update model card README.md
Browse files
README.md
CHANGED
|
@@ -1,8 +1,6 @@
|
|
| 1 |
---
|
| 2 |
license: other
|
| 3 |
tags:
|
| 4 |
-
- vision
|
| 5 |
-
- image-segmentation
|
| 6 |
- generated_from_trainer
|
| 7 |
model-index:
|
| 8 |
- name: safety-utcustom-terrain-final
|
|
@@ -14,40 +12,40 @@ should probably proofread and complete it, then remove this comment. -->
|
|
| 14 |
|
| 15 |
# safety-utcustom-terrain-final
|
| 16 |
|
| 17 |
-
This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the
|
| 18 |
It achieves the following results on the evaluation set:
|
| 19 |
-
-
|
| 20 |
-
-
|
| 21 |
-
- Accuracy
|
| 22 |
-
- Accuracy
|
| 23 |
-
- Accuracy Dark bricks: 0.8621
|
| 24 |
-
- Accuracy Grass: 0.8982
|
| 25 |
-
- Accuracy Red bricks: 0.9247
|
| 26 |
-
- Accuracy Road: 0.9811
|
| 27 |
-
- Accuracy Rough concrete: 0.6239
|
| 28 |
-
- Accuracy Rough red sidewalk: 0.7856
|
| 29 |
-
- Accuracy Speedway bricks: 0.9894
|
| 30 |
-
- Accuracy Steel: 0.9232
|
| 31 |
-
- Accuracy Tiles: 0.2462
|
| 32 |
- Accuracy Unlabeled: nan
|
| 33 |
-
-
|
| 34 |
-
-
|
| 35 |
-
-
|
| 36 |
-
-
|
| 37 |
-
-
|
| 38 |
-
-
|
| 39 |
-
-
|
| 40 |
-
-
|
| 41 |
-
-
|
| 42 |
-
-
|
| 43 |
-
-
|
| 44 |
-
-
|
| 45 |
-
-
|
| 46 |
- Iou Unlabeled: nan
|
| 47 |
-
-
|
| 48 |
-
-
|
| 49 |
-
-
|
| 50 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 51 |
|
| 52 |
## Model description
|
| 53 |
|
|
@@ -73,7 +71,7 @@ The following hyperparameters were used during training:
|
|
| 73 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 74 |
- lr_scheduler_type: linear
|
| 75 |
- lr_scheduler_warmup_ratio: 0.05
|
| 76 |
-
- num_epochs:
|
| 77 |
|
| 78 |
### Training results
|
| 79 |
|
|
@@ -247,6 +245,93 @@ The following hyperparameters were used during training:
|
|
| 247 |
| 0.0198 | 195.29 | 3320 | 0.9939 | 0.3561 | 0.9560 | 0.9346 | 0.8574 | 0.8955 | 0.9280 | 0.9815 | 0.6237 | 0.7885 | 0.9897 | 0.9187 | 0.2494 | nan | 0.9837 | 0.3493 | 0.8926 | 0.8724 | 0.8411 | 0.8404 | 0.9010 | 0.9609 | 0.6173 | 0.6257 | 0.9796 | 0.8679 | 0.2463 | nan | 0.0821 | 0.8056 | 0.7675 | 0.9801 |
|
| 248 |
| 0.0182 | 196.47 | 3340 | 0.9936 | 0.3545 | 0.9579 | 0.9313 | 0.8589 | 0.8976 | 0.9259 | 0.9813 | 0.6236 | 0.7862 | 0.9891 | 0.9238 | 0.2451 | nan | 0.9838 | 0.3482 | 0.8920 | 0.8730 | 0.8417 | 0.8409 | 0.9003 | 0.9609 | 0.6171 | 0.6250 | 0.9795 | 0.8682 | 0.2426 | nan | 0.0824 | 0.8053 | 0.7672 | 0.9801 |
|
| 249 |
| 0.0186 | 197.65 | 3360 | 0.9936 | 0.3593 | 0.9573 | 0.9342 | 0.8621 | 0.8982 | 0.9247 | 0.9811 | 0.6239 | 0.7856 | 0.9894 | 0.9232 | 0.2462 | nan | 0.9838 | 0.3530 | 0.8923 | 0.8729 | 0.8439 | 0.8413 | 0.9004 | 0.9610 | 0.6173 | 0.6248 | 0.9796 | 0.8684 | 0.2439 | nan | 0.0821 | 0.8061 | 0.7679 | 0.9801 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 250 |
|
| 251 |
|
| 252 |
### Framework versions
|
|
|
|
| 1 |
---
|
| 2 |
license: other
|
| 3 |
tags:
|
|
|
|
|
|
|
| 4 |
- generated_from_trainer
|
| 5 |
model-index:
|
| 6 |
- name: safety-utcustom-terrain-final
|
|
|
|
| 12 |
|
| 13 |
# safety-utcustom-terrain-final
|
| 14 |
|
| 15 |
+
This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the None dataset.
