mask2former-swin-large-apple-dms-run4
This model is a fine-tuned version of facebook/mask2former-swin-large-ade-semantic on the AllanK24/apple-dms-materials dataset. It achieves the following results on the evaluation set:
- Mean Iou: 0.4591
- Mean Accuracy: 0.5161
- Overall Accuracy: 0.7173
- Iou Animal Skin: 0.3109
- Accuracy Animal Skin: 0.3977
- Iou Bone Teeth Horn: 0.4324
- Accuracy Bone Teeth Horn: 0.4782
- Iou Brickwork: 0.5801
- Accuracy Brickwork: 0.6358
- Iou Cardboard: 0.4966
- Accuracy Cardboard: 0.5428
- Iou Carpet Rug: 0.7349
- Accuracy Carpet Rug: 0.7935
- Iou Ceiling Tile: 0.7489
- Accuracy Ceiling Tile: 0.7823
- Iou Ceramic: 0.6562
- Accuracy Ceramic: 0.7301
- Iou Chalkboard Blackboard: 0.6227
- Accuracy Chalkboard Blackboard: 0.6661
- Iou Clutter: 0.0381
- Accuracy Clutter: 0.0383
- Iou Concrete: 0.3728
- Accuracy Concrete: 0.4723
- Iou Cork Corkboard: 0.0839
- Accuracy Cork Corkboard: 0.0844
- Iou Engineered Stone: 0.0342
- Accuracy Engineered Stone: 0.0353
- Iou Fabric Cloth: 0.8062
- Accuracy Fabric Cloth: 0.8579
- Iou Fiberglass Wool: 0.0
- Accuracy Fiberglass Wool: 0.0
- Iou Fire: 0.5042
- Accuracy Fire: 0.5230
- Iou Foliage: 0.8522
- Accuracy Foliage: 0.9084
- Iou Food: 0.8211
- Accuracy Food: 0.8988
- Iou Fur: 0.7754
- Accuracy Fur: 0.8430
- Iou Gemstone Quartz: 0.0406
- Accuracy Gemstone Quartz: 0.0695
- Iou Glass: 0.5968
- Accuracy Glass: 0.6608
- Iou Hair: 0.7814
- Accuracy Hair: 0.8625
- Iou Ice: 0.1174
- Accuracy Ice: 0.1280
- Iou Leather: 0.3807
- Accuracy Leather: 0.4262
- Iou Liquid Non-water: 0.1361
- Accuracy Liquid Non-water: 0.1513
- Iou Metal: 0.3657
- Accuracy Metal: 0.4471
- Iou Mirror: 0.4949
- Accuracy Mirror: 0.5409
- Iou Paint Plaster Enamel: 0.6501
- Accuracy Paint Plaster Enamel: 0.7013
- Iou Paper: 0.6232
- Accuracy Paper: 0.6883
- Iou Pearl: 0.0004
- Accuracy Pearl: 0.0004
- Iou Photograph Painting: 0.2868
- Accuracy Photograph Painting: 0.3323
- Iou Plastic Clear: 0.3198
- Accuracy Plastic Clear: 0.3979
- Iou Plastic Non-clear: 0.3612
- Accuracy Plastic Non-clear: 0.4326
- Iou Rubber Latex: 0.3327
- Accuracy Rubber Latex: 0.3764
- Iou Sand: 0.6367
- Accuracy Sand: 0.7567
- Iou Skin Lips: 0.7983
- Accuracy Skin Lips: 0.8790
- Iou Sky: 0.9352
- Accuracy Sky: 0.9560
- Iou Snow: 0.6390
- Accuracy Snow: 0.7559
- Iou Soap: 0.0
- Accuracy Soap: 0.0
- Iou Soil Mud: 0.4450
- Accuracy Soil Mud: 0.5742
- Iou Sponge: 0.0175
- Accuracy Sponge: 0.0182
- Iou Stone Natural: 0.5482
- Accuracy Stone Natural: 0.6817
- Iou Stone Polished: 0.2297
- Accuracy Stone Polished: 0.2775
- Iou Styrofoam: 0.0
- Accuracy Styrofoam: 0.0
- Iou Tile: 0.6461
- Accuracy Tile: 0.7098
- Iou Wallpaper: 0.4726
- Accuracy Wallpaper: 0.6015
- Iou Water: 0.8351
- Accuracy Water: 0.9155
- Iou Wax: 0.6406
- Accuracy Wax: 0.7066
- Iou Whiteboard: 0.6796
- Accuracy Whiteboard: 0.7674
- Iou Wicker: 0.4616
- Accuracy Wicker: 0.5149
- Iou Wood: 0.6358
- Accuracy Wood: 0.6738
- Iou Wood Tree: 0.3828
- Accuracy Wood Tree: 0.5080
- Iou Asphalt: 0.5091
- Accuracy Asphalt: 0.6385
- Loss: 287.8637
- Eval Runtime: 38.282
- Eval Samples Per Second: 30.928
- Eval Steps Per Second: 15.464
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: 0.001
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 256
- total_eval_batch_size: 128
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 0.1
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Mean Iou | Mean Accuracy | Overall Accuracy | Iou Animal Skin | Accuracy Animal Skin | Iou Bone Teeth Horn | Accuracy Bone Teeth Horn | Iou Brickwork | Accuracy Brickwork | Iou Cardboard | Accuracy Cardboard | Iou Carpet Rug | Accuracy Carpet Rug | Iou Ceiling Tile | Accuracy Ceiling Tile | Iou Ceramic | Accuracy Ceramic | Iou Chalkboard Blackboard | Accuracy Chalkboard Blackboard | Iou Clutter | Accuracy Clutter | Iou Concrete | Accuracy Concrete | Iou Cork Corkboard | Accuracy Cork Corkboard | Iou Engineered Stone | Accuracy Engineered Stone | Iou Fabric Cloth | Accuracy Fabric Cloth | Iou Fiberglass Wool | Accuracy Fiberglass Wool | Iou Fire | Accuracy Fire | Iou Foliage | Accuracy Foliage | Iou Food | Accuracy Food | Iou Fur | Accuracy Fur | Iou Gemstone Quartz | Accuracy Gemstone Quartz | Iou Glass | Accuracy Glass | Iou Hair | Accuracy Hair | Iou Ice | Accuracy Ice | Iou Leather | Accuracy Leather | Iou Liquid Non-water | Accuracy Liquid Non-water | Iou Metal | Accuracy Metal | Iou Mirror | Accuracy Mirror | Iou Paint Plaster Enamel | Accuracy Paint Plaster Enamel | Iou Paper | Accuracy Paper | Iou Pearl | Accuracy Pearl | Iou Photograph Painting | Accuracy Photograph Painting | Iou Plastic Clear | Accuracy Plastic Clear | Iou Plastic Non-clear | Accuracy Plastic Non-clear | Iou Rubber Latex | Accuracy Rubber Latex | Iou Sand | Accuracy Sand | Iou Skin Lips | Accuracy Skin Lips | Iou Sky | Accuracy Sky | Iou Snow | Accuracy Snow | Iou Soap | Accuracy Soap | Iou Soil Mud | Accuracy Soil Mud | Iou Sponge | Accuracy Sponge | Iou Stone Natural | Accuracy Stone Natural | Iou Stone Polished | Accuracy Stone Polished | Iou Styrofoam | Accuracy Styrofoam | Iou Tile | Accuracy Tile | Iou Wallpaper | Accuracy Wallpaper | Iou Water | Accuracy Water | Iou Wax | Accuracy Wax | Iou Whiteboard | Accuracy Whiteboard | Iou Wicker | Accuracy Wicker | Iou Wood | Accuracy Wood | Iou Wood Tree | Accuracy Wood Tree | Iou Asphalt | Accuracy Asphalt | Validation Loss | Eval Runtime | Eval Samples Per Second | Eval Steps Per Second |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 311.9153 | 1.7045 | 150 | 0.2421 | 0.2905 | 0.6995 | 0.0 | 0.0 | 0.0020 | 0.0020 | 0.1554 | 0.1673 | 0.2775 | 0.2864 | 0.6874 | 0.8297 | 0.7511 | 0.7886 | 0.5468 | 0.6226 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7802 | 0.8652 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7861 | 0.8544 | 0.2189 | 0.2540 | 0.2725 | 0.9172 | 0.0 | 0.0 | 0.5744 | 0.6602 | 0.7212 | 0.8057 | 0.0 | 0.0 | 0.0297 | 0.0302 | 0.0 | 0.0 | 0.1880 | 0.2082 | 0.4791 | 0.5482 | 0.7035 | 0.8205 | 0.4991 | 0.5488 | 0.0 | 0.0 | 0.3058 | 0.5425 | 0.0780 | 0.0975 | 0.1653 | 0.1773 | 0.0072 | 0.0073 | 0.0 | 0.0 | 0.7072 | 0.8397 | 0.9191 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0886 | 0.0967 | 0.0 | 0.0 | 0.2418 | 0.2659 | 0.0011 | 0.0011 | 0.0 | 0.0 | 0.5447 | 0.6456 | 0.0 | 0.0 | 0.7388 | 0.9384 | 0.0 | 0.0 | 0.2607 | 0.3804 | 0.1331 | 0.1353 | 0.7192 | 0.8221 | 0.0068 | 0.0068 | 0.0 | 0.0 | 273.4794 | 42.315 | 27.981 | 13.99 |
| 311.9153 | 1.7045 | 150 | 0.2421 | 0.2905 | 0.6995 | 0.0 | 0.0 | 0.0020 | 0.0020 | 0.1554 | 0.1673 | 0.2775 | 0.2864 | 0.6874 | 0.8297 | 0.7511 | 0.7886 | 0.5468 | 0.6226 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7802 | 0.8652 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7861 | 0.8544 | 0.2189 | 0.2540 | 0.2725 | 0.9172 | 0.0 | 0.0 | 0.5744 | 0.6602 | 0.7212 | 0.8057 | 0.0 | 0.0 | 0.0297 | 0.0302 | 0.0 | 0.0 | 0.1880 | 0.2082 | 0.4791 | 0.5482 | 0.7035 | 0.8205 | 0.4991 | 0.5488 | 0.0 | 0.0 | 0.3058 | 0.5425 | 0.0780 | 0.0975 | 0.1653 | 0.1773 | 0.0072 | 0.0073 | 0.0 | 0.0 | 0.7072 | 0.8397 | 0.9191 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0886 | 0.0967 | 0.0 | 0.0 | 0.2418 | 0.2659 | 0.0011 | 0.0011 | 0.0 | 0.0 | 0.5447 | 0.6456 | 0.0 | 0.0 | 0.7388 | 0.9384 | 0.0 | 0.0 | 0.2607 | 0.3804 | 0.1331 | 0.1353 | 0.7192 | 0.8221 | 0.0068 | 0.0068 | 0.0 | 0.0 | 273.4794 | 42.315 | 27.981 | 13.99 |
