605            | 0.9003         | 0.9875                   | 0.9215         | 0.6329                  | 0.8813               | 0.9826        | 0.7891                      | 0.1686         | 0.9196              | 0.9216                  | 0.4439        | nan           | 0.9834  | 0.8888       | 0.8397    | 0.9782              | 0.8601    | 0.6227             | 0.8562          | 0.9589   | 0.6283                 | 0.1679    | 0.8957         | 0.8657             | 0.4326   |
| 0.0257        | 120.0  | 2040 | 0.0813          | 0.7579   | 0.7983        | 0.9795           | nan                | 0.9935       | 0.9584            | 0.8875         | 0.9882                   | 0.9262         | 0.6243                  | 0.8576               | 0.9791        | 0.8030                      | 0.1780         | 0.9198              | 0.9307                  | 0.3317        | nan           | 0.9831  | 0.8903       | 0.8344    | 0.9788              | 0.8634    | 0.6169             | 0.8413          | 0.9607   | 0.6193                 | 0.1772    | 0.8958         | 0.8655             | 0.3259   |
| 0.0246        | 121.18 | 2060 | 0.0773          | 0.7592   | 0.7956        | 0.9797           | nan                | 0.9937       | 0.9544            | 0.8938         | 0.9910                   | 0.9045         | 0.6265                  | 0.8725               | 0.9800        | 0.7641                      | 0.2586         | 0.9228              | 0.9303                  | 0.2504        | nan           | 0.9833  | 0.8922       | 0.8386    | 0.9782              | 0.8594    | 0.6180             | 0.8509          | 0.9603   | 0.6211                 | 0.2520    | 0.9003         | 0.8671             | 0.2476   |
| 0.0273        | 122.35 | 2080 | 0.0812          | 0.7489   | 0.7832        | 0.9794           | nan                | 0.9939       | 0.9529            | 0.8845         | 0.9913                   | 0.9008         | 0.6249                  | 0.8531               | 0.9814        | 0.7741                      | 0.2092         | 0.9048              | 0.9174                  | 0.1935        | nan           | 0.9832  | 0.8896       | 0.8356    | 0.9774              | 0.8581    | 0.6192             | 0.8383          | 0.9592   | 0.6205                 | 0.2077    | 0.8907         | 0.8640             | 0.1926   |
| 0.0209        | 123.53 | 2100 | 0.0805          | 0.7548   | 0.7902        | 0.9797           | nan                | 0.9933       | 0.9573            | 0.9000         | 0.9897                   | 0.9137         | 0.6232                  | 0.8545               | 0.9801        | 0.7778                      | 0.2016         | 0.9154              | 0.9207                  | 0.2455        | nan           | 0.9834  | 0.8904       | 0.8419    | 0.9784              | 0.8627    | 0.6177             | 0.8394          | 0.9600   | 0.6289                 | 0.2002    | 0.8981         | 0.8679             | 0.2439   |
| 0.0233        | 124.71 | 2120 | 0.0803          | 0.7558   | 0.7941        | 0.9797           | nan                | 0.9930       | 0.9551            | 0.9022         | 0.9906                   | 0.9106         | 0.6224                  | 0.8548               | 0.9807        | 0.7888                      | 0.2290         | 0.9183              | 0.9354                  | 0.2423        | nan           | 0.9834  | 0.8903       | 0.8394    | 0.9785              | 0.8623    | 0.6161             | 0.8388          | 0.9600   | 0.6274                 | 0.2271    | 0.8962         | 0.8648             | 0.2407   |
| 0.0206        | 125.88 | 2140 | 0.0804          | 0.7598   | 0.7965        | 0.9796           | nan                | 0.9938       | 0.9518            | 0.8886         | 0.9914                   | 0.9048         | 0.6287                  | 0.8557               | 0.9814        | 0.7948                      | 0.2116         | 0.9249              | 0.9177                  | 0.3089        | nan           | 0.9832  | 0.8902       | 0.8396    | 0.9783              | 0.8598    | 0.6217             | 0.8395          | 0.9591   | 0.6244                 | 0.2103    | 0.9013         | 0.8658             | 0.3035   |
| 0.0252        | 127.06 | 2160 | 0.0794          | 0.7646   | 0.8038        | 0.9798           | nan                | 0.9933       | 0.9544            | 0.8985         | 0.9902                   | 0.9175         | 0.6272                  | 0.8706               | 0.9813        | 0.7816                      | 0.2381         | 0.9303              | 0.9381                  | 0.3285        | nan           | 0.9834  | 0.8908       | 0.8415    | 0.9788              | 0.8633    | 0.6207             | 0.8502          | 0.9597   | 0.6264                 | 0.2337    | 0.9023         | 0.8686             | 0.3211   |
| 0.0274        | 128.24 | 2180 | 0.0801          | 0.7642   | 0.8013        | 0.9797           | nan                | 0.9935       | 0.9562            | 0.8976         | 0.9889                   | 0.9198         | 0.6234                  | 0.8627               | 0.9812        | 0.7904                      | 0.2291         | 0.9170              | 0.9205                  | 0.3366        | nan           | 0.9833  | 0.8904       | 0.8408    | 0.9789              | 0.8639    | 0.6176             | 0.8469          | 0.9593   | 0.6297                 | 0.2272    | 0.8969         | 0.8680             | 0.3312   |