|
| 16 |
It achieves the following results on the evaluation set:
|
| 17 |
+
- Loss: 0.0851
|
| 18 |
+
- Mean Iou: 0.7749
|
| 19 |
+
- Mean Accuracy: 0.8137
|
| 20 |
+
- Overall Accuracy: 0.9805
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 21 |
- Accuracy Unlabeled: nan
|
| 22 |
+
- Accuracy Nat: 0.9938
|
| 23 |
+
- Accuracy Concrete: 0.9581
|
| 24 |
+
- Accuracy Grass: 0.9026
|
| 25 |
+
- Accuracy Speedway bricks: 0.9898
|
| 26 |
+
- Accuracy Steel: 0.9269
|
| 27 |
+
- Accuracy Rough concrete: 0.6252
|
| 28 |
+
- Accuracy Dark bricks: 0.8541
|
| 29 |
+
- Accuracy Road: 0.9817
|
| 30 |
+
- Accuracy Rough red sidewalk: 0.7797
|
| 31 |
+
- Accuracy Tiles: 0.2518
|
| 32 |
+
- Accuracy Red bricks: 0.9326
|
| 33 |
+
- Accuracy Concrete tiles: 0.9447
|
| 34 |
+
- Accuracy Rest: 0.4374
|
| 35 |
- Iou Unlabeled: nan
|
| 36 |
+
- Iou Nat: 0.9843
|
| 37 |
+
- Iou Concrete: 0.8941
|
| 38 |
+
- Iou Grass: 0.8458
|
| 39 |
+
- Iou Speedway bricks: 0.9802
|
| 40 |
+
- Iou Steel: 0.8745
|
| 41 |
+
- Iou Rough concrete: 0.6199
|
| 42 |
+
- Iou Dark bricks: 0.8378
|
| 43 |
+
- Iou Road: 0.9610
|
| 44 |
+
- Iou Rough red sidewalk: 0.6254
|
| 45 |
+
- Iou Tiles: 0.2496
|
| 46 |
+
- Iou Red bricks: 0.9058
|
| 47 |
+
- Iou Concrete tiles: 0.8800
|
| 48 |
+
- Iou Rest: 0.4151
|
| 49 |
|
| 50 |
## Model description
|
| 51 |
|
|
|
|
| 71 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 72 |
- lr_scheduler_type: linear
|
| 73 |
- lr_scheduler_warmup_ratio: 0.05
|
| 74 |
+
- num_epochs: 300
|
| 75 |
|
| 76 |
### Training results
|
| 77 |
|
|
|
|
| 245 |
| 0.0198 | 195.29 | 3320 | 0.9939 | 0.3561 | 0.9560 | 0.9346 | 0.8574 | 0.8955 | 0.9280 | 0.9815 | 0.6237 | 0.7885 | 0.9897 | 0.9187 | 0.2494 | nan | 0.9837 | 0.3493 | 0.8926 | 0.8724 | 0.8411 | 0.8404 | 0.9010 | 0.9609 | 0.6173 | 0.6257 | 0.9796 | 0.8679 | 0.2463 | nan | 0.0821 | 0.8056 | 0.7675 | 0.9801 |
|
| 246 |
| 0.0182 | 196.47 | 3340 | 0.9936 | 0.3545 | 0.9579 | 0.9313 | 0.8589 | 0.8976 | 0.9259 | 0.9813 | 0.6236 | 0.7862 | 0.9891 | 0.9238 | 0.2451 | nan | 0.9838 | 0.3482 | 0.8920 | 0.8730 | 0.8417 | 0.8409 | 0.9003 | 0.9609 | 0.6171 | 0.6250 | 0.9795 | 0.8682 | 0.2426 | nan | 0.0824 | 0.8053 | 0.7672 | 0.9801 |
|
| 247 |