| 266.8802 | 3.4091 | 300 | 0.3083 | 0.3558 | 0.7082 | 0.0024 | 0.0024 | 0.0522 | 0.0647 | 0.1714 | 0.1732 | 0.3586 | 0.3672 | 0.6852 | 0.7313 | 0.7510 | 0.8056 | 0.5053 | 0.8493 | 0.1265 | 0.1266 | 0.0 | 0.0 | 0.0185 | 0.0185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7747 | 0.8800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8450 | 0.9281 | 0.7362 | 0.9082 | 0.7334 | 0.8561 | 0.0 | 0.0 | 0.6192 | 0.7488 | 0.7426 | 0.8271 | 0.0 | 0.0 | 0.4378 | 0.4971 | 0.0 | 0.0 | 0.2755 | 0.3004 | 0.5936 | 0.6728 | 0.6742 | 0.7205 | 0.6024 | 0.7243 | 0.0 | 0.0 | 0.1303 | 0.1336 | 0.1594 | 0.1668 | 0.2825 | 0.3086 | 0.1350 | 0.1391 | 0.0 | 0.0 | 0.7335 | 0.8522 | 0.9220 | 0.9511 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2204 | 0.2473 | 0.0 | 0.0 | 0.2929 | 0.3244 | 0.1036 | 0.1074 | 0.0 | 0.0 | 0.6156 | 0.6777 | 0.2713 | 0.3385 | 0.6563 | 0.9516 | 0.0007 | 0.0007 | 0.4949 | 0.6891 | 0.4033 | 0.4173 | 0.7266 | 0.8048 | 0.1764 | 0.1876 | 0.0 | 0.0 | 263.1070 | 38.1699 | 31.019 | 15.51 |
| 266.8802 | 3.4091 | 300 | 0.3083 | 0.3558 | 0.7082 | 0.0024 | 0.0024 | 0.0522 | 0.0647 | 0.1714 | 0.1732 | 0.3586 | 0.3672 | 0.6852 | 0.7313 | 0.7510 | 0.8056 | 0.5053 | 0.8493 | 0.1265 | 0.1266 | 0.0 | 0.0 | 0.0185 | 0.0185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7747 | 0.8800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8450 | 0.9281 | 0.7362 | 0.9082 | 0.7334 | 0.8561 | 0.0 | 0.0 | 0.6192 | 0.7488 | 0.7426 | 0.8271 | 0.0 | 0.0 | 0.4378 | 0.4971 | 0.0 | 0.0 | 0.2755 | 0.3004 | 0.5936 | 0.6728 | 0.6742 | 0.7205 | 0.6024 | 0.7243 | 0.0 | 0.0 | 0.1303 | 0.1336 | 0.1594 | 0.1668 | 0.2825 | 0.3086 | 0.1350 | 0.1391 | 0.0 | 0.0 | 0.7335 | 0.8522 | 0.9220 | 0.9511 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2204 | 0.2473 | 0.0 | 0.0 | 0.2929 | 0.3244 | 0.1036 | 0.1074 | 0.0 | 0.0 | 0.6156 | 0.6777 | 0.2713 | 0.3385 | 0.6563 | 0.9516 | 0.0007 | 0.0007 | 0.4949 | 0.6891 | 0.4033 | 0.4173 | 0.7266 | 0.8048 | 0.1764 | 0.1876 | 0.0 | 0.0 | 263.1070 | 38.1699 | 31.019 | 15.51 |
| 254.1773 | 5.1136 | 450 | 0.3578 | 0.4009 | 0.7577 | 0.0361 | 0.0368 | 0.0329 | 0.0333 | 0.5479 | 0.6004 | 0.3921 | 0.4026 | 0.6541 | 0.7832 | 0.7753 | 0.8330 | 0.6163 | 0.7226 | 0.5846 | 0.6029 | 0.0 | 0.0 | 0.1559 | 0.1776 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8008 | 0.8606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8411 | 0.9209 | 0.7739 | 0.8825 | 0.7642 | 0.8904 | 0.0 | 0.0 | 0.6039 | 0.7029 | 0.7538 | 0.8369 | 0.0 | 0.0 | 0.3916 | 0.4105 | 0.0 | 0.0 | 0.3617 | 0.4316 | 0.5612 | 0.6146 | 0.7280 | 0.8496 | 0.6074 | 0.6785 | 0.0 | 0.0 | 0.2818 | 0.3175 | 0.1533 | 0.1598 | 0.2795 | 0.3027 | 0.2040 | 0.2585 | 0.0550 | 0.0550 | 0.7426 | 0.8426 | 0.9168 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3963 | 0.4820 | 0.0 | 0.0 | 0.3615 | 0.4101 | 0.0973 | 0.0988 | 0.0 | 0.0 | 0.6421 | 0.7362 | 0.2018 | 0.2034 | 0.8075 | 0.9372 | 0.0336 | 0.0337 | 0.5872 | 0.6714 | 0.4456 | 0.4772 | 0.7486 | 0.8474 | 0.3206 | 0.3443 | 0.3486 | 0.4687 | 260.2254 | 38.7357 | 30.566 | 15.283 |
| 254.1773 | 5.1136 | 450 | 0.3578 | 0.4009 | 0.7577 | 0.0361 | 0.0368 | 0.0329 | 0.0333 | 0.5479 | 0.6004 | 0.3921 | 0.4026 | 0.6541 | 0.7832 | 0.7753 | 0.8330 | 0.6163 | 0.7226 | 0.5846 | 0.6029 | 0.0 | 0.0 | 0.1559 | 0.1776 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8008 | 0.8606 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8411 | 0.9209 | 0.7739 | 0.8825 | 0.7642 | 0.8904 | 0.0 | 0.0 | 0.6039 | 0.7029 | 0.7538 | 0.8369 | 0.0 | 0.0 | 0.3916 | 0.4105 | 0.0 | 0.0 | 0.3617 | 0.4316 | 0.5612 | 0.6146 | 0.7280 | 0.8496 | 0.6074 | 0.6785 | 0.0 | 0.0 | 0.2818 | 0.3175 | 0.1533 | 0.1598 | 0.2795 | 0.3027 | 0.2040 | 0.2585 | 0.0550 | 0.0550 | 0.7426 | 0.8426 | 0.9168 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3963 | 0.4820 | 0.0 | 0.0 | 0.3615 | 0.4101 | 0.0973 | 0.0988 | 0.0 | 0.0 | 0.6421 | 0.7362 | 0.2018 | 0.2034 | 0.8075 | 0.9372 | 0.0336 | 0.0337 | 0.5872 | 0.6714 | 0.4456 | 0.4772 | 0.7486 | 0.8474 | 0.3206 | 0.3443 | 0.3486 | 0.4687 | 260.2254 | 38.7357 | 30.566 | 15.283 |
| 242.1915 | 6.8182 | 600 | 0.3107 | 0.3362 | 0.6680 | 0.0167 | 0.0170 | 0.0140 | 0.0140 | 0.3741 | 0.3849 | 0.4835 | 0.5785 | 0.5959 | 0.6180 | 0.5917 | 0.6031 | 0.5328 | 0.5565 | 0.4337 | 0.4397 | 0.0 | 0.0 | 0.1197 | 0.1368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8075 | 0.8628 | 0.0 | 0.0 | 0.0003 | 0.0003 | 0.8337 | 0.9205 | 0.7650 | 0.8279 | 0.6595 | 0.7001 | 0.0 | 0.0 | 0.5662 | 0.6071 | 0.6741 | 0.8235 | 0.0 | 0.0 | 0.2976 | 0.3123 | 0.0 | 0.0 | 0.3554 | 0.4132 | 0.5655 | 0.6494 | 0.6892 | 0.7304 | 0.5626 | 0.6082 | 0.0 | 0.0 | 0.1216 | 0.1269 | 0.2523 | 0.2715 | 0.1850 | 0.1901 | 0.1250 | 0.1273 | 0.0 | 0.0 | 0.7472 | 0.8509 | 0.9183 | 0.9337 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0406 | 0.0421 | 0.0 | 0.0 | 0.3363 | 0.3800 | 0.0082 | 0.0082 | 0.0 | 0.0 | 0.5764 | 0.6316 | 0.1441 | 0.1503 | 0.8178 | 0.8834 | 0.0847 | 0.0865 | 0.4685 | 0.4871 | 0.2101 | 0.2252 | 0.6172 | 0.6465 | 0.2857 | 0.3018 | 0.2798 | 0.3332 | 260.2099 | 36.0905 | 32.806 | 16.403 |
| 242.1915 | 6.8182 | 600 | 0.3107 | 0.3362 | 0.6680 | 0.0167 | 0.0170 | 0.0140 | 0.0140 | 0.3741 | 0.3849 | 0.4835 | 0.5785 | 0.5959 | 0.6180 | 0.5917 | 0.6031 | 0.5328 | 0.5565 | 0.4337 | 0.4397 | 0.0 | 0.0 | 0.1197 | 0.1368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8075 | 0.8628 | 0.0 | 0.0 | 0.0003 | 0.0003 | 0.8337 | 0.9205 | 0.7650 | 0.8279 | 0.6595 | 0.7001 | 0.0 | 0.0 | 0.5662 | 0.6071 | 0.6741 | 0.8235 | 0.0 | 0.0 | 0.2976 | 0.3123 | 0.0 | 0.0 | 0.3554 | 0.4132 | 0.5655 | 0.6494 | 0.6892 | 0.7304 | 0.5626 | 0.6082 | 0.0 | 0.0 | 0.1216 | 0.1269 | 0.2523 | 0.2715 | 0.1850 | 0.1901 | 0.1250 | 0.1273 | 0.0 | 0.0 | 0.7472 | 0.8509 | 0.9183 | 0.9337 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0406 | 0.0421 | 0.0 | 0.0 | 0.3363 | 0.3800 | 0.0082 | 0.0082 | 0.0 | 0.0 | 0.5764 | 0.6316 | 0.1441 | 0.1503 | 0.8178 | 0.8834 | 0.0847 | 0.0865 | 0.4685 | 0.4871 | 0.2101 | 0.2252 | 0.6172 | 0.6465 | 0.2857 | 0.3018 | 0.2798 | 0.3332 | 260.2099 | 36.0905 | 32.806 | 16.403 |
| 231.3152 | 8.5227 | 750 | 0.3796 | 0.4327 | 0.7458 | 0.0942 | 0.0981 | 0.0554 | 0.0570 | 0.5146 | 0.5611 | 0.5243 | 0.5870 | 0.7437 | 0.8780 | 0.7845 | 0.8315 | 0.6613 | 0.7200 | 0.6535 | 0.6704 | 0.0 | 0.0 | 0.1273 | 0.1389 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8115 | 0.8752 | 0.0 | 0.0 | 0.0025 | 0.0025 | 0.8342 | 0.9278 | 0.6976 | 0.9317 | 0.7667 | 0.9175 | 0.0 | 0.0 | 0.6146 | 0.6909 | 0.7561 | 0.8653 | 0.0 | 0.0 | 0.2113 | 0.2261 | 0.0 | 0.0 | 0.3808 | 0.4614 | 0.5358 | 0.5843 | 0.7334 | 0.7895 | 0.6299 | 0.7090 | 0.0 | 0.0 | 0.3650 | 0.4786 | 0.2954 | 0.3390 | 0.3965 | 0.4813 | 0.2258 | 0.2603 | 0.0730 | 0.0796 | 0.7586 | 0.8317 | 0.8746 | 0.9570 | 0.3601 | 0.4399 | 0.0 | 0.0 | 0.3033 | 0.3553 | 0.0 | 0.0 | 0.4453 | 0.5094 | 0.0684 | 0.0691 | 0.0 | 0.0 | 0.5209 | 0.5520 | 0.4481 | 0.5190 | 0.8187 | 0.9047 | 0.1599 | 0.1663 | 0.7006 | 0.7595 | 0.3460 | 0.3706 | 0.7394 | 0.8073 | 0.3673 | 0.3993 | 0.3381 | 0.6995 | 256.5861 | 39.1436 | 30.248 | 15.124 |
| 231.3152 | 8.5227 | 750 | 0.3796 | 0.4327 | 0.7458 | 0.0942 | 0.0981 | 0.0554 | 0.0570 | 0.5146 | 0.5611 | 0.5243 | 0.5870 | 0.7437 | 0.8780 | 0.7845 | 0.8315 | 0.6613 | 0.7200 | 0.6535 | 0.6704 | 0.0 | 0.0 | 0.1273 | 0.1389 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8115 | 0.8752 | 0.0 | 0.0 | 0.0025 | 0.0025 | 0.8342 | 0.9278 | 0.6976 | 0.9317 | 0.7667 | 0.9175 | 0.0 | 0.0 | 0.6146 | 0.6909 | 0.7561 | 0.8653 | 0.0 | 0.0 | 0.2113 | 0.2261 | 0.0 | 0.0 | 0.3808 | 0.4614 | 0.5358 | 0.5843 | 0.7334 | 0.7895 | 0.6299 | 0.7090 | 0.0 | 0.0 | 0.3650 | 0.4786 | 0.2954 | 0.3390 | 0.3965 | 0.4813 | 0.2258 | 0.2603 | 0.0730 | 0.0796 | 0.7586 | 0.8317 | 0.8746 | 0.9570 | 0.3601 | 0.4399 | 0.0 | 0.0 | 0.3033 | 0.3553 | 0.0 | 0.0 | 0.4453 | 0.5094 | 0.0684 | 0.0691 | 0.0 | 0.0 | 0.5209 | 0.5520 | 0.4481 | 0.5190 | 0.8187 | 0.9047 | 0.1599 | 0.1663 | 0.7006 | 0.7595 | 0.3460 | 0.3706 | 0.7394 | 0.8073 | 0.3673 | 0.3993 | 0.3381 | 0.6995 | 256.5861 | 39.1436 | 30.248 | 15.124 |