| 0.0254        | 129.41 | 2200 | 0.0796          | 0.7569   | 0.7952        | 0.9797           | nan                | 0.9936       | 0.9551            | 0.8960         | 0.9886                   | 0.9260         | 0.6250                  | 0.8635               | 0.9819        | 0.7929                      | 0.2223         | 0.9123              | 0.9270                  | 0.2537        | nan           | 0.9833  | 0.8911       | 0.8386    | 0.9792              | 0.8636    | 0.6188             | 0.8461          | 0.9590   | 0.6304                 | 0.2206    | 0.8925         | 0.8658             | 0.2512   |
| 0.024         | 130.59 | 2220 | 0.0783          | 0.7542   | 0.7918        | 0.9800           | nan                | 0.9936       | 0.9572            | 0.8970         | 0.9893                   | 0.9206         | 0.6275                  | 0.8622               | 0.9811        | 0.7900                      | 0.2262         | 0.9229              | 0.9302                  | 0.1951        | nan           | 0.9835  | 0.8927       | 0.8410    | 0.9791              | 0.8650    | 0.6217             | 0.8467          | 0.9612   | 0.6272                 | 0.2247    | 0.8989         | 0.8688             | 0.1942   |
| 0.027         | 131.76 | 2240 | 0.0786          | 0.7607   | 0.7996        | 0.9799           | nan                | 0.9933       | 0.9517            | 0.9027         | 0.9902                   | 0.9146         | 0.6333                  | 0.8712               | 0.9833        | 0.7869                      | 0.2275         | 0.9345              | 0.9241                  | 0.2813        | nan           | 0.9834  | 0.8926       | 0.8405    | 0.9790              | 0.8631    | 0.6237             | 0.8497          | 0.9597   | 0.6262                 | 0.2257    | 0.9018         | 0.8661             | 0.2777   |
| 0.0208        | 132.94 | 2260 | 0.0801          | 0.7568   | 0.7950        | 0.9798           | nan                | 0.9935       | 0.9551            | 0.8920         | 0.9903                   | 0.9136         | 0.6282                  | 0.8583               | 0.9821        | 0.8028                      | 0.2308         | 0.9265              | 0.9257                  | 0.2358        | nan           | 0.9833  | 0.8921       | 0.8365    | 0.9791              | 0.8638    | 0.6216             | 0.8426          | 0.9604   | 0.6271                 | 0.2291    | 0.8995         | 0.8694             | 0.2339   |
| 0.0251        | 134.12 | 2280 | 0.0810          | 0.7604   | 0.7980        | 0.9797           | nan                | 0.9937       | 0.9541            | 0.8883         | 0.9905                   | 0.9137         | 0.6234                  | 0.8687               | 0.9822        | 0.7846                      | 0.2341         | 0.9182              | 0.9327                  | 0.2894        | nan           | 0.9833  | 0.8915       | 0.8362    | 0.9790              | 0.8634    | 0.6178             | 0.8491          | 0.9603   | 0.6223                 | 0.2323    | 0.8970         | 0.8688             | 0.2848   |
| 0.0217        | 135.29 | 2300 | 0.0809          | 0.7644   | 0.8017        | 0.9798           | nan                | 0.9942       | 0.9531            | 0.8883         | 0.9904                   | 0.9173         | 0.6244                  | 0.8568               | 0.9803        | 0.7928                      | 0.2393         | 0.9183              | 0.9385                  | 0.3285        | nan           | 0.9833  | 0.8922       | 0.8374    | 0.9789              | 0.8644    | 0.6188             | 0.8403          | 0.9603   | 0.6297                 | 0.2366    | 0.8983         | 0.8765             | 0.3201   |
| 0.0249        | 136.47 | 2320 | 0.0812          | 0.7593   | 0.7963        | 0.9797           | nan                | 0.9937       | 0.9560            | 0.8969         | 0.9887                   | 0.9167         | 0.6262                  | 0.8588               | 0.9818        | 0.7744                      | 0.2345         | 0.8910              | 0.9356                  | 0.2976        | nan           | 0.9833  | 0.8913       | 0.8377    | 0.9789              | 0.8643    | 0.6198             | 0.8419          | 0.9608   | 0.6203                 | 0.2324    | 0.8746         | 0.8725             | 0.2928   |
| 0.0229        | 137.65 | 2340 | 0.0800          | 0.7651   | 0.8026        | 0.9799           | nan                | 0.9940       | 0.9522            | 0.8958         | 0.9905                   | 0.9102         | 0.6251                  | 0.8622               | 0.9809        | 0.7975                      | 0.2338         | 0.9253              | 0.9262                  | 0.3398        | nan           | 0.9834  | 0.8922       | 0.8405    | 0.9788              | 0.8638    | 0.6189             | 0.8430          | 0.9609   | 0.6253                 | 0.2321    | 0.9013         | 0.8732             | 0.3333   |
| 0.0255        | 138.82 | 2360 | 0.0807          | 0.7635   | 0.7986        | 0.9798           | nan                | 0.9942       | 0.9547            | 0.8916         | 0.9898                   | 0.9134         | 0.6246                  | 0.8616               | 0.9814        | 0.7646                      | 0.2408         | 0.9138              | 0.9288                  | 0.3220        | nan           | 0.9832  | 0.8923       | 0.8383    | 0.9792              | 0.8644    | 0.6180             | 0.8445          | 0.9602   | 0.6198                 | 0.2385    | 0.8958         | 0.8761             | 0.3153   |