| 0.0186 | 197.65 | 3360 | 0.9936 | 0.3593 | 0.9573 | 0.9342 | 0.8621 | 0.8982 | 0.9247 | 0.9811 | 0.6239 | 0.7856 | 0.9894 | 0.9232 | 0.2462 | nan | 0.9838 | 0.3530 | 0.8923 | 0.8729 | 0.8439 | 0.8413 | 0.9004 | 0.9610 | 0.6173 | 0.6248 | 0.9796 | 0.8684 | 0.2439 | nan | 0.0821 | 0.8061 | 0.7679 | 0.9801 |
|
| 248 |
+
| 0.0241 | 198.82 | 3380 | 0.0823 | 0.7674 | 0.8059 | 0.9801 | nan | 0.9940 | 0.9557 | 0.8904 | 0.9899 | 0.9173 | 0.6260 | 0.8677 | 0.9817 | 0.7848 | 0.2559 | 0.9302 | 0.9396 | 0.3431 | nan | 0.9836 | 0.8929 | 0.8387 | 0.9796 | 0.8669 | 0.6195 | 0.8493 | 0.9606 | 0.6250 | 0.2493 | 0.9028 | 0.8736 | 0.3344 |
|
| 249 |
+
| 0.0212 | 200.0 | 3400 | 0.0827 | 0.7614 | 0.7969 | 0.9800 | nan | 0.9945 | 0.9566 | 0.8866 | 0.9894 | 0.9187 | 0.6251 | 0.8484 | 0.9818 | 0.7763 | 0.2221 | 0.9209 | 0.9141 | 0.3252 | nan | 0.9835 | 0.8928 | 0.8386 | 0.9793 | 0.8673 | 0.6194 | 0.8352 | 0.9615 | 0.6165 | 0.2204 | 0.8999 | 0.8665 | 0.3175 |
|
| 250 |
+
| 0.0204 | 201.18 | 3420 | 0.0817 | 0.7690 | 0.8088 | 0.9801 | nan | 0.9936 | 0.9568 | 0.9025 | 0.9885 | 0.9281 | 0.6253 | 0.8583 | 0.9818 | 0.7838 | 0.2431 | 0.9272 | 0.9381 | 0.3870 | nan | 0.9839 | 0.8919 | 0.8438 | 0.9794 | 0.8688 | 0.6190 | 0.8419 | 0.9610 | 0.6216 | 0.2403 | 0.9017 | 0.8633 | 0.3802 |
|
| 251 |
+
| 0.0216 | 202.35 | 3440 | 0.0829 | 0.7673 | 0.8044 | 0.9799 | nan | 0.9938 | 0.9606 | 0.8912 | 0.9890 | 0.9203 | 0.6227 | 0.8438 | 0.9803 | 0.7608 | 0.2388 | 0.9277 | 0.9362 | 0.3919 | nan | 0.9837 | 0.8904 | 0.8408 | 0.9791 | 0.8668 | 0.6166 | 0.8296 | 0.9610 | 0.6171 | 0.2372 | 0.9007 | 0.8701 | 0.3813 |
|
| 252 |
+
| 0.0192 | 203.53 | 3460 | 0.0827 | 0.7676 | 0.8049 | 0.9800 | nan | 0.9938 | 0.9581 | 0.8967 | 0.9886 | 0.9360 | 0.6228 | 0.8510 | 0.9803 | 0.7711 | 0.2317 | 0.9139 | 0.9246 | 0.3951 | nan | 0.9839 | 0.8910 | 0.8436 | 0.9792 | 0.8666 | 0.6176 | 0.8356 | 0.9600 | 0.6196 | 0.2299 | 0.8956 | 0.8700 | 0.3857 |
|
| 253 |
+
| 0.0189 | 204.71 | 3480 | 0.0822 | 0.7666 | 0.8069 | 0.9800 | nan | 0.9939 | 0.9578 | 0.8993 | 0.9867 | 0.9351 | 0.6256 | 0.8616 | 0.9806 | 0.7930 | 0.2401 | 0.9235 | 0.9363 | 0.3561 | nan | 0.9837 | 0.8919 | 0.8427 | 0.9791 | 0.8657 | 0.6185 | 0.8441 | 0.9608 | 0.6242 | 0.2386 | 0.8997 | 0.8699 | 0.3471 |
|
| 254 |
+
| 0.0226 | 205.88 | 3500 | 0.0807 | 0.7616 | 0.8000 | 0.9801 | nan | 0.9929 | 0.9535 | 0.9105 | 0.9912 | 0.9195 | 0.6284 | 0.8572 | 0.9821 | 0.7859 | 0.2203 | 0.9212 | 0.9352 | 0.3024 | nan | 0.9840 | 0.8917 | 0.8440 | 0.9788 | 0.8678 | 0.6222 | 0.8367 | 0.9606 | 0.6266 | 0.2190 | 0.8974 | 0.8777 | 0.2948 |