| 220.8278 | 10.2273 | 900 | 0.3968 | 0.4499 | 0.7478 | 0.0992 | 0.1258 | 0.0749 | 0.0774 | 0.5592 | 0.5868 | 0.5433 | 0.6194 | 0.7703 | 0.8598 | 0.7908 | 0.8478 | 0.6838 | 0.7671 | 0.7255 | 0.7560 | 0.0 | 0.0 | 0.3073 | 0.3721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8097 | 0.8659 | 0.0 | 0.0 | 0.0107 | 0.0107 | 0.8483 | 0.9140 | 0.7429 | 0.9079 | 0.7866 | 0.8932 | 0.0 | 0.0 | 0.6185 | 0.7051 | 0.7560 | 0.8712 | 0.0 | 0.0 | 0.4064 | 0.4411 | 0.0000 | 0.0000 | 0.2999 | 0.3197 | 0.4650 | 0.4808 | 0.7180 | 0.7675 | 0.6441 | 0.7409 | 0.0 | 0.0 | 0.3138 | 0.3493 | 0.3309 | 0.3917 | 0.3565 | 0.4073 | 0.2139 | 0.2336 | 0.0006 | 0.0006 | 0.7695 | 0.8342 | 0.9307 | 0.9578 | 0.2883 | 0.2905 | 0.0 | 0.0 | 0.3289 | 0.6495 | 0.0 | 0.0 | 0.5100 | 0.6669 | 0.1548 | 0.1632 | 0.0 | 0.0 | 0.6597 | 0.7286 | 0.4399 | 0.5319 | 0.8375 | 0.9265 | 0.1438 | 0.1498 | 0.6824 | 0.7298 | 0.3691 | 0.3995 | 0.7415 | 0.8047 | 0.4194 | 0.5398 | 0.4836 | 0.7101 | 258.6866 | 35.6839 | 33.18 | 16.59 |
| 220.8278 | 10.2273 | 900 | 0.3968 | 0.4499 | 0.7478 | 0.0992 | 0.1258 | 0.0749 | 0.0774 | 0.5592 | 0.5868 | 0.5433 | 0.6194 | 0.7703 | 0.8598 | 0.7908 | 0.8478 | 0.6838 | 0.7671 | 0.7255 | 0.7560 | 0.0 | 0.0 | 0.3073 | 0.3721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8097 | 0.8659 | 0.0 | 0.0 | 0.0107 | 0.0107 | 0.8483 | 0.9140 | 0.7429 | 0.9079 | 0.7866 | 0.8932 | 0.0 | 0.0 | 0.6185 | 0.7051 | 0.7560 | 0.8712 | 0.0 | 0.0 | 0.4064 | 0.4411 | 0.0000 | 0.0000 | 0.2999 | 0.3197 | 0.4650 | 0.4808 | 0.7180 | 0.7675 | 0.6441 | 0.7409 | 0.0 | 0.0 | 0.3138 | 0.3493 | 0.3309 | 0.3917 | 0.3565 | 0.4073 | 0.2139 | 0.2336 | 0.0006 | 0.0006 | 0.7695 | 0.8342 | 0.9307 | 0.9578 | 0.2883 | 0.2905 | 0.0 | 0.0 | 0.3289 | 0.6495 | 0.0 | 0.0 | 0.5100 | 0.6669 | 0.1548 | 0.1632 | 0.0 | 0.0 | 0.6597 | 0.7286 | 0.4399 | 0.5319 | 0.8375 | 0.9265 | 0.1438 | 0.1498 | 0.6824 | 0.7298 | 0.3691 | 0.3995 | 0.7415 | 0.8047 | 0.4194 | 0.5398 | 0.4836 | 0.7101 | 258.6866 | 35.6839 | 33.18 | 16.59 |
| 212.2242 | 11.9318 | 1050 | 0.4028 | 0.4608 | 0.7402 | 0.2111 | 0.2703 | 0.2115 | 0.2283 | 0.6611 | 0.7539 | 0.4896 | 0.5282 | 0.7320 | 0.7782 | 0.7947 | 0.8901 | 0.6994 | 0.8089 | 0.7071 | 0.7722 | 0.0 | 0.0 | 0.0921 | 0.0951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8141 | 0.8691 | 0.0 | 0.0 | 0.0028 | 0.0028 | 0.8448 | 0.9187 | 0.7774 | 0.9030 | 0.8107 | 0.9029 | 0.0 | 0.0 | 0.6312 | 0.7094 | 0.7676 | 0.8426 | 0.0 | 0.0 | 0.2634 | 0.2725 | 0.0003 | 0.0003 | 0.3846 | 0.4582 | 0.5522 | 0.6631 | 0.7052 | 0.7457 | 0.6292 | 0.7554 | 0.0 | 0.0 | 0.3334 | 0.3857 | 0.2859 | 0.3199 | 0.3733 | 0.4290 | 0.2288 | 0.2459 | 0.0193 | 0.0193 | 0.7751 | 0.8724 | 0.9314 | 0.9564 | 0.4665 | 0.5285 | 0.0 | 0.0 | 0.4044 | 0.6903 | 0.0 | 0.0 | 0.5361 | 0.6416 | 0.0785 | 0.0792 | 0.0 | 0.0 | 0.5945 | 0.6356 | 0.4746 | 0.7491 | 0.8454 | 0.9121 | 0.1596 | 0.1667 | 0.7412 | 0.8381 | 0.3407 | 0.3550 | 0.7342 | 0.8034 | 0.4017 | 0.4782 | 0.4371 | 0.6887 | 256.0624 | 37.8004 | 31.322 | 15.661 |
| 212.2242 | 11.9318 | 1050 | 0.4028 | 0.4608 | 0.7402 | 0.2111 | 0.2703 | 0.2115 | 0.2283 | 0.6611 | 0.7539 | 0.4896 | 0.5282 | 0.7320 | 0.7782 | 0.7947 | 0.8901 | 0.6994 | 0.8089 | 0.7071 | 0.7722 | 0.0 | 0.0 | 0.0921 | 0.0951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8141 | 0.8691 | 0.0 | 0.0 | 0.0028 | 0.0028 | 0.8448 | 0.9187 | 0.7774 | 0.9030 | 0.8107 | 0.9029 | 0.0 | 0.0 | 0.6312 | 0.7094 | 0.7676 | 0.8426 | 0.0 | 0.0 | 0.2634 | 0.2725 | 0.0003 | 0.0003 | 0.3846 | 0.4582 | 0.5522 | 0.6631 | 0.7052 | 0.7457 | 0.6292 | 0.7554 | 0.0 | 0.0 | 0.3334 | 0.3857 | 0.2859 | 0.3199 | 0.3733 | 0.4290 | 0.2288 | 0.2459 | 0.0193 | 0.0193 | 0.7751 | 0.8724 | 0.9314 | 0.9564 | 0.4665 | 0.5285 | 0.0 | 0.0 | 0.4044 | 0.6903 | 0.0 | 0.0 | 0.5361 | 0.6416 | 0.0785 | 0.0792 | 0.0 | 0.0 | 0.5945 | 0.6356 | 0.4746 | 0.7491 | 0.8454 | 0.9121 | 0.1596 | 0.1667 | 0.7412 | 0.8381 | 0.3407 | 0.3550 | 0.7342 | 0.8034 | 0.4017 | 0.4782 | 0.4371 | 0.6887 | 256.0624 | 37.8004 | 31.322 | 15.661 |
| 203.7725 | 13.6364 | 1200 | 0.4145 | 0.4675 | 0.7651 | 0.2020 | 0.2347 | 0.2461 | 0.2551 | 0.6330 | 0.7072 | 0.5145 | 0.5516 | 0.7623 | 0.8783 | 0.7853 | 0.8577 | 0.6661 | 0.7299 | 0.6715 | 0.6896 | 0.0 | 0.0 | 0.3147 | 0.3694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8202 | 0.8884 | 0.0 | 0.0 | 0.1213 | 0.1218 | 0.8510 | 0.9133 | 0.7832 | 0.8865 | 0.7923 | 0.9092 | 0.0 | 0.0 | 0.6172 | 0.6952 | 0.7689 | 0.8495 | 0.0 | 0.0 | 0.3460 | 0.3674 | 0.0016 | 0.0016 | 0.3484 | 0.3972 | 0.5131 | 0.5617 | 0.7444 | 0.8296 | 0.6172 | 0.7843 | 0.0 | 0.0 | 0.3350 | 0.4006 | 0.2296 | 0.3401 | 0.3815 | 0.4589 | 0.2844 | 0.3055 | 0.3374 | 0.3679 | 0.7792 | 0.8669 | 0.9338 | 0.9563 | 0.6079 | 0.7452 | 0.0 | 0.0 | 0.4287 | 0.6826 | 0.0 | 0.0 | 0.5591 | 0.7037 | 0.1339 | 0.1397 | 0.0 | 0.0 | 0.5671 | 0.5975 | 0.4838 | 0.5750 | 0.8253 | 0.9168 | 0.1553 | 0.1597 | 0.5301 | 0.5462 | 0.3599 | 0.3775 | 0.7038 | 0.7477 | 0.3485 | 0.3855 | 0.4492 | 0.5561 | 263.6096 | 40.9476 | 28.915 | 14.458 |
| 203.7725 | 13.6364 | 1200 | 0.4145 | 0.4675 | 0.7651 | 0.2020 | 0.2347 | 0.2461 | 0.2551 | 0.6330 | 0.7072 | 0.5145 | 0.5516 | 0.7623 | 0.8783 | 0.7853 | 0.8577 | 0.6661 | 0.7299 | 0.6715 | 0.6896 | 0.0 | 0.0 | 0.3147 | 0.3694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8202 | 0.8884 | 0.0 | 0.0 | 0.1213 | 0.1218 | 0.8510 | 0.9133 | 0.7832 | 0.8865 | 0.7923 | 0.9092 | 0.0 | 0.0 | 0.6172 | 0.6952 | 0.7689 | 0.8495 | 0.0 | 0.0 | 0.3460 | 0.3674 | 0.0016 | 0.0016 | 0.3484 | 0.3972 | 0.5131 | 0.5617 | 0.7444 | 0.8296 | 0.6172 | 0.7843 | 0.0 | 0.0 | 0.3350 | 0.4006 | 0.2296 | 0.3401 | 0.3815 | 0.4589 | 0.2844 | 0.3055 | 0.3374 | 0.3679 | 0.7792 | 0.8669 | 0.9338 | 0.9563 | 0.6079 | 0.7452 | 0.0 | 0.0 | 0.4287 | 0.6826 | 0.0 | 0.0 | 0.5591 | 0.7037 | 0.1339 | 0.1397 | 0.0 | 0.0 | 0.5671 | 0.5975 | 0.4838 | 0.5750 | 0.8253 | 0.9168 | 0.1553 | 0.1597 | 0.5301 | 0.5462 | 0.3599 | 0.3775 | 0.7038 | 0.7477 | 0.3485 | 0.3855 | 0.4492 | 0.5561 | 263.6096 | 40.9476 | 28.915 | 14.458 |
| 197.2073 | 15.3409 | 1350 | 0.4123 | 0.4626 | 0.7551 | 0.3018 | 0.3433 | 0.2564 | 0.2884 | 0.6030 | 0.6625 | 0.5179 | 0.5902 | 0.7446 | 0.8145 | 0.7758 | 0.8640 | 0.6868 | 0.7686 | 0.6821 | 0.7230 | 0.0 | 0.0 | 0.3550 | 0.4808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8166 | 0.8807 | 0.0 | 0.0 | 0.0081 | 0.0081 | 0.8454 | 0.9105 | 0.7983 | 0.8845 | 0.7883 | 0.8529 | 0.0138 | 0.0138 | 0.5809 | 0.6330 | 0.7727 | 0.8614 | 0.0 | 0.0 | 0.4453 | 0.4917 | 0.0021 | 0.0021 | 0.2910 | 0.3136 | 0.5520 | 0.6025 | 0.7318 | 0.7968 | 0.6100 | 0.6584 | 0.0 | 0.0 | 0.1748 | 0.1786 | 0.2873 | 0.3268 | 0.3441 | 0.4033 | 0.3033 | 0.3515 | 0.0509 | 0.0509 | 0.7733 | 0.8511 | 0.9346 | 0.9568 | 0.4908 | 0.6902 | 0.0 | 0.0 | 0.3928 | 0.6523 | 0.0 | 0.0 | 0.5126 | 0.6243 | 0.1093 | 0.1119 | 0.0 | 0.0 | 0.6632 | 0.7397 | 0.4593 | 0.5236 | 0.8317 | 0.9016 | 0.1913 | 0.2078 | 0.7912 | 0.8498 | 0.4552 | 0.4950 | 0.7526 | 0.8313 | 0.3798 | 0.4402 | 0.3595 | 0.4235 | 263.6521 | 35.4891 | 33.362 | 16.681 |
| 197.2073 | 15.3409 | 1350 | 0.4123 | 0.4626 | 0.7551 | 0.3018 | 0.3433 | 0.2564 | 0.2884 | 0.6030 | 0.6625 | 0.5179 | 0.5902 | 0.7446 | 0.8145 | 0.7758 | 0.8640 | 0.6868 | 0.7686 | 0.6821 | 0.7230 | 0.0 | 0.0 | 0.3550 | 0.4808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8166 | 0.8807 | 0.0 | 0.0 | 0.0081 | 0.0081 | 0.8454 | 0.9105 | 0.7983 | 0.8845 | 0.7883 | 0.8529 | 0.0138 | 0.0138 | 0.5809 | 0.6330 | 0.7727 | 0.8614 | 0.0 | 0.0 | 0.4453 | 0.4917 | 0.0021 | 0.0021 | 0.2910 | 0.3136 | 0.5520 | 0.6025 | 0.7318 | 0.7968 | 0.6100 | 0.6584 | 0.0 | 0.0 | 0.1748 | 0.1786 | 0.2873 | 0.3268 | 0.3441 | 0.4033 | 0.3033 | 0.3515 | 0.0509 | 0.0509 | 0.7733 | 0.8511 | 0.9346 | 0.9568 | 0.4908 | 0.6902 | 0.0 | 0.0 | 0.3928 | 0.6523 | 0.0 | 0.0 | 0.5126 | 0.6243 | 0.1093 | 0.1119 | 0.0 | 0.0 | 0.6632 | 0.7397 | 0.4593 | 0.5236 | 0.8317 | 0.9016 | 0.1913 | 0.2078 | 0.7912 | 0.8498 | 0.4552 | 0.4950 | 0.7526 | 0.8313 | 0.3798 | 0.4402 | 0.3595 | 0.4235 | 263.6521 | 35.4891 | 33.362 | 16.681 |