| 0.025         | 140.0  | 2380 | 0.0811          | 0.7670   | 0.8055        | 0.9798           | nan                | 0.9932       | 0.9544            | 0.8978         | 0.9910                   | 0.9159         | 0.6266                  | 0.8567               | 0.9807        | 0.7963                      | 0.2400         | 0.9276              | 0.9285                  | 0.3626        | nan           | 0.9836  | 0.8904       | 0.8405    | 0.9785              | 0.8647    | 0.6177             | 0.8394          | 0.9601   | 0.6291                 | 0.2366    | 0.9008         | 0.8750             | 0.3551   |
| 0.0203        | 141.18 | 2400 | 0.0815          | 0.7635   | 0.8007        | 0.9798           | nan                | 0.9937       | 0.9577            | 0.8940         | 0.9893                   | 0.9159         | 0.6233                  | 0.8747               | 0.9797        | 0.7675                      | 0.2408         | 0.9281              | 0.9230                  | 0.3220        | nan           | 0.9834  | 0.8907       | 0.8388    | 0.9794              | 0.8643    | 0.6165             | 0.8540          | 0.9594   | 0.6187                 | 0.2345    | 0.8999         | 0.8699             | 0.3163   |
| 0.0245        | 142.35 | 2420 | 0.0800          | 0.7647   | 0.8045        | 0.9800           | nan                | 0.9939       | 0.9541            | 0.8924         | 0.9883                   | 0.9334         | 0.6251                  | 0.8693               | 0.9827        | 0.7980                      | 0.2442         | 0.9261              | 0.9387                  | 0.3122        | nan           | 0.9834  | 0.8928       | 0.8393    | 0.9793              | 0.8639    | 0.6196             | 0.8511          | 0.9599   | 0.6327                 | 0.2411    | 0.9012         | 0.8696             | 0.3077   |
| 0.021         | 143.53 | 2440 | 0.0797          | 0.7679   | 0.8073        | 0.9799           | nan                | 0.9934       | 0.9557            | 0.8963         | 0.9896                   | 0.9210         | 0.6284                  | 0.8650               | 0.9824        | 0.7961                      | 0.2369         | 0.9220              | 0.9449                  | 0.3626        | nan           | 0.9836  | 0.8920       | 0.8395    | 0.9794              | 0.8647    | 0.6215             | 0.8457          | 0.9591   | 0.6309                 | 0.2342    | 0.8999         | 0.8759             | 0.3562   |
| 0.0235        | 144.71 | 2460 | 0.0825          | 0.7602   | 0.7979        | 0.9797           | nan                | 0.9943       | 0.9581            | 0.8844         | 0.9884                   | 0.9207         | 0.6232                  | 0.8603               | 0.9794        | 0.7764                      | 0.2400         | 0.9149              | 0.9411                  | 0.2911        | nan           | 0.9832  | 0.8910       | 0.8354    | 0.9793              | 0.8658    | 0.6179             | 0.8450          | 0.9600   | 0.6198                 | 0.2369    | 0.8936         | 0.8680             | 0.2869   |
| 0.0254        | 145.88 | 2480 | 0.0812          | 0.7618   | 0.7997        | 0.9799           | nan                | 0.9941       | 0.9532            | 0.8930         | 0.9903                   | 0.9162         | 0.6242                  | 0.8680               | 0.9798        | 0.7814                      | 0.2461         | 0.9247              | 0.9409                  | 0.2846        | nan           | 0.9833  | 0.8925       | 0.8382    | 0.9792              | 0.8653    | 0.6183             | 0.8467          | 0.9607   | 0.6232                 | 0.2431    | 0.9010         | 0.8708             | 0.2809   |
| 0.0216        | 147.06 | 2500 | 0.0810          | 0.7611   | 0.7977        | 0.9798           | nan                | 0.9935       | 0.9526            | 0.8995         | 0.9913                   | 0.9075         | 0.6235                  | 0.8561               | 0.9810        | 0.7848                      | 0.2323         | 0.9277              | 0.9281                  | 0.2927        | nan           | 0.9834  | 0.8914       | 0.8375    | 0.9788              | 0.8628    | 0.6180             | 0.8393          | 0.9601   | 0.6270                 | 0.2305    | 0.9033         | 0.8714             | 0.2903   |
| 0.0229        | 148.24 | 2520 | 0.0810          | 0.7663   | 0.8070        | 0.9798           | nan                | 0.9936       | 0.9542            | 0.8935         | 0.9898                   | 0.9155         | 0.6248                  | 0.8601               | 0.9833        | 0.7977                      | 0.2459         | 0.9304              | 0.9384                  | 0.3642        | nan           | 0.9835  | 0.8921       | 0.8380    | 0.9792              | 0.8650    | 0.6182             | 0.8429          | 0.9593   | 0.6257                 | 0.2430    | 0.8966         | 0.8637             | 0.3544   |