|
| 255 |
+
| 0.019 | 207.06 | 3520 | 0.0816 | 0.7630 | 0.8003 | 0.9802 | nan | 0.9932 | 0.9541 | 0.9081 | 0.9918 | 0.9102 | 0.6292 | 0.8537 | 0.9808 | 0.7824 | 0.2333 | 0.9246 | 0.9493 | 0.2927 | nan | 0.9840 | 0.8920 | 0.8451 | 0.9791 | 0.8668 | 0.6222 | 0.8380 | 0.9604 | 0.6305 | 0.2318 | 0.9021 | 0.8771 | 0.2894 |
|
| 256 |
+
| 0.0192 | 208.24 | 3540 | 0.0819 | 0.7699 | 0.8089 | 0.9803 | nan | 0.9940 | 0.9518 | 0.8984 | 0.9912 | 0.9161 | 0.6263 | 0.8676 | 0.9820 | 0.7955 | 0.2501 | 0.9314 | 0.9420 | 0.3691 | nan | 0.9838 | 0.8937 | 0.8416 | 0.9798 | 0.8693 | 0.6197 | 0.8469 | 0.9613 | 0.6279 | 0.2475 | 0.9064 | 0.8717 | 0.3586 |
|
| 257 |
+
| 0.0183 | 209.41 | 3560 | 0.0829 | 0.7660 | 0.8040 | 0.9801 | nan | 0.9934 | 0.9579 | 0.9046 | 0.9898 | 0.9218 | 0.6222 | 0.8505 | 0.9808 | 0.7652 | 0.2416 | 0.9235 | 0.9417 | 0.3593 | nan | 0.9839 | 0.8911 | 0.8452 | 0.9797 | 0.8693 | 0.6160 | 0.8347 | 0.9597 | 0.6251 | 0.2332 | 0.9017 | 0.8719 | 0.3469 |
|
| 258 |
+
| 0.0203 | 210.59 | 3580 | 0.0813 | 0.7623 | 0.7998 | 0.9801 | nan | 0.9936 | 0.9575 | 0.8987 | 0.9898 | 0.9163 | 0.6303 | 0.8535 | 0.9809 | 0.8001 | 0.2412 | 0.9253 | 0.9368 | 0.2732 | nan | 0.9838 | 0.8924 | 0.8418 | 0.9795 | 0.8694 | 0.6226 | 0.8377 | 0.9605 | 0.6354 | 0.2368 | 0.9035 | 0.8761 | 0.2701 |
|
| 259 |
+
| 0.0202 | 211.76 | 3600 | 0.0827 | 0.7707 | 0.8130 | 0.9800 | nan | 0.9940 | 0.9544 | 0.8902 | 0.9894 | 0.9287 | 0.6282 | 0.8578 | 0.9820 | 0.7908 | 0.2551 | 0.9383 | 0.9563 | 0.4033 | nan | 0.9837 | 0.8925 | 0.8385 | 0.9795 | 0.8693 | 0.6211 | 0.8412 | 0.9599 | 0.6218 | 0.2502 | 0.9049 | 0.8662 | 0.3899 |
|
| 260 |
+
| 0.0166 | 212.94 | 3620 | 0.0835 | 0.7612 | 0.7986 | 0.9799 | nan | 0.9944 | 0.9547 | 0.8885 | 0.9892 | 0.9279 | 0.6238 | 0.8550 | 0.9824 | 0.7580 | 0.2508 | 0.9356 | 0.9338 | 0.2878 | nan | 0.9836 | 0.8923 | 0.8381 | 0.9797 | 0.8700 | 0.6176 | 0.8384 | 0.9597 | 0.6064 | 0.2483 | 0.9061 | 0.8738 | 0.2823 |
|
| 261 |
+
| 0.0211 | 214.12 | 3640 | 0.0829 | 0.7661 | 0.8052 | 0.9801 | nan | 0.9942 | 0.9542 | 0.8890 | 0.9906 | 0.9218 | 0.6263 | 0.8648 | 0.9806 | 0.7818 | 0.2551 | 0.9359 | 0.9483 | 0.3252 | nan | 0.9836 | 0.8936 | 0.8378 | 0.9796 | 0.8705 | 0.6199 | 0.8477 | 0.9612 | 0.6162 | 0.2513 | 0.9079 | 0.8714 | 0.3180 |