| 189.0269 | 17.0455 | 1500 | 0.4332 | 0.4980 | 0.7781 | 0.1700 | 0.2316 | 0.3344 | 0.3605 | 0.6230 | 0.7496 | 0.5006 | 0.5968 | 0.7623 | 0.8521 | 0.7749 | 0.8666 | 0.6932 | 0.7747 | 0.7369 | 0.8059 | 0.0 | 0.0 | 0.4624 | 0.6292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8077 | 0.8549 | 0.0 | 0.0 | 0.0153 | 0.0153 | 0.8520 | 0.9010 | 0.8118 | 0.8974 | 0.7909 | 0.9182 | 0.0 | 0.0 | 0.6246 | 0.6954 | 0.7719 | 0.8407 | 0.0003 | 0.0003 | 0.5216 | 0.6444 | 0.0833 | 0.0836 | 0.3872 | 0.4893 | 0.5788 | 0.6512 | 0.7455 | 0.8241 | 0.6332 | 0.6975 | 0.0 | 0.0 | 0.2989 | 0.3433 | 0.2660 | 0.3109 | 0.3774 | 0.4440 | 0.3083 | 0.3425 | 0.1780 | 0.2217 | 0.7916 | 0.8833 | 0.9301 | 0.9567 | 0.5798 | 0.8353 | 0.0 | 0.0 | 0.3710 | 0.5823 | 0.0 | 0.0 | 0.5395 | 0.7173 | 0.2057 | 0.2212 | 0.0 | 0.0 | 0.6674 | 0.7403 | 0.4934 | 0.6378 | 0.8369 | 0.9117 | 0.2271 | 0.2509 | 0.7389 | 0.8124 | 0.4491 | 0.4886 | 0.7464 | 0.8127 | 0.4385 | 0.5427 | 0.4008 | 0.4586 | 263.6975 | 39.601 | 29.898 | 14.949 |
| 189.0269 | 17.0455 | 1500 | 0.4332 | 0.4980 | 0.7781 | 0.1700 | 0.2316 | 0.3344 | 0.3605 | 0.6230 | 0.7496 | 0.5006 | 0.5968 | 0.7623 | 0.8521 | 0.7749 | 0.8666 | 0.6932 | 0.7747 | 0.7369 | 0.8059 | 0.0 | 0.0 | 0.4624 | 0.6292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8077 | 0.8549 | 0.0 | 0.0 | 0.0153 | 0.0153 | 0.8520 | 0.9010 | 0.8118 | 0.8974 | 0.7909 | 0.9182 | 0.0 | 0.0 | 0.6246 | 0.6954 | 0.7719 | 0.8407 | 0.0003 | 0.0003 | 0.5216 | 0.6444 | 0.0833 | 0.0836 | 0.3872 | 0.4893 | 0.5788 | 0.6512 | 0.7455 | 0.8241 | 0.6332 | 0.6975 | 0.0 | 0.0 | 0.2989 | 0.3433 | 0.2660 | 0.3109 | 0.3774 | 0.4440 | 0.3083 | 0.3425 | 0.1780 | 0.2217 | 0.7916 | 0.8833 | 0.9301 | 0.9567 | 0.5798 | 0.8353 | 0.0 | 0.0 | 0.3710 | 0.5823 | 0.0 | 0.0 | 0.5395 | 0.7173 | 0.2057 | 0.2212 | 0.0 | 0.0 | 0.6674 | 0.7403 | 0.4934 | 0.6378 | 0.8369 | 0.9117 | 0.2271 | 0.2509 | 0.7389 | 0.8124 | 0.4491 | 0.4886 | 0.7464 | 0.8127 | 0.4385 | 0.5427 | 0.4008 | 0.4586 | 263.6975 | 39.601 | 29.898 | 14.949 |
| 182.2917 | 18.75 | 1650 | 0.4312 | 0.4903 | 0.7671 | 0.3256 | 0.4720 | 0.3592 | 0.3812 | 0.5980 | 0.6777 | 0.4525 | 0.4835 | 0.7690 | 0.8392 | 0.7286 | 0.7524 | 0.6768 | 0.7543 | 0.6963 | 0.7605 | 0.0 | 0.0 | 0.3835 | 0.4875 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8213 | 0.8774 | 0.0 | 0.0 | 0.1139 | 0.1304 | 0.8553 | 0.9235 | 0.8322 | 0.8967 | 0.7917 | 0.8499 | 0.0 | 0.0 | 0.6291 | 0.7060 | 0.7729 | 0.8459 | 0.0 | 0.0 | 0.4487 | 0.5118 | 0.0092 | 0.0092 | 0.3869 | 0.4644 | 0.5340 | 0.5713 | 0.7298 | 0.7855 | 0.6363 | 0.7148 | 0.0 | 0.0 | 0.3362 | 0.4240 | 0.3083 | 0.3657 | 0.3901 | 0.4917 | 0.3351 | 0.3797 | 0.0010 | 0.0010 | 0.7913 | 0.8848 | 0.9384 | 0.9598 | 0.6668 | 0.8515 | 0.0 | 0.0 | 0.3610 | 0.6099 | 0.0 | 0.0 | 0.5845 | 0.7568 | 0.1859 | 0.1959 | 0.0 | 0.0 | 0.6547 | 0.7249 | 0.4520 | 0.5346 | 0.8390 | 0.9308 | 0.2360 | 0.2616 | 0.7131 | 0.7491 | 0.4582 | 0.5046 | 0.7428 | 0.8150 | 0.3947 | 0.4739 | 0.4819 | 0.6867 | 263.2345 | 39.5073 | 29.969 | 14.985 |
| 182.2917 | 18.75 | 1650 | 0.4312 | 0.4903 | 0.7671 | 0.3256 | 0.4720 | 0.3592 | 0.3812 | 0.5980 | 0.6777 | 0.4525 | 0.4835 | 0.7690 | 0.8392 | 0.7286 | 0.7524 | 0.6768 | 0.7543 | 0.6963 | 0.7605 | 0.0 | 0.0 | 0.3835 | 0.4875 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8213 | 0.8774 | 0.0 | 0.0 | 0.1139 | 0.1304 | 0.8553 | 0.9235 | 0.8322 | 0.8967 | 0.7917 | 0.8499 | 0.0 | 0.0 | 0.6291 | 0.7060 | 0.7729 | 0.8459 | 0.0 | 0.0 | 0.4487 | 0.5118 | 0.0092 | 0.0092 | 0.3869 | 0.4644 | 0.5340 | 0.5713 | 0.7298 | 0.7855 | 0.6363 | 0.7148 | 0.0 | 0.0 | 0.3362 | 0.4240 | 0.3083 | 0.3657 | 0.3901 | 0.4917 | 0.3351 | 0.3797 | 0.0010 | 0.0010 | 0.7913 | 0.8848 | 0.9384 | 0.9598 | 0.6668 | 0.8515 | 0.0 | 0.0 | 0.3610 | 0.6099 | 0.0 | 0.0 | 0.5845 | 0.7568 | 0.1859 | 0.1959 | 0.0 | 0.0 | 0.6547 | 0.7249 | 0.4520 | 0.5346 | 0.8390 | 0.9308 | 0.2360 | 0.2616 | 0.7131 | 0.7491 | 0.4582 | 0.5046 | 0.7428 | 0.8150 | 0.3947 | 0.4739 | 0.4819 | 0.6867 | 263.2345 | 39.5073 | 29.969 | 14.985 |
| 177.0143 | 20.4545 | 1800 | 0.4462 | 0.5124 | 0.7763 | 0.4211 | 0.5718 | 0.3006 | 0.3090 | 0.6158 | 0.6878 | 0.5617 | 0.6569 | 0.7682 | 0.8636 | 0.7798 | 0.8543 | 0.6888 | 0.7764 | 0.6946 | 0.8167 | 0.0000 | 0.0000 | 0.4288 | 0.5486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8154 | 0.8657 | 0.0 | 0.0 | 0.0874 | 0.0879 | 0.8499 | 0.9286 | 0.7409 | 0.9321 | 0.8008 | 0.8686 | 0.0000 | 0.0000 | 0.6237 | 0.7001 | 0.7717 | 0.8543 | 0.0 | 0.0 | 0.3294 | 0.3538 | 0.0238 | 0.0245 | 0.3914 | 0.4806 | 0.5550 | 0.6498 | 0.7297 | 0.8128 | 0.6316 | 0.6876 | 0.0 | 0.0 | 0.2890 | 0.3429 | 0.3290 | 0.4249 | 0.4101 | 0.5417 | 0.2859 | 0.3361 | 0.1959 | 0.2015 | 0.7867 | 0.8914 | 0.9368 | 0.9538 | 0.6641 | 0.8391 | 0.0 | 0.0 | 0.3780 | 0.4905 | 0.0 | 0.0 | 0.5581 | 0.7267 | 0.3170 | 0.3848 | 0.0 | 0.0 | 0.6836 | 0.7683 | 0.5019 | 0.6065 | 0.8337 | 0.9078 | 0.6120 | 0.7164 | 0.7308 | 0.8056 | 0.4752 | 0.5629 | 0.7135 | 0.7708 | 0.4258 | 0.4720 | 0.4638 | 0.5710 | 268.4079 | 36.3515 | 32.571 | 16.285 |
| 177.0143 | 20.4545 | 1800 | 0.4462 | 0.5124 | 0.7763 | 0.4211 | 0.5718 | 0.3006 | 0.3090 | 0.6158 | 0.6878 | 0.5617 | 0.6569 | 0.7682 | 0.8636 | 0.7798 | 0.8543 | 0.6888 | 0.7764 | 0.6946 | 0.8167 | 0.0000 | 0.0000 | 0.4288 | 0.5486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8154 | 0.8657 | 0.0 | 0.0 | 0.0874 | 0.0879 | 0.8499 | 0.9286 | 0.7409 | 0.9321 | 0.8008 | 0.8686 | 0.0000 | 0.0000 | 0.6237 | 0.7001 | 0.7717 | 0.8543 | 0.0 | 0.0 | 0.3294 | 0.3538 | 0.0238 | 0.0245 | 0.3914 | 0.4806 | 0.5550 | 0.6498 | 0.7297 | 0.8128 | 0.6316 | 0.6876 | 0.0 | 0.0 | 0.2890 | 0.3429 | 0.3290 | 0.4249 | 0.4101 | 0.5417 | 0.2859 | 0.3361 | 0.1959 | 0.2015 | 0.7867 | 0.8914 | 0.9368 | 0.9538 | 0.6641 | 0.8391 | 0.0 | 0.0 | 0.3780 | 0.4905 | 0.0 | 0.0 | 0.5581 | 0.7267 | 0.3170 | 0.3848 | 0.0 | 0.0 | 0.6836 | 0.7683 | 0.5019 | 0.6065 | 0.8337 | 0.9078 | 0.6120 | 0.7164 | 0.7308 | 0.8056 | 0.4752 | 0.5629 | 0.7135 | 0.7708 | 0.4258 | 0.4720 | 0.4638 | 0.5710 | 268.4079 | 36.3515 | 32.571 | 16.285 |
| 172.3194 | 22.1591 | 1950 | 0.4532 | 0.5118 | 0.7670 | 0.3726 | 0.5404 | 0.4230 | 0.4833 | 0.6075 | 0.6655 | 0.4767 | 0.5239 | 0.7698 | 0.8305 | 0.7846 | 0.8295 | 0.6815 | 0.7681 | 0.6658 | 0.7095 | 0.0053 | 0.0053 | 0.4013 | 0.5374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8172 | 0.8771 | 0.0 | 0.0 | 0.2478 | 0.2499 | 0.8519 | 0.9084 | 0.8358 | 0.9073 | 0.8368 | 0.9022 | 0.0009 | 0.0011 | 0.6100 | 0.6756 | 0.7760 | 0.8670 | 0.0 | 0.0 | 0.4326 | 0.5097 | 0.0890 | 0.0897 | 0.3821 | 0.4702 | 0.5173 | 0.5586 | 0.7346 | 0.8005 | 0.6278 | 0.6938 | 0.0 | 0.0 | 0.3093 | 0.3830 | 0.3123 | 0.3692 | 0.3700 | 0.4302 | 0.2871 | 0.3261 | 0.4564 | 0.4682 | 0.7907 | 0.8693 | 0.9383 | 0.9565 | 0.6514 | 0.8387 | 0.0 | 0.0 | 0.4391 | 0.6297 | 0.0 | 0.0 | 0.5449 | 0.6606 | 0.3316 | 0.3933 | 0.0 | 0.0 | 0.6848 | 0.7741 | 0.4360 | 0.5014 | 0.8133 | 0.9153 | 0.4957 | 0.5545 | 0.7163 | 0.7507 | 0.4402 | 0.4683 | 0.7219 | 0.7827 | 0.4073 | 0.5451 | 0.4740 | 0.5910 | 270.3173 | 38.5362 | 30.724 | 15.362 |
| 172.3194 | 22.1591 | 1950 | 0.4532 | 0.5118 | 0.7670 | 0.3726 | 0.5404 | 0.4230 | 0.4833 | 0.6075 | 0.6655 | 0.4767 | 0.5239 | 0.7698 | 0.8305 | 0.7846 | 0.8295 | 0.6815 | 0.7681 | 0.6658 | 0.7095 | 0.0053 | 0.0053 | 0.4013 | 0.5374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8172 | 0.8771 | 0.0 | 0.0 | 0.2478 | 0.2499 | 0.8519 | 0.9084 | 0.8358 | 0.9073 | 0.8368 | 0.9022 | 0.0009 | 0.0011 | 0.6100 | 0.6756 | 0.7760 | 0.8670 | 0.0 | 0.0 | 0.4326 | 0.5097 | 0.0890 | 0.0897 | 0.3821 | 0.4702 | 0.5173 | 0.5586 | 0.7346 | 0.8005 | 0.6278 | 0.6938 | 0.0 | 0.0 | 0.3093 | 0.3830 | 0.3123 | 0.3692 | 0.3700 | 0.4302 | 0.2871 | 0.3261 | 0.4564 | 0.4682 | 0.7907 | 0.8693 | 0.9383 | 0.9565 | 0.6514 | 0.8387 | 0.0 | 0.0 | 0.4391 | 0.6297 | 0.0 | 0.0 | 0.5449 | 0.6606 | 0.3316 | 0.3933 | 0.0 | 0.0 | 0.6848 | 0.7741 | 0.4360 | 0.5014 | 0.8133 | 0.9153 | 0.4957 | 0.5545 | 0.7163 | 0.7507 | 0.4402 | 0.4683 | 0.7219 | 0.7827 | 0.4073 | 0.5451 | 0.4740 | 0.5910 | 270.3173 | 38.5362 | 30.724 | 15.362 |