| 0.022         | 149.41 | 2540 | 0.0817          | 0.7616   | 0.8020        | 0.9798           | nan                | 0.9934       | 0.9572            | 0.8924         | 0.9897                   | 0.9176         | 0.6235                  | 0.8611               | 0.9815        | 0.7865                      | 0.2397         | 0.9241              | 0.9460                  | 0.3138        | nan           | 0.9835  | 0.8909       | 0.8378    | 0.9792              | 0.8652    | 0.6182             | 0.8420          | 0.9597   | 0.6212                 | 0.2377    | 0.8953         | 0.8671             | 0.3030   |
| 0.0235        | 150.59 | 2560 | 0.0817          | 0.7591   | 0.7971        | 0.9798           | nan                | 0.9938       | 0.9539            | 0.8940         | 0.9897                   | 0.9229         | 0.6240                  | 0.8590               | 0.9818        | 0.7736                      | 0.2428         | 0.9200              | 0.9397                  | 0.2667        | nan           | 0.9834  | 0.8916       | 0.8378    | 0.9790              | 0.8660    | 0.6176             | 0.8425          | 0.9601   | 0.6177                 | 0.2402    | 0.8992         | 0.8688             | 0.2641   |
| 0.0224        | 151.76 | 2580 | 0.0820          | 0.7659   | 0.8046        | 0.9798           | nan                | 0.9938       | 0.9555            | 0.8892         | 0.9899                   | 0.9214         | 0.6238                  | 0.8661               | 0.9814        | 0.7724                      | 0.2453         | 0.9244              | 0.9403                  | 0.3561        | nan           | 0.9834  | 0.8912       | 0.8374    | 0.9793              | 0.8658    | 0.6176             | 0.8470          | 0.9600   | 0.6209                 | 0.2398    | 0.8984         | 0.8688             | 0.3471   |
| 0.0205        | 152.94 | 2600 | 0.0810          | 0.7610   | 0.7979        | 0.9799           | nan                | 0.9939       | 0.9546            | 0.8966         | 0.9904                   | 0.9152         | 0.6246                  | 0.8547               | 0.9801        | 0.7738                      | 0.2378         | 0.9193              | 0.9375                  | 0.2943        | nan           | 0.9835  | 0.8918       | 0.8383    | 0.9793              | 0.8657    | 0.6185             | 0.8392          | 0.9611   | 0.6206                 | 0.2359    | 0.8984         | 0.8715             | 0.2896   |
| 0.0197        | 154.12 | 2620 | 0.0808          | 0.7656   | 0.8067        | 0.9799           | nan                | 0.9929       | 0.9570            | 0.9036         | 0.9891                   | 0.9219         | 0.6258                  | 0.8656               | 0.9828        | 0.7921                      | 0.2389         | 0.9324              | 0.9462                  | 0.3382        | nan           | 0.9836  | 0.8919       | 0.8405    | 0.9794              | 0.8656    | 0.6171             | 0.8475          | 0.9604   | 0.6255                 | 0.2358    | 0.9058         | 0.8674             | 0.3323   |
| 0.0209        | 155.29 | 2640 | 0.0812          | 0.7581   | 0.7946        | 0.9800           | nan                | 0.9943       | 0.9555            | 0.8939         | 0.9886                   | 0.9252         | 0.6240                  | 0.8575               | 0.9817        | 0.7638                      | 0.2443         | 0.9254              | 0.9340                  | 0.2423        | nan           | 0.9835  | 0.8926       | 0.8398    | 0.9793              | 0.8657    | 0.6175             | 0.8421          | 0.9610   | 0.6173                 | 0.2419    | 0.9027         | 0.8723             | 0.2399   |
| 0.0203        | 156.47 | 2660 | 0.0809          | 0.7671   | 0.8047        | 0.9800           | nan                | 0.9940       | 0.9558            | 0.8939         | 0.9892                   | 0.9231         | 0.6245                  | 0.8629               | 0.9808        | 0.7735                      | 0.2499         | 0.9251              | 0.9387                  | 0.3496        | nan           | 0.9834  | 0.8926       | 0.8400    | 0.9796              | 0.8664    | 0.6177             | 0.8463          | 0.9608   | 0.6220                 | 0.2460    | 0.9050         | 0.8695             | 0.3429   |
| 0.0225        | 157.65 | 2680 | 0.0808          | 0.7640   | 0.8010        | 0.9800           | nan                | 0.9938       | 0.9571            | 0.8980         | 0.9885                   | 0.9237         | 0.6220                  | 0.8643               | 0.9810        | 0.7662                      | 0.2427         | 0.9265              | 0.9292                  | 0.3203        | nan           | 0.9836  | 0.8912       | 0.8419    | 0.9794              | 0.8654    | 0.6169             | 0.8467          | 0.9602   | 0.6222                 | 0.2388    | 0.9053         | 0.8653             | 0.3152   |
| 0.0269        | 158.82 | 2700 | 0.0806          | 0.7596   | 0.7950        | 0.9800           | nan                | 0.9943       | 0.9558            | 0.8894         | 0.9899                   | 0.9177         | 0.6250                  | 0.8603               | 0.9807        | 0.7761                      | 0.2444         | 0.9212              | 0.9247                  | 0.2553        | nan           | 0.9834  | 0.8928       | 0.8390    | 0.9795              | 0.8653    | 0.6184             | 0.8439          | 0.9609   | 0.6272                 | 0.2418    | 0.9014         | 0.8697             | 0.2516   |