|
| 262 |
+
| 0.0217 | 215.29 | 3660 | 0.0806 | 0.7763 | 0.8147 | 0.9804 | nan | 0.9938 | 0.9548 | 0.8987 | 0.9910 | 0.9140 | 0.6275 | 0.8702 | 0.9829 | 0.7809 | 0.2478 | 0.9307 | 0.9303 | 0.4683 | nan | 0.9841 | 0.8930 | 0.8446 | 0.9797 | 0.8681 | 0.6205 | 0.8507 | 0.9605 | 0.6242 | 0.2431 | 0.9020 | 0.8733 | 0.4486 |
|
| 263 |
+
| 0.0191 | 216.47 | 3680 | 0.0811 | 0.7703 | 0.8090 | 0.9803 | nan | 0.9941 | 0.9546 | 0.8988 | 0.9893 | 0.9253 | 0.6285 | 0.8528 | 0.9824 | 0.7986 | 0.2534 | 0.9296 | 0.9322 | 0.3772 | nan | 0.9839 | 0.8941 | 0.8427 | 0.9797 | 0.8702 | 0.6208 | 0.8372 | 0.9605 | 0.6240 | 0.2514 | 0.9067 | 0.8726 | 0.3694 |
|
| 264 |
+
| 0.0202 | 217.65 | 3700 | 0.0823 | 0.7687 | 0.8058 | 0.9802 | nan | 0.9936 | 0.9585 | 0.9000 | 0.9895 | 0.9255 | 0.6279 | 0.8553 | 0.9813 | 0.7648 | 0.2396 | 0.9307 | 0.9363 | 0.3724 | nan | 0.9840 | 0.8923 | 0.8432 | 0.9798 | 0.8708 | 0.6208 | 0.8386 | 0.9599 | 0.6136 | 0.2372 | 0.9073 | 0.8793 | 0.3658 |
|
| 265 |
+
| 0.0192 | 218.82 | 3720 | 0.0816 | 0.7716 | 0.8111 | 0.9803 | nan | 0.9938 | 0.9556 | 0.8988 | 0.9897 | 0.9304 | 0.6290 | 0.8705 | 0.9813 | 0.7774 | 0.2487 | 0.9315 | 0.9488 | 0.3886 | nan | 0.9840 | 0.8944 | 0.8429 | 0.9797 | 0.8704 | 0.6228 | 0.8481 | 0.9610 | 0.6140 | 0.2451 | 0.9072 | 0.8817 | 0.3794 |
|
| 266 |
+
| 0.0211 | 220.0 | 3740 | 0.0837 | 0.7660 | 0.8027 | 0.9802 | nan | 0.9943 | 0.9568 | 0.8932 | 0.9897 | 0.9231 | 0.6242 | 0.8628 | 0.9793 | 0.7699 | 0.2349 | 0.9251 | 0.9372 | 0.3447 | nan | 0.9839 | 0.8930 | 0.8413 | 0.9799 | 0.8703 | 0.6190 | 0.8455 | 0.9600 | 0.6111 | 0.2297 | 0.9037 | 0.8822 | 0.3387 |
|
| 267 |
+
| 0.0169 | 221.18 | 3760 | 0.0826 | 0.7735 | 0.8152 | 0.9802 | nan | 0.9934 | 0.9574 | 0.9003 | 0.9893 | 0.9292 | 0.6276 | 0.8633 | 0.9820 | 0.7915 | 0.2544 | 0.9379 | 0.9449 | 0.4260 | nan | 0.9840 | 0.8935 | 0.8396 | 0.9801 | 0.8713 | 0.6209 | 0.8463 | 0.9605 | 0.6207 | 0.2485 | 0.9068 | 0.8798 | 0.4031 |
|
| 268 |
+
| 0.0179 | 222.35 | 3780 | 0.0818 | 0.7765 | 0.8168 | 0.9804 | nan | 0.9943 | 0.9546 | 0.8969 | 0.9895 | 0.9230 | 0.6284 | 0.8707 | 0.9812 | 0.7858 | 0.2580 | 0.9343 | 0.9557 | 0.4455 | nan | 0.9838 | 0.8944 | 0.8404 | 0.9801 | 0.8724 | 0.6224 | 0.8492 | 0.9619 | 0.6242 | 0.2549 | 0.9090 | 0.8720 | 0.4295 |
|
| 269 |
+