| 166.3146 | 23.8636 | 2100 | 0.4368 | 0.4994 | 0.7546 | 0.3909 | 0.5769 | 0.4069 | 0.4602 | 0.5854 | 0.6554 | 0.5000 | 0.5704 | 0.7526 | 0.8228 | 0.7681 | 0.8226 | 0.7101 | 0.8167 | 0.6340 | 0.6674 | 0.0 | 0.0 | 0.3351 | 0.3924 | 0.0311 | 0.0311 | 0.0 | 0.0 | 0.8198 | 0.8850 | 0.0 | 0.0 | 0.1640 | 0.1661 | 0.8529 | 0.9099 | 0.8180 | 0.9108 | 0.8326 | 0.8975 | 0.0454 | 0.0586 | 0.6239 | 0.6973 | 0.7764 | 0.8728 | 0.0 | 0.0 | 0.4918 | 0.5750 | 0.0883 | 0.0891 | 0.3474 | 0.3920 | 0.5562 | 0.6411 | 0.7313 | 0.7903 | 0.6308 | 0.7186 | 0.0 | 0.0 | 0.3011 | 0.3686 | 0.2975 | 0.3723 | 0.3471 | 0.4026 | 0.3165 | 0.3630 | 0.0985 | 0.1006 | 0.7896 | 0.8600 | 0.9340 | 0.9627 | 0.6837 | 0.8584 | 0.0 | 0.0 | 0.4079 | 0.6168 | 0.0 | 0.0 | 0.5654 | 0.6759 | 0.2043 | 0.2191 | 0.0 | 0.0 | 0.6193 | 0.6625 | 0.4558 | 0.5244 | 0.8410 | 0.9207 | 0.2279 | 0.5244 | 0.7018 | 0.7656 | 0.4335 | 0.4629 | 0.7013 | 0.7518 | 0.4040 | 0.4880 | 0.4896 | 0.6473 | 270.1722 | 38.6423 | 30.64 | 15.32 |
| 166.3146 | 23.8636 | 2100 | 0.4368 | 0.4994 | 0.7546 | 0.3909 | 0.5769 | 0.4069 | 0.4602 | 0.5854 | 0.6554 | 0.5000 | 0.5704 | 0.7526 | 0.8228 | 0.7681 | 0.8226 | 0.7101 | 0.8167 | 0.6340 | 0.6674 | 0.0 | 0.0 | 0.3351 | 0.3924 | 0.0311 | 0.0311 | 0.0 | 0.0 | 0.8198 | 0.8850 | 0.0 | 0.0 | 0.1640 | 0.1661 | 0.8529 | 0.9099 | 0.8180 | 0.9108 | 0.8326 | 0.8975 | 0.0454 | 0.0586 | 0.6239 | 0.6973 | 0.7764 | 0.8728 | 0.0 | 0.0 | 0.4918 | 0.5750 | 0.0883 | 0.0891 | 0.3474 | 0.3920 | 0.5562 | 0.6411 | 0.7313 | 0.7903 | 0.6308 | 0.7186 | 0.0 | 0.0 | 0.3011 | 0.3686 | 0.2975 | 0.3723 | 0.3471 | 0.4026 | 0.3165 | 0.3630 | 0.0985 | 0.1006 | 0.7896 | 0.8600 | 0.9340 | 0.9627 | 0.6837 | 0.8584 | 0.0 | 0.0 | 0.4079 | 0.6168 | 0.0 | 0.0 | 0.5654 | 0.6759 | 0.2043 | 0.2191 | 0.0 | 0.0 | 0.6193 | 0.6625 | 0.4558 | 0.5244 | 0.8410 | 0.9207 | 0.2279 | 0.5244 | 0.7018 | 0.7656 | 0.4335 | 0.4629 | 0.7013 | 0.7518 | 0.4040 | 0.4880 | 0.4896 | 0.6473 | 270.1722 | 38.6423 | 30.64 | 15.32 |
| 161.9168 | 25.5682 | 2250 | 0.4427 | 0.5025 | 0.7357 | 0.2953 | 0.4115 | 0.4116 | 0.4530 | 0.5648 | 0.6820 | 0.4637 | 0.5507 | 0.7477 | 0.8050 | 0.7606 | 0.8012 | 0.6993 | 0.7802 | 0.6608 | 0.7065 | 0.0173 | 0.0176 | 0.3429 | 0.4094 | 0.0004 | 0.0004 | 0.0 | 0.0 | 0.8179 | 0.8747 | 0.0 | 0.0 | 0.6494 | 0.7738 | 0.8531 | 0.9185 | 0.8423 | 0.9006 | 0.7549 | 0.8132 | 0.0411 | 0.0745 | 0.6098 | 0.6721 | 0.7760 | 0.8609 | 0.0 | 0.0 | 0.3953 | 0.4556 | 0.0934 | 0.0967 | 0.3595 | 0.4235 | 0.5356 | 0.5916 | 0.7097 | 0.7634 | 0.6274 | 0.6990 | 0.0005 | 0.0006 | 0.2831 | 0.3819 | 0.2815 | 0.3504 | 0.3494 | 0.4065 | 0.3520 | 0.3911 | 0.3398 | 0.3791 | 0.7906 | 0.8834 | 0.9389 | 0.9564 | 0.6154 | 0.7811 | 0.0010 | 0.0010 | 0.4002 | 0.5389 | 0.0 | 0.0 | 0.4999 | 0.5774 | 0.1593 | 0.1678 | 0.0 | 0.0 | 0.6042 | 0.6429 | 0.4677 | 0.6248 | 0.8381 | 0.9145 | 0.4133 | 0.5275 | 0.6417 | 0.6965 | 0.4905 | 0.5346 | 0.6592 | 0.7014 | 0.3970 | 0.4811 | 0.4696 | 0.6547 | 273.6898 | 37.9866 | 31.169 | 15.584 |
| 161.9168 | 25.5682 | 2250 | 0.4427 | 0.5025 | 0.7357 | 0.2953 | 0.4115 | 0.4116 | 0.4530 | 0.5648 | 0.6820 | 0.4637 | 0.5507 | 0.7477 | 0.8050 | 0.7606 | 0.8012 | 0.6993 | 0.7802 | 0.6608 | 0.7065 | 0.0173 | 0.0176 | 0.3429 | 0.4094 | 0.0004 | 0.0004 | 0.0 | 0.0 | 0.8179 | 0.8747 | 0.0 | 0.0 | 0.6494 | 0.7738 | 0.8531 | 0.9185 | 0.8423 | 0.9006 | 0.7549 | 0.8132 | 0.0411 | 0.0745 | 0.6098 | 0.6721 | 0.7760 | 0.8609 | 0.0 | 0.0 | 0.3953 | 0.4556 | 0.0934 | 0.0967 | 0.3595 | 0.4235 | 0.5356 | 0.5916 | 0.7097 | 0.7634 | 0.6274 | 0.6990 | 0.0005 | 0.0006 | 0.2831 | 0.3819 | 0.2815 | 0.3504 | 0.3494 | 0.4065 | 0.3520 | 0.3911 | 0.3398 | 0.3791 | 0.7906 | 0.8834 | 0.9389 | 0.9564 | 0.6154 | 0.7811 | 0.0010 | 0.0010 | 0.4002 | 0.5389 | 0.0 | 0.0 | 0.4999 | 0.5774 | 0.1593 | 0.1678 | 0.0 | 0.0 | 0.6042 | 0.6429 | 0.4677 | 0.6248 | 0.8381 | 0.9145 | 0.4133 | 0.5275 | 0.6417 | 0.6965 | 0.4905 | 0.5346 | 0.6592 | 0.7014 | 0.3970 | 0.4811 | 0.4696 | 0.6547 | 273.6898 | 37.9866 | 31.169 | 15.584 |
| 157.8785 | 27.2727 | 2400 | 0.4224 | 0.4709 | 0.7318 | 0.2674 | 0.3291 | 0.3851 | 0.4220 | 0.5874 | 0.6890 | 0.4975 | 0.5454 | 0.7475 | 0.8165 | 0.7650 | 0.8296 | 0.6757 | 0.7521 | 0.6496 | 0.6820 | 0.0272 | 0.0272 | 0.2637 | 0.3073 | 0.0344 | 0.0344 | 0.0 | 0.0 | 0.8130 | 0.8663 | 0.0 | 0.0 | 0.2313 | 0.2683 | 0.8553 | 0.9160 | 0.8179 | 0.8742 | 0.7662 | 0.8393 | 0.0122 | 0.0148 | 0.6190 | 0.6891 | 0.7778 | 0.8659 | 0.0 | 0.0 | 0.3641 | 0.4004 | 0.0901 | 0.0912 | 0.3532 | 0.4082 | 0.5577 | 0.6181 | 0.7118 | 0.7621 | 0.6130 | 0.6645 | 0.0 | 0.0 | 0.3035 | 0.3448 | 0.3018 | 0.3789 | 0.3415 | 0.3952 | 0.3119 | 0.3432 | 0.2032 | 0.2036 | 0.7926 | 0.8754 | 0.9345 | 0.9531 | 0.6284 | 0.7650 | 0.0 | 0.0 | 0.3788 | 0.5627 | 0.0008 | 0.0008 | 0.5390 | 0.6362 | 0.1034 | 0.1066 | 0.0 | 0.0 | 0.6283 | 0.6807 | 0.4529 | 0.5500 | 0.8340 | 0.8915 | 0.2279 | 0.2543 | 0.6601 | 0.7832 | 0.3949 | 0.4207 | 0.6614 | 0.7053 | 0.3687 | 0.4175 | 0.4166 | 0.5055 | 273.8276 | 37.3043 | 31.739 | 15.869 |
| 157.8785 | 27.2727 | 2400 | 0.4224 | 0.4709 | 0.7318 | 0.2674 | 0.3291 | 0.3851 | 0.4220 | 0.5874 | 0.6890 | 0.4975 | 0.5454 | 0.7475 | 0.8165 | 0.7650 | 0.8296 | 0.6757 | 0.7521 | 0.6496 | 0.6820 | 0.0272 | 0.0272 | 0.2637 | 0.3073 | 0.0344 | 0.0344 | 0.0 | 0.0 | 0.8130 | 0.8663 | 0.0 | 0.0 | 0.2313 | 0.2683 | 0.8553 | 0.9160 | 0.8179 | 0.8742 | 0.7662 | 0.8393 | 0.0122 | 0.0148 | 0.6190 | 0.6891 | 0.7778 | 0.8659 | 0.0 | 0.0 | 0.3641 | 0.4004 | 0.0901 | 0.0912 | 0.3532 | 0.4082 | 0.5577 | 0.6181 | 0.7118 | 0.7621 | 0.6130 | 0.6645 | 0.0 | 0.0 | 0.3035 | 0.3448 | 0.3018 | 0.3789 | 0.3415 | 0.3952 | 0.3119 | 0.3432 | 0.2032 | 0.2036 | 0.7926 | 0.8754 | 0.9345 | 0.9531 | 0.6284 | 0.7650 | 0.0 | 0.0 | 0.3788 | 0.5627 | 0.0008 | 0.0008 | 0.5390 | 0.6362 | 0.1034 | 0.1066 | 0.0 | 0.0 | 0.6283 | 0.6807 | 0.4529 | 0.5500 | 0.8340 | 0.8915 | 0.2279 | 0.2543 | 0.6601 | 0.7832 | 0.3949 | 0.4207 | 0.6614 | 0.7053 | 0.3687 | 0.4175 | 0.4166 | 0.5055 | 273.8276 | 37.3043 | 31.739 | 15.869 |
| 154.5220 | 28.9773 | 2550 | 0.4504 | 0.5095 | 0.7417 | 0.3770 | 0.5531 | 0.4104 | 0.4791 | 0.5877 | 0.6483 | 0.4892 | 0.5444 | 0.7524 | 0.8401 | 0.6732 | 0.7005 | 0.6704 | 0.7376 | 0.6788 | 0.7003 | 0.0034 | 0.0034 | 0.3673 | 0.4732 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.8151 | 0.8744 | 0.0 | 0.0 | 0.5999 | 0.7516 | 0.8485 | 0.9037 | 0.8375 | 0.9058 | 0.8411 | 0.9054 | 0.0115 | 0.0134 | 0.6082 | 0.6747 | 0.7780 | 0.8568 | 0.0 | 0.0 | 0.4343 | 0.4759 | 0.0847 | 0.0905 | 0.3703 | 0.4485 | 0.5681 | 0.6464 | 0.6995 | 0.7525 | 0.6105 | 0.6684 | 0.0 | 0.0 | 0.2269 | 0.2535 | 0.3165 | 0.4118 | 0.3888 | 0.4723 | 0.3485 | 0.3969 | 0.3983 | 0.4088 | 0.7878 | 0.8677 | 0.9377 | 0.9568 | 0.6583 | 0.8091 | 0.0 | 0.0 | 0.4520 | 0.6354 | 0.0 | 0.0 | 0.5221 | 0.5974 | 0.2654 | 0.2990 | 0.0 | 0.0 | 0.6582 | 0.7258 | 0.5245 | 0.6414 | 0.8449 | 0.9340 | 0.2003 | 0.2162 | 0.7006 | 0.8197 | 0.5045 | 0.5531 | 0.6651 | 0.7104 | 0.3951 | 0.4701 | 0.5082 | 0.6675 | 278.1197 | 37.9123 | 31.23 | 15.615 |