| 0.0204        | 160.0  | 2720 | 0.0805          | 0.7677   | 0.8069        | 0.9801           | nan                | 0.9940       | 0.9543            | 0.8949         | 0.9892                   | 0.9248         | 0.6257                  | 0.8668               | 0.9816        | 0.7981                      | 0.2527         | 0.9281              | 0.9310                  | 0.3480        | nan           | 0.9835  | 0.8932       | 0.8404    | 0.9796              | 0.8656    | 0.6187             | 0.8497          | 0.9605   | 0.6308                 | 0.2475    | 0.9049         | 0.8665             | 0.3391   |
| 0.0188        | 161.18 | 2740 | 0.0801          | 0.7686   | 0.8067        | 0.9801           | nan                | 0.9934       | 0.9579            | 0.8992         | 0.9896                   | 0.9168         | 0.6255                  | 0.8677               | 0.9823        | 0.7694                      | 0.2531         | 0.9274              | 0.9386                  | 0.3659        | nan           | 0.9837  | 0.8920       | 0.8420    | 0.9794              | 0.8654    | 0.6191             | 0.8494          | 0.9608   | 0.6213                 | 0.2484    | 0.9019         | 0.8709             | 0.3571   |
| 0.0218        | 162.35 | 2760 | 0.0805          | 0.7686   | 0.8061        | 0.9801           | nan                | 0.9936       | 0.9578            | 0.9000         | 0.9894                   | 0.9216         | 0.6247                  | 0.8665               | 0.9800        | 0.7756                      | 0.2515         | 0.9290              | 0.9321                  | 0.3577        | nan           | 0.9837  | 0.8919       | 0.8421    | 0.9795              | 0.8674    | 0.6183             | 0.8478          | 0.9609   | 0.6240                 | 0.2469    | 0.9041         | 0.8732             | 0.3514   |
| 0.0203        | 163.53 | 2780 | 0.0815          | 0.7643   | 0.7999        | 0.9799           | nan                | 0.9931       | 0.9580            | 0.9023         | 0.9898                   | 0.9155         | 0.6227                  | 0.8569               | 0.9822        | 0.7698                      | 0.2411         | 0.9230              | 0.9177                  | 0.3268        | nan           | 0.9836  | 0.8910       | 0.8406    | 0.9795              | 0.8664    | 0.6167             | 0.8405          | 0.9599   | 0.6242                 | 0.2384    | 0.9018         | 0.8713             | 0.3216   |
| 0.0229        | 164.71 | 2800 | 0.0805          | 0.7672   | 0.8047        | 0.9801           | nan                | 0.9933       | 0.9548            | 0.9024         | 0.9912                   | 0.9162         | 0.6251                  | 0.8574               | 0.9801        | 0.7891                      | 0.2512         | 0.9303              | 0.9399                  | 0.3301        | nan           | 0.9836  | 0.8924       | 0.8410    | 0.9792              | 0.8669    | 0.6190             | 0.8401          | 0.9611   | 0.6316                 | 0.2481    | 0.9061         | 0.8793             | 0.3248   |
| 0.0189        | 165.88 | 2820 | 0.0816          | 0.7667   | 0.8044        | 0.9800           | nan                | 0.9940       | 0.9556            | 0.8921         | 0.9890                   | 0.9258         | 0.6248                  | 0.8622               | 0.9821        | 0.7816                      | 0.2524         | 0.9278              | 0.9351                  | 0.3350        | nan           | 0.9835  | 0.8930       | 0.8390    | 0.9795              | 0.8665    | 0.6187             | 0.8450          | 0.9605   | 0.6255                 | 0.2472    | 0.9041         | 0.8755             | 0.3285   |
| 0.0235        | 167.06 | 2840 | 0.0809          | 0.7703   | 0.8087        | 0.9801           | nan                | 0.9933       | 0.9555            | 0.9032         | 0.9899                   | 0.9224         | 0.6231                  | 0.8622               | 0.9822        | 0.7864                      | 0.2539         | 0.9265              | 0.9379                  | 0.3772        | nan           | 0.9837  | 0.8925       | 0.8412    | 0.9795              | 0.8669    | 0.6176             | 0.8443          | 0.9603   | 0.6272                 | 0.2486    | 0.9049         | 0.8772             | 0.3700   |
| 0.0218        | 168.24 | 2860 | 0.0825          | 0.7652   | 0.8013        | 0.9800           | nan                | 0.9935       | 0.9582            | 0.8961         | 0.9906                   | 0.9125         | 0.6220                  | 0.8572               | 0.9809        | 0.7770                      | 0.2426         | 0.9207              | 0.9314                  | 0.3350        | nan           | 0.9837  | 0.8914       | 0.8412    | 0.9792              | 0.8658    | 0.6170             | 0.8395          | 0.9613   | 0.6243                 | 0.2400    | 0.9003         | 0.8749             | 0.3291   |
| 0.0225        | 169.41 | 2880 | 0.0818          | 0.7643   | 0.8006        | 0.9800           | nan                | 0.9941       | 0.9553            | 0.8913         | 0.9896                   | 0.9214         | 0.6236                  | 0.8597               | 0.9819        | 0.7837                      | 0.2450         | 0.9232              | 0.9303                  | 0.3089        | nan           | 0.9835  | 0.8928       | 0.8392    | 0.9794              | 0.8665    | 0.6185             | 0.8426          | 0.9611   | 0.6286                 | 0.2414    | 0.9029         | 0.8759             | 0.304    |