| 0.0174 | 223.53 | 3800 | 0.0845 | 0.7589 | 0.7941 | 0.9801 | nan | 0.9941 | 0.9578 | 0.8960 | 0.9891 | 0.9271 | 0.6218 | 0.8487 | 0.9813 | 0.7664 | 0.2324 | 0.9115 | 0.9291 | 0.2683 | nan | 0.9839 | 0.8924 | 0.8414 | 0.9797 | 0.8718 | 0.6180 | 0.8345 | 0.9607 | 0.6167 | 0.2309 | 0.8948 | 0.8757 | 0.2657 |
|
| 270 |
+
| 0.0177 | 224.71 | 3820 | 0.0815 | 0.7701 | 0.8086 | 0.9805 | nan | 0.9939 | 0.9566 | 0.8967 | 0.9894 | 0.9307 | 0.6266 | 0.8628 | 0.9826 | 0.7956 | 0.2566 | 0.9329 | 0.9368 | 0.3512 | nan | 0.9840 | 0.8948 | 0.8426 | 0.9799 | 0.8718 | 0.6203 | 0.8452 | 0.9618 | 0.6299 | 0.2531 | 0.9045 | 0.8795 | 0.3445 |
|
| 271 |
+
| 0.0207 | 225.88 | 3840 | 0.0825 | 0.7729 | 0.8120 | 0.9802 | nan | 0.9934 | 0.9566 | 0.8968 | 0.9907 | 0.9247 | 0.6270 | 0.8625 | 0.9825 | 0.7652 | 0.2518 | 0.9374 | 0.9327 | 0.4341 | nan | 0.9840 | 0.8920 | 0.8427 | 0.9796 | 0.8708 | 0.6198 | 0.8435 | 0.9601 | 0.6150 | 0.2468 | 0.8982 | 0.8749 | 0.4205 |
|
| 272 |
+
| 0.0186 | 227.06 | 3860 | 0.0832 | 0.7675 | 0.8046 | 0.9802 | nan | 0.9944 | 0.9568 | 0.8876 | 0.9903 | 0.9223 | 0.6258 | 0.8586 | 0.9812 | 0.7708 | 0.2453 | 0.9340 | 0.9338 | 0.3593 | nan | 0.9839 | 0.8931 | 0.8409 | 0.9798 | 0.8716 | 0.6192 | 0.8429 | 0.9609 | 0.6172 | 0.2401 | 0.8995 | 0.8787 | 0.3491 |
|
| 273 |
+
| 0.0215 | 228.24 | 3880 | 0.0826 | 0.7740 | 0.8117 | 0.9803 | nan | 0.9938 | 0.9571 | 0.8989 | 0.9900 | 0.9258 | 0.6253 | 0.8621 | 0.9819 | 0.7557 | 0.2545 | 0.9379 | 0.9345 | 0.4341 | nan | 0.9839 | 0.8930 | 0.8447 | 0.9800 | 0.8715 | 0.6205 | 0.8442 | 0.9598 | 0.6098 | 0.2500 | 0.9060 | 0.8791 | 0.4192 |
|
| 274 |
+
| 0.0191 | 229.41 | 3900 | 0.0839 | 0.7707 | 0.8080 | 0.9801 | nan | 0.9935 | 0.9609 | 0.8971 | 0.9892 | 0.9239 | 0.6242 | 0.8530 | 0.9810 | 0.7614 | 0.2450 | 0.9220 | 0.9298 | 0.4228 | nan | 0.9840 | 0.8910 | 0.8431 | 0.9798 | 0.8712 | 0.6181 | 0.8368 | 0.9596 | 0.6114 | 0.2416 | 0.8969 | 0.8748 | 0.4107 |
|
| 275 |
+
| 0.0194 | 230.59 | 3920 | 0.0825 | 0.7729 | 0.8121 | 0.9803 | nan | 0.9935 | 0.9572 | 0.9017 | 0.9901 | 0.9263 | 0.6252 | 0.8608 | 0.9809 | 0.7815 | 0.2493 | 0.9329 | 0.9463 | 0.4114 | nan | 0.9841 | 0.8930 | 0.8443 | 0.9797 | 0.8721 | 0.6189 | 0.8421 | 0.9610 | 0.6224 | 0.2465 | 0.9048 | 0.8789 | 0.4003 |
|
| 276 |
+