| 154.5220 | 28.9773 | 2550 | 0.4504 | 0.5095 | 0.7417 | 0.3770 | 0.5531 | 0.4104 | 0.4791 | 0.5877 | 0.6483 | 0.4892 | 0.5444 | 0.7524 | 0.8401 | 0.6732 | 0.7005 | 0.6704 | 0.7376 | 0.6788 | 0.7003 | 0.0034 | 0.0034 | 0.3673 | 0.4732 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.8151 | 0.8744 | 0.0 | 0.0 | 0.5999 | 0.7516 | 0.8485 | 0.9037 | 0.8375 | 0.9058 | 0.8411 | 0.9054 | 0.0115 | 0.0134 | 0.6082 | 0.6747 | 0.7780 | 0.8568 | 0.0 | 0.0 | 0.4343 | 0.4759 | 0.0847 | 0.0905 | 0.3703 | 0.4485 | 0.5681 | 0.6464 | 0.6995 | 0.7525 | 0.6105 | 0.6684 | 0.0 | 0.0 | 0.2269 | 0.2535 | 0.3165 | 0.4118 | 0.3888 | 0.4723 | 0.3485 | 0.3969 | 0.3983 | 0.4088 | 0.7878 | 0.8677 | 0.9377 | 0.9568 | 0.6583 | 0.8091 | 0.0 | 0.0 | 0.4520 | 0.6354 | 0.0 | 0.0 | 0.5221 | 0.5974 | 0.2654 | 0.2990 | 0.0 | 0.0 | 0.6582 | 0.7258 | 0.5245 | 0.6414 | 0.8449 | 0.9340 | 0.2003 | 0.2162 | 0.7006 | 0.8197 | 0.5045 | 0.5531 | 0.6651 | 0.7104 | 0.3951 | 0.4701 | 0.5082 | 0.6675 | 278.1197 | 37.9123 | 31.23 | 15.615 |
| 150.8545 | 30.6818 | 2700 | 0.4638 | 0.5232 | 0.7448 | 0.4149 | 0.5849 | 0.3866 | 0.4152 | 0.5944 | 0.6588 | 0.4804 | 0.5277 | 0.7624 | 0.8232 | 0.7301 | 0.7616 | 0.6871 | 0.7530 | 0.7125 | 0.7416 | 0.0078 | 0.0078 | 0.3431 | 0.4139 | 0.1277 | 0.1278 | 0.0142 | 0.0142 | 0.8111 | 0.8637 | 0.0 | 0.0 | 0.6270 | 0.8029 | 0.8564 | 0.9205 | 0.8467 | 0.8978 | 0.8332 | 0.9026 | 0.0694 | 0.0913 | 0.5818 | 0.6401 | 0.7778 | 0.8577 | 0.0 | 0.0 | 0.4099 | 0.4545 | 0.1259 | 0.1309 | 0.3938 | 0.4775 | 0.5224 | 0.5895 | 0.7131 | 0.7764 | 0.5988 | 0.6522 | 0.0001 | 0.0001 | 0.2669 | 0.3125 | 0.2775 | 0.3158 | 0.3570 | 0.4306 | 0.3437 | 0.3705 | 0.5054 | 0.5088 | 0.7952 | 0.8836 | 0.9357 | 0.9528 | 0.6716 | 0.8395 | 0.0 | 0.0 | 0.4492 | 0.6871 | 0.0103 | 0.0103 | 0.5581 | 0.7212 | 0.2075 | 0.2200 | 0.0 | 0.0 | 0.6533 | 0.7154 | 0.4681 | 0.5760 | 0.8336 | 0.9220 | 0.6532 | 0.7082 | 0.6845 | 0.7684 | 0.4984 | 0.5412 | 0.6706 | 0.7136 | 0.4098 | 0.4862 | 0.4376 | 0.6375 | 277.1790 | 35.8729 | 33.005 | 16.503 |
| 150.8545 | 30.6818 | 2700 | 0.4638 | 0.5232 | 0.7448 | 0.4149 | 0.5849 | 0.3866 | 0.4152 | 0.5944 | 0.6588 | 0.4804 | 0.5277 | 0.7624 | 0.8232 | 0.7301 | 0.7616 | 0.6871 | 0.7530 | 0.7125 | 0.7416 | 0.0078 | 0.0078 | 0.3431 | 0.4139 | 0.1277 | 0.1278 | 0.0142 | 0.0142 | 0.8111 | 0.8637 | 0.0 | 0.0 | 0.6270 | 0.8029 | 0.8564 | 0.9205 | 0.8467 | 0.8978 | 0.8332 | 0.9026 | 0.0694 | 0.0913 | 0.5818 | 0.6401 | 0.7778 | 0.8577 | 0.0 | 0.0 | 0.4099 | 0.4545 | 0.1259 | 0.1309 | 0.3938 | 0.4775 | 0.5224 | 0.5895 | 0.7131 | 0.7764 | 0.5988 | 0.6522 | 0.0001 | 0.0001 | 0.2669 | 0.3125 | 0.2775 | 0.3158 | 0.3570 | 0.4306 | 0.3437 | 0.3705 | 0.5054 | 0.5088 | 0.7952 | 0.8836 | 0.9357 | 0.9528 | 0.6716 | 0.8395 | 0.0 | 0.0 | 0.4492 | 0.6871 | 0.0103 | 0.0103 | 0.5581 | 0.7212 | 0.2075 | 0.2200 | 0.0 | 0.0 | 0.6533 | 0.7154 | 0.4681 | 0.5760 | 0.8336 | 0.9220 | 0.6532 | 0.7082 | 0.6845 | 0.7684 | 0.4984 | 0.5412 | 0.6706 | 0.7136 | 0.4098 | 0.4862 | 0.4376 | 0.6375 | 277.1790 | 35.8729 | 33.005 | 16.503 |
| 147.1887 | 32.3864 | 2850 | 0.4562 | 0.5176 | 0.7499 | 0.3147 | 0.5115 | 0.3832 | 0.4230 | 0.5739 | 0.6824 | 0.4980 | 0.5635 | 0.7625 | 0.8311 | 0.7754 | 0.8220 | 0.6636 | 0.7388 | 0.6327 | 0.6818 | 0.0307 | 0.0309 | 0.3973 | 0.5838 | 0.1688 | 0.2462 | 0.0064 | 0.0065 | 0.8091 | 0.8545 | 0.0 | 0.0 | 0.4260 | 0.4697 | 0.8554 | 0.9200 | 0.8436 | 0.9015 | 0.7923 | 0.8447 | 0.0115 | 0.0163 | 0.6125 | 0.6752 | 0.7767 | 0.8612 | 0.0253 | 0.0253 | 0.4233 | 0.4799 | 0.0917 | 0.0920 | 0.3726 | 0.4461 | 0.5548 | 0.6314 | 0.7057 | 0.7686 | 0.6312 | 0.7082 | 0.0010 | 0.0011 | 0.2748 | 0.3152 | 0.3084 | 0.3715 | 0.3805 | 0.4552 | 0.3157 | 0.3446 | 0.4800 | 0.5144 | 0.7955 | 0.8695 | 0.9352 | 0.9550 | 0.6590 | 0.8180 | 0.0 | 0.0 | 0.4562 | 0.6359 | 0.0025 | 0.0026 | 0.5518 | 0.6655 | 0.1961 | 0.2059 | 0.0 | 0.0 | 0.6521 | 0.7157 | 0.5163 | 0.6312 | 0.8234 | 0.9094 | 0.5062 | 0.5544 | 0.7047 | 0.8116 | 0.4906 | 0.5228 | 0.6970 | 0.7441 | 0.3875 | 0.4655 | 0.4472 | 0.5876 | 279.9054 | 38.1393 | 31.044 | 15.522 |
| 147.1887 | 32.3864 | 2850 | 0.4562 | 0.5176 | 0.7499 | 0.3147 | 0.5115 | 0.3832 | 0.4230 | 0.5739 | 0.6824 | 0.4980 | 0.5635 | 0.7625 | 0.8311 | 0.7754 | 0.8220 | 0.6636 | 0.7388 | 0.6327 | 0.6818 | 0.0307 | 0.0309 | 0.3973 | 0.5838 | 0.1688 | 0.2462 | 0.0064 | 0.0065 | 0.8091 | 0.8545 | 0.0 | 0.0 | 0.4260 | 0.4697 | 0.8554 | 0.9200 | 0.8436 | 0.9015 | 0.7923 | 0.8447 | 0.0115 | 0.0163 | 0.6125 | 0.6752 | 0.7767 | 0.8612 | 0.0253 | 0.0253 | 0.4233 | 0.4799 | 0.0917 | 0.0920 | 0.3726 | 0.4461 | 0.5548 | 0.6314 | 0.7057 | 0.7686 | 0.6312 | 0.7082 | 0.0010 | 0.0011 | 0.2748 | 0.3152 | 0.3084 | 0.3715 | 0.3805 | 0.4552 | 0.3157 | 0.3446 | 0.4800 | 0.5144 | 0.7955 | 0.8695 | 0.9352 | 0.9550 | 0.6590 | 0.8180 | 0.0 | 0.0 | 0.4562 | 0.6359 | 0.0025 | 0.0026 | 0.5518 | 0.6655 | 0.1961 | 0.2059 | 0.0 | 0.0 | 0.6521 | 0.7157 | 0.5163 | 0.6312 | 0.8234 | 0.9094 | 0.5062 | 0.5544 | 0.7047 | 0.8116 | 0.4906 | 0.5228 | 0.6970 | 0.7441 | 0.3875 | 0.4655 | 0.4472 | 0.5876 | 279.9054 | 38.1393 | 31.044 | 15.522 |
| 144.0002 | 34.0909 | 3000 | 0.4579 | 0.5119 | 0.7470 | 0.3288 | 0.4212 | 0.4155 | 0.4587 | 0.5664 | 0.6115 | 0.5019 | 0.5491 | 0.7666 | 0.8432 | 0.7700 | 0.8138 | 0.6536 | 0.7139 | 0.6328 | 0.6715 | 0.0093 | 0.0093 | 0.3786 | 0.5092 | 0.0753 | 0.0757 | 0.0001 | 0.0001 | 0.8172 | 0.8714 | 0.0 | 0.0 | 0.4816 | 0.5030 | 0.8498 | 0.9092 | 0.8454 | 0.9038 | 0.8290 | 0.9104 | 0.0621 | 0.0805 | 0.5994 | 0.6586 | 0.7800 | 0.8703 | 0.0001 | 0.0001 | 0.4678 | 0.5358 | 0.1030 | 0.1081 | 0.3736 | 0.4393 | 0.5001 | 0.5628 | 0.7042 | 0.7678 | 0.6196 | 0.6895 | 0.0 | 0.0 | 0.2236 | 0.2430 | 0.3358 | 0.4075 | 0.3912 | 0.4803 | 0.3465 | 0.4165 | 0.6758 | 0.7104 | 0.7951 | 0.8702 | 0.9352 | 0.9580 | 0.6629 | 0.8021 | 0.0 | 0.0 | 0.4145 | 0.5069 | 0.0076 | 0.0079 | 0.5645 | 0.7071 | 0.1981 | 0.2164 | 0.0 | 0.0 | 0.6493 | 0.7176 | 0.4937 | 0.6052 | 0.8341 | 0.9136 | 0.4952 | 0.5451 | 0.7139 | 0.7945 | 0.4559 | 0.5139 | 0.6729 | 0.7194 | 0.3659 | 0.4452 | 0.4469 | 0.5501 | 280.1736 | 36.8234 | 32.153 | 16.077 |
| 144.0002 | 34.0909 | 3000 | 0.4579 | 0.5119 | 0.7470 | 0.3288 | 0.4212 | 0.4155 | 0.4587 | 0.5664 | 0.6115 | 0.5019 | 0.5491 | 0.7666 | 0.8432 | 0.7700 | 0.8138 | 0.6536 | 0.7139 | 0.6328 | 0.6715 | 0.0093 | 0.0093 | 0.3786 | 0.5092 | 0.0753 | 0.0757 | 0.0001 | 0.0001 | 0.8172 | 0.8714 | 0.0 | 0.0 | 0.4816 | 0.5030 | 0.8498 | 0.9092 | 0.8454 | 0.9038 | 0.8290 | 0.9104 | 0.0621 | 0.0805 | 0.5994 | 0.6586 | 0.7800 | 0.8703 | 0.0001 | 0.0001 | 0.4678 | 0.5358 | 0.1030 | 0.1081 | 0.3736 | 0.4393 | 0.5001 | 0.5628 | 0.7042 | 0.7678 | 0.6196 | 0.6895 | 0.0 | 0.0 | 0.2236 | 0.2430 | 0.3358 | 0.4075 | 0.3912 | 0.4803 | 0.3465 | 0.4165 | 0.6758 | 0.7104 | 0.7951 | 0.8702 | 0.9352 | 0.9580 | 0.6629 | 0.8021 | 0.0 | 0.0 | 0.4145 | 0.5069 | 0.0076 | 0.0079 | 0.5645 | 0.7071 | 0.1981 | 0.2164 | 0.0 | 0.0 | 0.6493 | 0.7176 | 0.4937 | 0.6052 | 0.8341 | 0.9136 | 0.4952 | 0.5451 | 0.7139 | 0.7945 | 0.4559 | 0.5139 | 0.6729 | 0.7194 | 0.3659 | 0.4452 | 0.4469 | 0.5501 | 280.1736 | 36.8234 | 32.153 | 16.077 |
| 141.4193 | 35.7955 | 3150 | 0.4675 | 0.5331 | 0.7489 | 0.3704 | 0.5255 | 0.4214 | 0.4648 | 0.5893 | 0.6477 | 0.5086 | 0.5802 | 0.7649 | 0.8270 | 0.7735 | 0.8276 | 0.6640 | 0.7292 | 0.7192 | 0.7680 | 0.0149 | 0.0154 | 0.3785 | 0.5178 | 0.0916 | 0.0922 | 0.0167 | 0.0171 | 0.8108 | 0.8634 | 0.0 | 0.0 | 0.5994 | 0.8496 | 0.8476 | 0.9092 | 0.8516 | 0.9121 | 0.8113 | 0.8712 | 0.0105 | 0.0199 | 0.6043 | 0.6675 | 0.7811 | 0.8693 | 0.0000 | 0.0000 | 0.4347 | 0.4969 | 0.1070 | 0.1081 | 0.3781 | 0.4547 | 0.5389 | 0.6028 | 0.6931 | 0.7491 | 0.6214 | 0.6921 | 0.0 | 0.0 | 0.2851 | 0.3531 | 0.2948 | 0.3558 | 0.3851 | 0.4808 | 0.3588 | 0.4173 | 0.6898 | 0.7570 | 0.7959 | 0.8764 | 0.9373 | 0.9591 | 0.6432 | 0.7880 | 0.0037 | 0.0038 | 0.4146 | 0.5276 | 0.0039 | 0.0041 | 0.5566 | 0.6895 | 0.2251 | 0.2775 | 0.0 | 0.0 | 0.6624 | 0.7344 | 0.4962 | 0.6166 | 0.8327 | 0.9188 | 0.4725 | 0.5122 | 0.7125 | 0.8199 | 0.5107 | 0.5741 | 0.7100 | 0.7658 | 0.4285 | 0.5428 | 0.4859 | 0.6669 | 281.9964 | 36.3946 | 32.532 | 16.266 |