| 0.0204        | 170.59 | 2900 | 0.0808          | 0.7707   | 0.8079        | 0.9801           | nan                | 0.9937       | 0.9557            | 0.8986         | 0.9902                   | 0.9196         | 0.6253                  | 0.8589               | 0.9815        | 0.7736                      | 0.2531         | 0.9322              | 0.9338                  | 0.3870        | nan           | 0.9837  | 0.8928       | 0.8412    | 0.9793              | 0.8667    | 0.6192             | 0.8424          | 0.9611   | 0.6238                 | 0.2497    | 0.9061         | 0.8770             | 0.3766   |
| 0.0184        | 171.76 | 2920 | 0.0817          | 0.7678   | 0.8065        | 0.9800           | nan                | 0.9939       | 0.9575            | 0.8910         | 0.9892                   | 0.9239         | 0.6253                  | 0.8621               | 0.9813        | 0.7793                      | 0.2545         | 0.9337              | 0.9346                  | 0.3577        | nan           | 0.9836  | 0.8927       | 0.8385    | 0.9795              | 0.8668    | 0.6189             | 0.8450          | 0.9612   | 0.6238                 | 0.2488    | 0.9022         | 0.8715             | 0.3487   |
| 0.0234        | 172.94 | 2940 | 0.0814          | 0.7662   | 0.8056        | 0.9801           | nan                | 0.9938       | 0.9576            | 0.8945         | 0.9890                   | 0.9268         | 0.6259                  | 0.8640               | 0.9801        | 0.7919                      | 0.2530         | 0.9314              | 0.9343                  | 0.3301        | nan           | 0.9837  | 0.8928       | 0.8400    | 0.9794              | 0.8671    | 0.6194             | 0.8453          | 0.9615   | 0.6259                 | 0.2474    | 0.9008         | 0.8738             | 0.3232   |
| 0.0213        | 174.12 | 2960 | 0.0815          | 0.7674   | 0.8055        | 0.9801           | nan                | 0.9934       | 0.9570            | 0.9020         | 0.9894                   | 0.9218         | 0.6259                  | 0.8599               | 0.9818        | 0.7751                      | 0.2475         | 0.9337              | 0.9312                  | 0.3528        | nan           | 0.9837  | 0.8921       | 0.8416    | 0.9796              | 0.8672    | 0.6192             | 0.8432          | 0.9609   | 0.6199                 | 0.2440    | 0.9035         | 0.8755             | 0.3461   |
| 0.0182        | 175.29 | 2980 | 0.0820          | 0.7679   | 0.8070        | 0.9800           | nan                | 0.9934       | 0.9574            | 0.8957         | 0.9902                   | 0.9251         | 0.6249                  | 0.8613               | 0.9802        | 0.7775                      | 0.2460         | 0.9366              | 0.9413                  | 0.3610        | nan           | 0.9836  | 0.8918       | 0.8402    | 0.9794              | 0.8677    | 0.6179             | 0.8435          | 0.9612   | 0.6216                 | 0.2437    | 0.9023         | 0.8758             | 0.3535   |
| 0.0203        | 176.47 | 3000 | 0.0825          | 0.7639   | 0.8026        | 0.9800           | nan                | 0.9934       | 0.9573            | 0.8992         | 0.9893                   | 0.9246         | 0.6247                  | 0.8583               | 0.9811        | 0.7840                      | 0.2318         | 0.9322              | 0.9337                  | 0.3236        | nan           | 0.9836  | 0.8917       | 0.8399    | 0.9795              | 0.8674    | 0.6183             | 0.8421          | 0.9607   | 0.6227                 | 0.2303    | 0.9037         | 0.8729             | 0.3184   |
| 0.024         | 177.65 | 3020 | 0.0821          | 0.7648   | 0.8030        | 0.9800           | nan                | 0.9938       | 0.9539            | 0.8971         | 0.9899                   | 0.9241         | 0.6259                  | 0.8584               | 0.9825        | 0.7842                      | 0.2416         | 0.9300              | 0.9346                  | 0.3236        | nan           | 0.9837  | 0.8926       | 0.8404    | 0.9794              | 0.8673    | 0.6197             | 0.8415          | 0.9607   | 0.6244                 | 0.2400    | 0.9034         | 0.8711             | 0.3179   |
| 0.0182        | 178.82 | 3040 | 0.0814          | 0.7682   | 0.8065        | 0.9801           | nan                | 0.9933       | 0.9574            | 0.9011         | 0.9900                   | 0.9205         | 0.6261                  | 0.8569               | 0.9818        | 0.7775                      | 0.2384         | 0.9271              | 0.9400                  | 0.3740        | nan           | 0.9838  | 0.8916       | 0.8421    | 0.9794              | 0.8675    | 0.6196             | 0.8399          | 0.9607   | 0.6247                 | 0.2366    | 0.9023         | 0.8713             | 0.3668   |
| 0.0227        | 180.0  | 3060 | 0.0813          | 0.7665   | 0.8048        | 0.9800           | nan                | 0.9932       | 0.9574            | 0.9025         | 0.9896                   | 0.9228         | 0.6249                  | 0.8584               | 0.9817        | 0.7810                      | 0.2408         | 0.9287              | 0.9368                  | 0.3447        | nan           | 0.9838  | 0.8918       | 0.8411    | 0.9795              | 0.8672    | 0.6186             | 0.8409          | 0.9605   | 0.6261                 | 0.2391    | 0.9050         | 0.8728             | 0.3387   |