| 0.0181 | 231.76 | 3940 | 0.0813 | 0.7733 | 0.8109 | 0.9804 | nan | 0.9935 | 0.9567 | 0.9068 | 0.9905 | 0.9218 | 0.6239 | 0.8638 | 0.9793 | 0.7886 | 0.2480 | 0.9288 | 0.9417 | 0.3984 | nan | 0.9841 | 0.8936 | 0.8443 | 0.9800 | 0.8721 | 0.6184 | 0.8454 | 0.9609 | 0.6328 | 0.2439 | 0.9052 | 0.8811 | 0.3907 |
|
| 277 |
+
| 0.0219 | 232.94 | 3960 | 0.0816 | 0.7777 | 0.8176 | 0.9804 | nan | 0.9933 | 0.9603 | 0.9075 | 0.9884 | 0.9301 | 0.6246 | 0.8654 | 0.9802 | 0.7859 | 0.2488 | 0.9241 | 0.9400 | 0.4797 | nan | 0.9841 | 0.8924 | 0.8453 | 0.9800 | 0.8722 | 0.6176 | 0.8482 | 0.9612 | 0.6328 | 0.2445 | 0.9005 | 0.8777 | 0.4531 |
|
| 278 |
+
| 0.017 | 234.12 | 3980 | 0.0822 | 0.7708 | 0.8075 | 0.9803 | nan | 0.9943 | 0.9591 | 0.8959 | 0.9886 | 0.9256 | 0.6254 | 0.8552 | 0.9810 | 0.7733 | 0.2392 | 0.9249 | 0.9360 | 0.3984 | nan | 0.9840 | 0.8924 | 0.8454 | 0.9798 | 0.8721 | 0.6199 | 0.8409 | 0.9609 | 0.6260 | 0.2357 | 0.9022 | 0.8772 | 0.3834 |
|
| 279 |
+
| 0.0178 | 235.29 | 4000 | 0.0836 | 0.7723 | 0.8115 | 0.9802 | nan | 0.9938 | 0.9568 | 0.8952 | 0.9895 | 0.9196 | 0.6245 | 0.8601 | 0.9842 | 0.7851 | 0.2356 | 0.9263 | 0.9284 | 0.4504 | nan | 0.9841 | 0.8926 | 0.8439 | 0.9801 | 0.8699 | 0.6172 | 0.8432 | 0.9587 | 0.6180 | 0.2261 | 0.9021 | 0.8717 | 0.4321 |
|
| 280 |
+
| 0.0198 | 236.47 | 4020 | 0.0836 | 0.7683 | 0.8062 | 0.9803 | nan | 0.9939 | 0.9591 | 0.8932 | 0.9902 | 0.9249 | 0.6237 | 0.8569 | 0.9807 | 0.7595 | 0.2407 | 0.9280 | 0.9406 | 0.3886 | nan | 0.9842 | 0.8928 | 0.8432 | 0.9797 | 0.8717 | 0.6186 | 0.8403 | 0.9603 | 0.6093 | 0.2346 | 0.9005 | 0.8755 | 0.3776 |
|
| 281 |
+
| 0.017 | 237.65 | 4040 | 0.0826 | 0.7716 | 0.8074 | 0.9804 | nan | 0.9941 | 0.9591 | 0.8945 | 0.9907 | 0.9183 | 0.6263 | 0.8549 | 0.9806 | 0.7652 | 0.2460 | 0.9281 | 0.9322 | 0.4065 | nan | 0.9842 | 0.8937 | 0.8443 | 0.9798 | 0.8723 | 0.6205 | 0.8395 | 0.9611 | 0.6150 | 0.2421 | 0.9029 | 0.8821 | 0.3937 |
|
| 282 |
+
| 0.0195 | 238.82 | 4060 | 0.0848 | 0.7684 | 0.8037 | 0.9803 | nan | 0.9942 | 0.9595 | 0.8913 | 0.9901 | 0.9209 | 0.6239 | 0.8475 | 0.9799 | 0.7692 | 0.2439 | 0.9235 | 0.9244 | 0.3805 | nan | 0.9840 | 0.8931 | 0.8419 | 0.9798 | 0.8725 | 0.6195 | 0.8345 | 0.9607 | 0.6139 | 0.2412 | 0.9021 | 0.8770 | 0.3685 |
|
| 283 |
+
| 0.0195 | 240.0 | 4080 | 0.0841 | 0.7690 | 0.8055 | 0.9803 | nan | 0.9939 | 0.9576 | 0.9005 | 0.9900 | 0.9267 | 0.6219 | 0.8518 | 0.9802 | 0.7682 | 0.2434 | 0.9294 | 0.9336 | 0.3740 | nan | 0.9841 | 0.8932 | 0.8436 | 0.9798 | 0.8731 | 0.6179 | 0.8362 | 0.9609 | 0.6148 | 0.2409 | 0.9046 | 0.8810 | 0.3668 |