| 141.4193 | 35.7955 | 3150 | 0.4675 | 0.5331 | 0.7489 | 0.3704 | 0.5255 | 0.4214 | 0.4648 | 0.5893 | 0.6477 | 0.5086 | 0.5802 | 0.7649 | 0.8270 | 0.7735 | 0.8276 | 0.6640 | 0.7292 | 0.7192 | 0.7680 | 0.0149 | 0.0154 | 0.3785 | 0.5178 | 0.0916 | 0.0922 | 0.0167 | 0.0171 | 0.8108 | 0.8634 | 0.0 | 0.0 | 0.5994 | 0.8496 | 0.8476 | 0.9092 | 0.8516 | 0.9121 | 0.8113 | 0.8712 | 0.0105 | 0.0199 | 0.6043 | 0.6675 | 0.7811 | 0.8693 | 0.0000 | 0.0000 | 0.4347 | 0.4969 | 0.1070 | 0.1081 | 0.3781 | 0.4547 | 0.5389 | 0.6028 | 0.6931 | 0.7491 | 0.6214 | 0.6921 | 0.0 | 0.0 | 0.2851 | 0.3531 | 0.2948 | 0.3558 | 0.3851 | 0.4808 | 0.3588 | 0.4173 | 0.6898 | 0.7570 | 0.7959 | 0.8764 | 0.9373 | 0.9591 | 0.6432 | 0.7880 | 0.0037 | 0.0038 | 0.4146 | 0.5276 | 0.0039 | 0.0041 | 0.5566 | 0.6895 | 0.2251 | 0.2775 | 0.0 | 0.0 | 0.6624 | 0.7344 | 0.4962 | 0.6166 | 0.8327 | 0.9188 | 0.4725 | 0.5122 | 0.7125 | 0.8199 | 0.5107 | 0.5741 | 0.7100 | 0.7658 | 0.4285 | 0.5428 | 0.4859 | 0.6669 | 281.9964 | 36.3946 | 32.532 | 16.266 |
| 138.7303 | 37.5 | 3300 | 0.4682 | 0.5301 | 0.7401 | 0.4165 | 0.5639 | 0.4298 | 0.4796 | 0.5885 | 0.6504 | 0.4969 | 0.5593 | 0.7520 | 0.8104 | 0.7611 | 0.8020 | 0.6763 | 0.7483 | 0.6868 | 0.7399 | 0.0328 | 0.0330 | 0.3644 | 0.4825 | 0.0720 | 0.0723 | 0.0178 | 0.0185 | 0.8142 | 0.8672 | 0.0 | 0.0 | 0.6723 | 0.8515 | 0.8584 | 0.9150 | 0.8475 | 0.9134 | 0.7951 | 0.8452 | 0.0419 | 0.0607 | 0.6106 | 0.6834 | 0.7803 | 0.8661 | 0.1269 | 0.1280 | 0.3923 | 0.4327 | 0.1255 | 0.1312 | 0.3696 | 0.4444 | 0.5111 | 0.5777 | 0.6993 | 0.7533 | 0.6166 | 0.6819 | 0.0005 | 0.0005 | 0.3066 | 0.3736 | 0.3240 | 0.3965 | 0.3605 | 0.4299 | 0.3455 | 0.3997 | 0.6620 | 0.7480 | 0.7966 | 0.8740 | 0.9341 | 0.9557 | 0.6326 | 0.7477 | 0.0 | 0.0 | 0.4619 | 0.6000 | 0.0118 | 0.0119 | 0.5430 | 0.6829 | 0.2624 | 0.3132 | 0.0 | 0.0 | 0.6546 | 0.7298 | 0.4836 | 0.6234 | 0.8363 | 0.9148 | 0.4887 | 0.5390 | 0.6828 | 0.7436 | 0.4997 | 0.5364 | 0.6477 | 0.6886 | 0.3813 | 0.5043 | 0.4716 | 0.6418 | 282.2013 | 35.8838 | 32.995 | 16.498 |
| 138.7303 | 37.5 | 3300 | 0.4682 | 0.5301 | 0.7401 | 0.4165 | 0.5639 | 0.4298 | 0.4796 | 0.5885 | 0.6504 | 0.4969 | 0.5593 | 0.7520 | 0.8104 | 0.7611 | 0.8020 | 0.6763 | 0.7483 | 0.6868 | 0.7399 | 0.0328 | 0.0330 | 0.3644 | 0.4825 | 0.0720 | 0.0723 | 0.0178 | 0.0185 | 0.8142 | 0.8672 | 0.0 | 0.0 | 0.6723 | 0.8515 | 0.8584 | 0.9150 | 0.8475 | 0.9134 | 0.7951 | 0.8452 | 0.0419 | 0.0607 | 0.6106 | 0.6834 | 0.7803 | 0.8661 | 0.1269 | 0.1280 | 0.3923 | 0.4327 | 0.1255 | 0.1312 | 0.3696 | 0.4444 | 0.5111 | 0.5777 | 0.6993 | 0.7533 | 0.6166 | 0.6819 | 0.0005 | 0.0005 | 0.3066 | 0.3736 | 0.3240 | 0.3965 | 0.3605 | 0.4299 | 0.3455 | 0.3997 | 0.6620 | 0.7480 | 0.7966 | 0.8740 | 0.9341 | 0.9557 | 0.6326 | 0.7477 | 0.0 | 0.0 | 0.4619 | 0.6000 | 0.0118 | 0.0119 | 0.5430 | 0.6829 | 0.2624 | 0.3132 | 0.0 | 0.0 | 0.6546 | 0.7298 | 0.4836 | 0.6234 | 0.8363 | 0.9148 | 0.4887 | 0.5390 | 0.6828 | 0.7436 | 0.4997 | 0.5364 | 0.6477 | 0.6886 | 0.3813 | 0.5043 | 0.4716 | 0.6418 | 282.2013 | 35.8838 | 32.995 | 16.498 |
| 136.6205 | 39.2045 | 3450 | 0.4631 | 0.5211 | 0.7031 | 0.3615 | 0.5416 | 0.4199 | 0.4626 | 0.5735 | 0.6174 | 0.5080 | 0.5614 | 0.7358 | 0.7975 | 0.7374 | 0.7738 | 0.6445 | 0.7072 | 0.6616 | 0.6836 | 0.0174 | 0.0178 | 0.3574 | 0.4383 | 0.1922 | 0.1985 | 0.0167 | 0.0171 | 0.8080 | 0.8592 | 0.0 | 0.0 | 0.7296 | 0.8141 | 0.8445 | 0.9006 | 0.8331 | 0.8899 | 0.7634 | 0.8085 | 0.0185 | 0.0318 | 0.5779 | 0.6327 | 0.7785 | 0.8582 | 0.1142 | 0.1280 | 0.3583 | 0.3952 | 0.1276 | 0.1301 | 0.3560 | 0.4291 | 0.4954 | 0.5519 | 0.6098 | 0.6473 | 0.6148 | 0.6839 | 0.0006 | 0.0006 | 0.3108 | 0.3614 | 0.2863 | 0.3489 | 0.3553 | 0.4390 | 0.3284 | 0.3813 | 0.7026 | 0.7517 | 0.7965 | 0.8777 | 0.9319 | 0.9552 | 0.6561 | 0.7685 | 0.0018 | 0.0018 | 0.4277 | 0.5562 | 0.0163 | 0.0169 | 0.5463 | 0.7263 | 0.2323 | 0.2764 | 0.0 | 0.0 | 0.6561 | 0.7270 | 0.4708 | 0.5921 | 0.8371 | 0.9207 | 0.4845 | 0.5353 | 0.7081 | 0.8064 | 0.5040 | 0.5720 | 0.6679 | 0.7102 | 0.4076 | 0.5112 | 0.4992 | 0.6825 | 284.8433 | 38.0052 | 31.154 | 15.577 |
| 136.6205 | 39.2045 | 3450 | 0.4631 | 0.5211 | 0.7031 | 0.3615 | 0.5416 | 0.4199 | 0.4626 | 0.5735 | 0.6174 | 0.5080 | 0.5614 | 0.7358 | 0.7975 | 0.7374 | 0.7738 | 0.6445 | 0.7072 | 0.6616 | 0.6836 | 0.0174 | 0.0178 | 0.3574 | 0.4383 | 0.1922 | 0.1985 | 0.0167 | 0.0171 | 0.8080 | 0.8592 | 0.0 | 0.0 | 0.7296 | 0.8141 | 0.8445 | 0.9006 | 0.8331 | 0.8899 | 0.7634 | 0.8085 | 0.0185 | 0.0318 | 0.5779 | 0.6327 | 0.7785 | 0.8582 | 0.1142 | 0.1280 | 0.3583 | 0.3952 | 0.1276 | 0.1301 | 0.3560 | 0.4291 | 0.4954 | 0.5519 | 0.6098 | 0.6473 | 0.6148 | 0.6839 | 0.0006 | 0.0006 | 0.3108 | 0.3614 | 0.2863 | 0.3489 | 0.3553 | 0.4390 | 0.3284 | 0.3813 | 0.7026 | 0.7517 | 0.7965 | 0.8777 | 0.9319 | 0.9552 | 0.6561 | 0.7685 | 0.0018 | 0.0018 | 0.4277 | 0.5562 | 0.0163 | 0.0169 | 0.5463 | 0.7263 | 0.2323 | 0.2764 | 0.0 | 0.0 | 0.6561 | 0.7270 | 0.4708 | 0.5921 | 0.8371 | 0.9207 | 0.4845 | 0.5353 | 0.7081 | 0.8064 | 0.5040 | 0.5720 | 0.6679 | 0.7102 | 0.4076 | 0.5112 | 0.4992 | 0.6825 | 284.8433 | 38.0052 | 31.154 | 15.577 |
| 134.8872 | 40.9091 | 3600 | 0.4573 | 0.5133 | 0.7156 | 0.2843 | 0.3310 | 0.4175 | 0.4579 | 0.5913 | 0.6423 | 0.4957 | 0.5313 | 0.7438 | 0.7975 | 0.7386 | 0.7744 | 0.6728 | 0.7451 | 0.6694 | 0.6989 | 0.0308 | 0.0309 | 0.3325 | 0.4020 | 0.0809 | 0.0816 | 0.0150 | 0.0154 | 0.8083 | 0.8599 | 0.0 | 0.0 | 0.5422 | 0.5621 | 0.8509 | 0.9050 | 0.8319 | 0.9112 | 0.7886 | 0.8646 | 0.0406 | 0.0743 | 0.5913 | 0.6469 | 0.7796 | 0.8572 | 0.1093 | 0.1280 | 0.4254 | 0.4859 | 0.1428 | 0.1581 | 0.3613 | 0.4298 | 0.4875 | 0.5275 | 0.6480 | 0.6911 | 0.6231 | 0.6980 | 0.0008 | 0.0008 | 0.3079 | 0.3609 | 0.3082 | 0.3604 | 0.3613 | 0.4410 | 0.3320 | 0.3679 | 0.6597 | 0.7595 | 0.7971 | 0.8801 | 0.9329 | 0.9553 | 0.6159 | 0.7513 | 0.0062 | 0.0065 | 0.4296 | 0.5761 | 0.0134 | 0.0142 | 0.5279 | 0.6926 | 0.2390 | 0.3101 | 0.0 | 0.0 | 0.6494 | 0.7116 | 0.4825 | 0.6310 | 0.8278 | 0.9096 | 0.4826 | 0.5313 | 0.6730 | 0.7506 | 0.4913 | 0.5253 | 0.6531 | 0.6937 | 0.3891 | 0.4927 | 0.4972 | 0.6590 | 285.1348 | 34.4457 | 34.373 | 17.186 |
| 134.8872 | 40.9091 | 3600 | 0.4573 | 0.5133 | 0.7156 | 0.2843 | 0.3310 | 0.4175 | 0.4579 | 0.5913 | 0.6423 | 0.4957 | 0.5313 | 0.7438 | 0.7975 | 0.7386 | 0.7744 | 0.6728 | 0.7451 | 0.6694 | 0.6989 | 0.0308 | 0.0309 | 0.3325 | 0.4020 | 0.0809 | 0.0816 | 0.0150 | 0.0154 | 0.8083 | 0.8599 | 0.0 | 0.0 | 0.5422 | 0.5621 | 0.8509 | 0.9050 | 0.8319 | 0.9112 | 0.7886 | 0.8646 | 0.0406 | 0.0743 | 0.5913 | 0.6469 | 0.7796 | 0.8572 | 0.1093 | 0.1280 | 0.4254 | 0.4859 | 0.1428 | 0.1581 | 0.3613 | 0.4298 | 0.4875 | 0.5275 | 0.6480 | 0.6911 | 0.6231 | 0.6980 | 0.0008 | 0.0008 | 0.3079 | 0.3609 | 0.3082 | 0.3604 | 0.3613 | 0.4410 | 0.3320 | 0.3679 | 0.6597 | 0.7595 | 0.7971 | 0.8801 | 0.9329 | 0.9553 | 0.6159 | 0.7513 | 0.0062 | 0.0065 | 0.4296 | 0.5761 | 0.0134 | 0.0142 | 0.5279 | 0.6926 | 0.2390 | 0.3101 | 0.0 | 0.0 | 0.6494 | 0.7116 | 0.4825 | 0.6310 | 0.8278 | 0.9096 | 0.4826 | 0.5313 | 0.6730 | 0.7506 | 0.4913 | 0.5253 | 0.6531 | 0.6937 | 0.3891 | 0.4927 | 0.4972 | 0.6590 | 285.1348 | 34.4457 | 34.373 | 17.186 |
| 133.1932 | 42.6136 | 3750 | 0.4691 | 0.5248 | 0.7292 | 0.4311 | 0.5405 | 0.4222 | 0.4727 | 0.5894 | 0.6436 | 0.4902 | 0.5525 | 0.7428 | 0.7964 | 0.7513 | 0.7915 | 0.6744 | 0.7485 | 0.6478 | 0.6783 | 0.0427 | 0.0436 | 0.3664 | 0.4804 | 0.0733 | 0.0737 | 0.0322 | 0.0331 | 0.8031 | 0.8556 | 0.0 | 0.0 | 0.7737 | 0.8033 | 0.8487 | 0.9048 | 0.8390 | 0.9013 | 0.7920 | 0.8494 | 0.0365 | 0.0601 | 0.5876 | 0.6445 | 0.7814 | 0.8646 | 0.2067 | 0.2156 | 0.3659 | 0.4069 | 0.1411 | 0.1542 | 0.3685 | 0.4518 | 0.5078 | 0.5582 | 0.6816 | 0.7377 | 0.6215 | 0.6865 | 0.0005 | 0.0005 | 0.2842 | 0.3172 | 0.3046 | 0.3740 | 0.3550 | 0.4190 | 0.3326 | 0.3647 | 0.6216 | 0.7245 | 0.7984 | 0.8787 | 0.9400 | 0.9598 | 0.6138 | 0.7302 | 0.0010 | 0.0010 | 0.4440 | 0.5661 | 0.0196 | 0.0205 | 0.5564 | 0.6973 | 0.2351 | 0.2908 | 0.0 | 0.0 | 0.6381 | 0.7051 | 0.4514 | 0.5788 | 0.8424 | 0.9091 | 0.6407 | 0.7128 | 0.6688 | 0.7540 | 0.4848 | 0.5158 | 0.6577 | 0.6987 | 0.4077 | 0.5192 | 0.4778 | 0.6048 | 287.3705 | 40.1892 | 29.461 | 14.73 |