| 0.0198        | 181.18 | 3080 | 0.0816          | 0.7676   | 0.8066        | 0.9800           | nan                | 0.9940       | 0.9564            | 0.8938         | 0.9889                   | 0.9282         | 0.6248                  | 0.8583               | 0.9814        | 0.7771                      | 0.2478         | 0.9340              | 0.9417                  | 0.3593        | nan           | 0.9837  | 0.8918       | 0.8406    | 0.9794              | 0.8673    | 0.6177             | 0.8429          | 0.9606   | 0.6240                 | 0.2456    | 0.9037         | 0.8712             | 0.3508   |
| 0.0249        | 182.35 | 3100 | 0.0812          | 0.7648   | 0.8034        | 0.9801           | nan                | 0.9939       | 0.9550            | 0.8990         | 0.9899                   | 0.9186         | 0.6256                  | 0.8634               | 0.9814        | 0.7774                      | 0.2534         | 0.9334              | 0.9416                  | 0.3122        | nan           | 0.9838  | 0.8929       | 0.8416    | 0.9795              | 0.8677    | 0.6180             | 0.8448          | 0.9611   | 0.6212                 | 0.2501    | 0.9050         | 0.8700             | 0.3062   |
| 0.0201        | 183.53 | 3120 | 0.0822          | 0.7626   | 0.8007        | 0.9800           | nan                | 0.9934       | 0.9578            | 0.8992         | 0.9899                   | 0.9199         | 0.6233                  | 0.8544               | 0.9808        | 0.7769                      | 0.2465         | 0.9277              | 0.9378                  | 0.3008        | nan           | 0.9838  | 0.8920       | 0.8405    | 0.9794              | 0.8678    | 0.6166             | 0.8382          | 0.9609   | 0.6208                 | 0.2438    | 0.9022         | 0.8724             | 0.2955   |
| 0.0262        | 184.71 | 3140 | 0.0807          | 0.7665   | 0.8039        | 0.9801           | nan                | 0.9936       | 0.9554            | 0.8991         | 0.9905                   | 0.9193         | 0.6254                  | 0.8554               | 0.9814        | 0.7831                      | 0.2475         | 0.9308              | 0.9305                  | 0.3382        | nan           | 0.9838  | 0.8927       | 0.8408    | 0.9794              | 0.8674    | 0.6180             | 0.8390          | 0.9610   | 0.6240                 | 0.2455    | 0.9037         | 0.8766             | 0.3323   |
| 0.0217        | 185.88 | 3160 | 0.0813          | 0.7689   | 0.8073        | 0.9801           | nan                | 0.9937       | 0.9571            | 0.8971         | 0.9894                   | 0.9236         | 0.6257                  | 0.8574               | 0.9816        | 0.7808                      | 0.2459         | 0.9322              | 0.9372                  | 0.3740        | nan           | 0.9838  | 0.8924       | 0.8408    | 0.9796              | 0.8684    | 0.6183             | 0.8419          | 0.9608   | 0.6234                 | 0.2437    | 0.9036         | 0.8744             | 0.3651   |
| 0.0193        | 187.06 | 3180 | 0.0813          | 0.7698   | 0.8085        | 0.9801           | nan                | 0.9937       | 0.9561            | 0.8967         | 0.9895                   | 0.9242         | 0.6256                  | 0.8592               | 0.9825        | 0.7832                      | 0.2482         | 0.9305              | 0.9362                  | 0.3854        | nan           | 0.9837  | 0.8928       | 0.8408    | 0.9796              | 0.8681    | 0.6183             | 0.8426          | 0.9606   | 0.6244                 | 0.2457    | 0.9029         | 0.8725             | 0.375    |
| 0.0252        | 188.24 | 3200 | 0.0817          | 0.7679   | 0.8051        | 0.9801           | nan                | 0.9938       | 0.9568            | 0.8948         | 0.9899                   | 0.9238         | 0.6246                  | 0.8565               | 0.9813        | 0.7735                      | 0.2452         | 0.9250              | 0.9326                  | 0.3691        | nan           | 0.9837  | 0.8923       | 0.8403    | 0.9794              | 0.8683    | 0.6178             | 0.8404          | 0.9608   | 0.6210                 | 0.2428    | 0.9006         | 0.8751             | 0.3603   |
| 0.0204        | 189.41 | 3220 | 0.0819          | 0.7684   | 0.8059        | 0.9801           | nan                | 0.9938       | 0.9558            | 0.8968         | 0.9902                   | 0.9197         | 0.6239                  | 0.8602               | 0.9805        | 0.7823                      | 0.2490         | 0.9294              | 0.9326                  | 0.3626        | nan           | 0.9837  | 0.8927       | 0.8403    | 0.9795              | 0.8682    | 0.6175             | 0.8431          | 0.9610   | 0.6246                 | 0.2456    | 0.9029         | 0.8750             | 0.3557   |