| 133.1932 | 42.6136 | 3750 | 0.4691 | 0.5248 | 0.7292 | 0.4311 | 0.5405 | 0.4222 | 0.4727 | 0.5894 | 0.6436 | 0.4902 | 0.5525 | 0.7428 | 0.7964 | 0.7513 | 0.7915 | 0.6744 | 0.7485 | 0.6478 | 0.6783 | 0.0427 | 0.0436 | 0.3664 | 0.4804 | 0.0733 | 0.0737 | 0.0322 | 0.0331 | 0.8031 | 0.8556 | 0.0 | 0.0 | 0.7737 | 0.8033 | 0.8487 | 0.9048 | 0.8390 | 0.9013 | 0.7920 | 0.8494 | 0.0365 | 0.0601 | 0.5876 | 0.6445 | 0.7814 | 0.8646 | 0.2067 | 0.2156 | 0.3659 | 0.4069 | 0.1411 | 0.1542 | 0.3685 | 0.4518 | 0.5078 | 0.5582 | 0.6816 | 0.7377 | 0.6215 | 0.6865 | 0.0005 | 0.0005 | 0.2842 | 0.3172 | 0.3046 | 0.3740 | 0.3550 | 0.4190 | 0.3326 | 0.3647 | 0.6216 | 0.7245 | 0.7984 | 0.8787 | 0.9400 | 0.9598 | 0.6138 | 0.7302 | 0.0010 | 0.0010 | 0.4440 | 0.5661 | 0.0196 | 0.0205 | 0.5564 | 0.6973 | 0.2351 | 0.2908 | 0.0 | 0.0 | 0.6381 | 0.7051 | 0.4514 | 0.5788 | 0.8424 | 0.9091 | 0.6407 | 0.7128 | 0.6688 | 0.7540 | 0.4848 | 0.5158 | 0.6577 | 0.6987 | 0.4077 | 0.5192 | 0.4778 | 0.6048 | 287.3705 | 40.1892 | 29.461 | 14.73 |
| 132.0165 | 44.3182 | 3900 | 0.4698 | 0.5283 | 0.7278 | 0.4134 | 0.5486 | 0.4277 | 0.4727 | 0.5747 | 0.6240 | 0.4791 | 0.5409 | 0.7416 | 0.8007 | 0.7595 | 0.8008 | 0.6790 | 0.7593 | 0.6434 | 0.6902 | 0.0492 | 0.0503 | 0.4000 | 0.5579 | 0.0736 | 0.0741 | 0.0471 | 0.0499 | 0.8078 | 0.8612 | 0.0 | 0.0 | 0.7806 | 0.8071 | 0.8542 | 0.9120 | 0.8413 | 0.9088 | 0.8020 | 0.8562 | 0.0421 | 0.0662 | 0.5936 | 0.6573 | 0.7812 | 0.8635 | 0.1230 | 0.1280 | 0.3921 | 0.4396 | 0.1411 | 0.1576 | 0.3697 | 0.4533 | 0.4895 | 0.5393 | 0.6636 | 0.7159 | 0.6211 | 0.6868 | 0.0004 | 0.0004 | 0.2861 | 0.3248 | 0.3163 | 0.3811 | 0.3631 | 0.4407 | 0.3694 | 0.4224 | 0.6244 | 0.7181 | 0.7985 | 0.8779 | 0.9354 | 0.9559 | 0.6501 | 0.7661 | 0.0025 | 0.0026 | 0.4549 | 0.5910 | 0.0171 | 0.0180 | 0.5513 | 0.6836 | 0.2305 | 0.2838 | 0.0 | 0.0 | 0.6507 | 0.7203 | 0.4455 | 0.5791 | 0.8417 | 0.9226 | 0.6385 | 0.7099 | 0.6427 | 0.7280 | 0.4705 | 0.5006 | 0.6621 | 0.7032 | 0.3988 | 0.5027 | 0.4858 | 0.6156 | 287.1983 | 37.5109 | 31.564 | 15.782 |
| 132.0165 | 44.3182 | 3900 | 0.4698 | 0.5283 | 0.7278 | 0.4134 | 0.5486 | 0.4277 | 0.4727 | 0.5747 | 0.6240 | 0.4791 | 0.5409 | 0.7416 | 0.8007 | 0.7595 | 0.8008 | 0.6790 | 0.7593 | 0.6434 | 0.6902 | 0.0492 | 0.0503 | 0.4000 | 0.5579 | 0.0736 | 0.0741 | 0.0471 | 0.0499 | 0.8078 | 0.8612 | 0.0 | 0.0 | 0.7806 | 0.8071 | 0.8542 | 0.9120 | 0.8413 | 0.9088 | 0.8020 | 0.8562 | 0.0421 | 0.0662 | 0.5936 | 0.6573 | 0.7812 | 0.8635 | 0.1230 | 0.1280 | 0.3921 | 0.4396 | 0.1411 | 0.1576 | 0.3697 | 0.4533 | 0.4895 | 0.5393 | 0.6636 | 0.7159 | 0.6211 | 0.6868 | 0.0004 | 0.0004 | 0.2861 | 0.3248 | 0.3163 | 0.3811 | 0.3631 | 0.4407 | 0.3694 | 0.4224 | 0.6244 | 0.7181 | 0.7985 | 0.8779 | 0.9354 | 0.9559 | 0.6501 | 0.7661 | 0.0025 | 0.0026 | 0.4549 | 0.5910 | 0.0171 | 0.0180 | 0.5513 | 0.6836 | 0.2305 | 0.2838 | 0.0 | 0.0 | 0.6507 | 0.7203 | 0.4455 | 0.5791 | 0.8417 | 0.9226 | 0.6385 | 0.7099 | 0.6427 | 0.7280 | 0.4705 | 0.5006 | 0.6621 | 0.7032 | 0.3988 | 0.5027 | 0.4858 | 0.6156 | 287.1983 | 37.5109 | 31.564 | 15.782 |
| 131.2424 | 46.0227 | 4050 | 0.4617 | 0.5182 | 0.7228 | 0.3318 | 0.4233 | 0.4317 | 0.4787 | 0.5796 | 0.6325 | 0.4926 | 0.5368 | 0.7371 | 0.7911 | 0.7491 | 0.7835 | 0.6548 | 0.7284 | 0.6432 | 0.6893 | 0.0446 | 0.0484 | 0.3555 | 0.4430 | 0.0818 | 0.0824 | 0.0612 | 0.0632 | 0.8079 | 0.8591 | 0.0 | 0.0 | 0.5153 | 0.5359 | 0.8516 | 0.9092 | 0.8234 | 0.9049 | 0.7778 | 0.8481 | 0.0415 | 0.0698 | 0.5988 | 0.6622 | 0.7813 | 0.8615 | 0.1215 | 0.1280 | 0.3841 | 0.4282 | 0.1411 | 0.1488 | 0.3667 | 0.4511 | 0.5092 | 0.5596 | 0.6635 | 0.7159 | 0.6208 | 0.6870 | 0.0010 | 0.0011 | 0.2921 | 0.3364 | 0.3254 | 0.4089 | 0.3666 | 0.4419 | 0.3575 | 0.4038 | 0.6782 | 0.7538 | 0.7985 | 0.8826 | 0.9354 | 0.9559 | 0.6389 | 0.7550 | 0.0002 | 0.0002 | 0.4504 | 0.5869 | 0.0162 | 0.0169 | 0.5380 | 0.6678 | 0.2229 | 0.2651 | 0.0 | 0.0 | 0.6353 | 0.6980 | 0.4434 | 0.5594 | 0.8346 | 0.9145 | 0.6404 | 0.7106 | 0.6795 | 0.7695 | 0.4453 | 0.4982 | 0.6494 | 0.6887 | 0.3864 | 0.5155 | 0.5064 | 0.6452 | 286.6093 | 37.2504 | 31.785 | 15.892 |
| 131.2424 | 46.0227 | 4050 | 0.4617 | 0.5182 | 0.7228 | 0.3318 | 0.4233 | 0.4317 | 0.4787 | 0.5796 | 0.6325 | 0.4926 | 0.5368 | 0.7371 | 0.7911 | 0.7491 | 0.7835 | 0.6548 | 0.7284 | 0.6432 | 0.6893 | 0.0446 | 0.0484 | 0.3555 | 0.4430 | 0.0818 | 0.0824 | 0.0612 | 0.0632 | 0.8079 | 0.8591 | 0.0 | 0.0 | 0.5153 | 0.5359 | 0.8516 | 0.9092 | 0.8234 | 0.9049 | 0.7778 | 0.8481 | 0.0415 | 0.0698 | 0.5988 | 0.6622 | 0.7813 | 0.8615 | 0.1215 | 0.1280 | 0.3841 | 0.4282 | 0.1411 | 0.1488 | 0.3667 | 0.4511 | 0.5092 | 0.5596 | 0.6635 | 0.7159 | 0.6208 | 0.6870 | 0.0010 | 0.0011 | 0.2921 | 0.3364 | 0.3254 | 0.4089 | 0.3666 | 0.4419 | 0.3575 | 0.4038 | 0.6782 | 0.7538 | 0.7985 | 0.8826 | 0.9354 | 0.9559 | 0.6389 | 0.7550 | 0.0002 | 0.0002 | 0.4504 | 0.5869 | 0.0162 | 0.0169 | 0.5380 | 0.6678 | 0.2229 | 0.2651 | 0.0 | 0.0 | 0.6353 | 0.6980 | 0.4434 | 0.5594 | 0.8346 | 0.9145 | 0.6404 | 0.7106 | 0.6795 | 0.7695 | 0.4453 | 0.4982 | 0.6494 | 0.6887 | 0.3864 | 0.5155 | 0.5064 | 0.6452 | 286.6093 | 37.2504 | 31.785 | 15.892 |
| 130.3995 | 47.7273 | 4200 | 0.4591 | 0.5161 | 0.7173 | 0.3109 | 0.3977 | 0.4324 | 0.4782 | 0.5801 | 0.6358 | 0.4966 | 0.5428 | 0.7349 | 0.7935 | 0.7489 | 0.7823 | 0.6562 | 0.7301 | 0.6227 | 0.6661 | 0.0381 | 0.0383 | 0.3728 | 0.4723 | 0.0839 | 0.0844 | 0.0342 | 0.0353 | 0.8062 | 0.8579 | 0.0 | 0.0 | 0.5042 | 0.5230 | 0.8522 | 0.9084 | 0.8211 | 0.8988 | 0.7754 | 0.8430 | 0.0406 | 0.0695 | 0.5968 | 0.6608 | 0.7814 | 0.8625 | 0.1174 | 0.1280 | 0.3807 | 0.4262 | 0.1361 | 0.1513 | 0.3657 | 0.4471 | 0.4949 | 0.5409 | 0.6501 | 0.7013 | 0.6232 | 0.6883 | 0.0004 | 0.0004 | 0.2868 | 0.3323 | 0.3198 | 0.3979 | 0.3612 | 0.4326 | 0.3327 | 0.3764 | 0.6367 | 0.7567 | 0.7983 | 0.8790 | 0.9352 | 0.9560 | 0.6390 | 0.7559 | 0.0 | 0.0 | 0.4450 | 0.5742 | 0.0175 | 0.0182 | 0.5482 | 0.6817 | 0.2297 | 0.2775 | 0.0 | 0.0 | 0.6461 | 0.7098 | 0.4726 | 0.6015 | 0.8351 | 0.9155 | 0.6406 | 0.7066 | 0.6796 | 0.7674 | 0.4616 | 0.5149 | 0.6358 | 0.6738 | 0.3828 | 0.5080 | 0.5091 | 0.6385 | 287.8637 | 38.282 | 30.928 | 15.464 |
| 130.3995 | 47.7273 | 4200 | 0.4591 | 0.5161 | 0.7173 | 0.3109 | 0.3977 | 0.4324 | 0.4782 | 0.5801 | 0.6358 | 0.4966 | 0.5428 | 0.7349 | 0.7935 | 0.7489 | 0.7823 | 0.6562 | 0.7301 | 0.6227 | 0.6661 | 0.0381 | 0.0383 | 0.3728 | 0.4723 | 0.0839 | 0.0844 | 0.0342 | 0.0353 | 0.8062 | 0.8579 | 0.0 | 0.0 | 0.5042 | 0.5230 | 0.8522 | 0.9084 | 0.8211 | 0.8988 | 0.7754 | 0.8430 | 0.0406 | 0.0695 | 0.5968 | 0.6608 | 0.7814 | 0.8625 | 0.1174 | 0.1280 | 0.3807 | 0.4262 | 0.1361 | 0.1513 | 0.3657 | 0.4471 | 0.4949 | 0.5409 | 0.6501 | 0.7013 | 0.6232 | 0.6883 | 0.0004 | 0.0004 | 0.2868 | 0.3323 | 0.3198 | 0.3979 | 0.3612 | 0.4326 | 0.3327 | 0.3764 | 0.6367 | 0.7567 | 0.7983 | 0.8790 | 0.9352 | 0.9560 | 0.6390 | 0.7559 | 0.0 | 0.0 | 0.4450 | 0.5742 | 0.0175 | 0.0182 | 0.5482 | 0.6817 | 0.2297 | 0.2775 | 0.0 | 0.0 | 0.6461 | 0.7098 | 0.4726 | 0.6015 | 0.8351 | 0.9155 | 0.6406 | 0.7066 | 0.6796 | 0.7674 | 0.4616 | 0.5149 | 0.6358 | 0.6738 | 0.3828 | 0.5080 | 0.5091 | 0.6385 | 287.8637 | 38.282 | 30.928 | 15.464 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.9.1+cu128
- Datasets 4.5.0
- Tokenizers 0.22.2
- Downloads last month
- 5
Model tree for AllanK24/mask2former-swin-large-apple-dms-run4
Base model
facebook/mask2former-swin-large-ade-semantic