| 0.0249        | 190.59 | 3240 | 0.0822          | 0.7667   | 0.8049        | 0.9801           | nan                | 0.9936       | 0.9576            | 0.8992         | 0.9894                   | 0.9215         | 0.6233                  | 0.8609               | 0.9814        | 0.7887                      | 0.2500         | 0.9281              | 0.9339                  | 0.3366        | nan           | 0.9838  | 0.8927       | 0.8409    | 0.9796              | 0.8679    | 0.6170             | 0.8438          | 0.9609   | 0.6282                 | 0.2464    | 0.9025         | 0.8725             | 0.3307   |
| 0.0215        | 191.76 | 3260 | 0.0820          | 0.7676   | 0.8060        | 0.9801           | nan                | 0.9939       | 0.9557            | 0.8962         | 0.9894                   | 0.9245         | 0.6244                  | 0.8647               | 0.9821        | 0.7839                      | 0.2526         | 0.9289              | 0.9361                  | 0.3463        | nan           | 0.9837  | 0.8932       | 0.8406    | 0.9796              | 0.8678    | 0.6172             | 0.8466          | 0.9609   | 0.6255                 | 0.2487    | 0.9027         | 0.8727             | 0.3397   |
| 0.0225        | 192.94 | 3280 | 0.0824          | 0.7687   | 0.8077        | 0.9801           | nan                | 0.9937       | 0.9572            | 0.8938         | 0.9897                   | 0.9226         | 0.6240                  | 0.8615               | 0.9820        | 0.7830                      | 0.2461         | 0.9264              | 0.9380                  | 0.3821        | nan           | 0.9838  | 0.8921       | 0.8402    | 0.9795              | 0.8679    | 0.6166             | 0.8438          | 0.9607   | 0.6233                 | 0.2435    | 0.8987         | 0.8718             | 0.3718   |
| 0.0221        | 194.12 | 3300 | 0.0816          | 0.7687   | 0.8078        | 0.9801           | nan                | 0.9937       | 0.9554            | 0.8971         | 0.9899                   | 0.9238         | 0.6245                  | 0.8611               | 0.9819        | 0.7911                      | 0.2495         | 0.9268              | 0.9395                  | 0.3675        | nan           | 0.9838  | 0.8930       | 0.8408    | 0.9795              | 0.8679    | 0.6170             | 0.8434          | 0.9610   | 0.6262                 | 0.2472    | 0.9010         | 0.8720             | 0.3604   |
| 0.0198        | 195.29 | 3320 | 0.0821          | 0.7675   | 0.8056        | 0.9801           | nan                | 0.9939       | 0.9560            | 0.8955         | 0.9897                   | 0.9187         | 0.6237                  | 0.8574               | 0.9815        | 0.7885                      | 0.2494         | 0.9280              | 0.9346                  | 0.3561        | nan           | 0.9837  | 0.8926       | 0.8404    | 0.9796              | 0.8679    | 0.6173             | 0.8411          | 0.9609   | 0.6257                 | 0.2463    | 0.9010         | 0.8724             | 0.3493   |
| 0.0182        | 196.47 | 3340 | 0.0824          | 0.7672   | 0.8053        | 0.9801           | nan                | 0.9936       | 0.9579            | 0.8976         | 0.9891                   | 0.9238         | 0.6236                  | 0.8589               | 0.9813        | 0.7862                      | 0.2451         | 0.9259              | 0.9313                  | 0.3545        | nan           | 0.9838  | 0.8920       | 0.8409    | 0.9795              | 0.8682    | 0.6171             | 0.8417          | 0.9609   | 0.6250                 | 0.2426    | 0.9003         | 0.8730             | 0.3482   |
| 0.0186        | 197.65 | 3360 | 0.0821          | 0.7679   | 0.8061        | 0.9801           | nan                | 0.9936       | 0.9573            | 0.8982         | 0.9894                   | 0.9232         | 0.6239                  | 0.8621               | 0.9811        | 0.7856                      | 0.2462         | 0.9247              | 0.9342                  | 0.3593        | nan           | 0.9838  | 0.8923       | 0.8413    | 0.9796              | 0.8684    | 0.6173             | 0.8439          | 0.9610   | 0.6248                 | 0.2439    | 0.9004         | 0.8729             | 0.3530   |
| 0.0235        | 198.82 | 3380 | 0.0819          | 0.7684   | 0.8069        | 0.9801           | nan                | 0.9936       | 0.9570            | 0.8988         | 0.9899                   | 0.9216         | 0.6235                  | 0.8584               | 0.9808        | 0.7889                      | 0.2480         | 0.9261              | 0.9359                  | 0.3675        | nan           | 0.9838  | 0.8923       | 0.8414    | 0.9795              | 0.8683    | 0.6174             | 0.8413          | 0.9611   | 0.6258                 | 0.2454    | 0.9010         | 0.8731             | 0.3593   |
| 0.0208        | 200.0  | 3400 | 0.0817          | 0.7674   | 0.8048        | 0.9801           | nan                | 0.9939       | 0.9563            | 0.8947         | 0.9900                   | 0.9225         | 0.6237                  | 0.8593               | 0.9806        | 0.7856                      | 0.2475         | 0.9234              | 0.9317                  | 0.3528        | nan           | 0.9838  | 0.8925       | 0.8407    | 0.9795              | 0.8685    | 0.6175             | 0.8422          | 0.9612   | 0.6243                 | 0.2451    | 0.8999         | 0.8745             | 0.3461   |


### Framework versions

- Transformers 4.30.2
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3