|
| 284 |
+
| 0.019 | 241.18 | 4100 | 0.0839 | 0.7720 | 0.8088 | 0.9803 | nan | 0.9934 | 0.9557 | 0.9091 | 0.9907 | 0.9207 | 0.6237 | 0.8568 | 0.9816 | 0.7526 | 0.2527 | 0.9265 | 0.9383 | 0.4130 | nan | 0.9842 | 0.8923 | 0.8452 | 0.9801 | 0.8726 | 0.6181 | 0.8388 | 0.9596 | 0.6075 | 0.2473 | 0.9044 | 0.8823 | 0.4032 |
|
| 285 |
+
| 0.0155 | 242.35 | 4120 | 0.0827 | 0.7718 | 0.8102 | 0.9803 | nan | 0.9937 | 0.9588 | 0.8980 | 0.9903 | 0.9263 | 0.6262 | 0.8506 | 0.9800 | 0.7814 | 0.2435 | 0.9292 | 0.9401 | 0.4146 | nan | 0.9841 | 0.8933 | 0.8436 | 0.9796 | 0.8736 | 0.6203 | 0.8337 | 0.9615 | 0.6218 | 0.2413 | 0.9036 | 0.8803 | 0.3966 |
|
| 286 |
+
| 0.0185 | 243.53 | 4140 | 0.0827 | 0.7734 | 0.8109 | 0.9803 | nan | 0.9933 | 0.9586 | 0.9064 | 0.9902 | 0.9265 | 0.6269 | 0.8511 | 0.9809 | 0.7668 | 0.2348 | 0.9302 | 0.9358 | 0.4407 | nan | 0.9842 | 0.8925 | 0.8460 | 0.9797 | 0.8737 | 0.6209 | 0.8337 | 0.9601 | 0.6185 | 0.2329 | 0.9038 | 0.8811 | 0.4274 |
|
| 287 |
+
| 0.0197 | 244.71 | 4160 | 0.0838 | 0.7714 | 0.8097 | 0.9803 | nan | 0.9941 | 0.9574 | 0.8953 | 0.9889 | 0.9315 | 0.6265 | 0.8594 | 0.9816 | 0.7806 | 0.2460 | 0.9265 | 0.9368 | 0.4016 | nan | 0.9840 | 0.8931 | 0.8429 | 0.9800 | 0.8737 | 0.6198 | 0.8421 | 0.9601 | 0.6194 | 0.2438 | 0.9029 | 0.8748 | 0.3914 |
|
| 288 |
+
| 0.0178 | 245.88 | 4180 | 0.0851 | 0.7718 | 0.8105 | 0.9802 | nan | 0.9942 | 0.9549 | 0.8957 | 0.9887 | 0.9300 | 0.6257 | 0.8526 | 0.9834 | 0.7645 | 0.2505 | 0.9281 | 0.9475 | 0.4211 | nan | 0.9838 | 0.8933 | 0.8414 | 0.9801 | 0.8723 | 0.6200 | 0.8387 | 0.9585 | 0.6099 | 0.2476 | 0.9039 | 0.8740 | 0.4098 |
|
| 289 |
+
| 0.0181 | 247.06 | 4200 | 0.0819 | 0.7780 | 0.8178 | 0.9804 | nan | 0.9934 | 0.9565 | 0.9014 | 0.9903 | 0.9272 | 0.6290 | 0.8639 | 0.9820 | 0.7834 | 0.2492 | 0.9278 | 0.9473 | 0.4797 | nan | 0.9841 | 0.8940 | 0.8423 | 0.9799 | 0.8731 | 0.6226 | 0.8450 | 0.9606 | 0.6200 | 0.2465 | 0.9042 | 0.8791 | 0.4631 |
|
| 290 |
+
| 0.0222 | 248.24 | 4220 | 0.0837 | 0.7708 | 0.8090 | 0.9803 | nan | 0.9938 | 0.9570 | 0.9025 | 0.9900 | 0.9230 | 0.6242 | 0.8531 | 0.9807 | 0.7708 | 0.2420 | 0.9344 | 0.9411 | 0.4049 | nan | 0.9841 | 0.8930 | 0.8430 | 0.9800 | 0.8723 | 0.6193 | 0.8377 | 0.9607 | 0.6136 | 0.2393 | 0.9060 | 0.8778 | 0.3934 |
|
| 291 |
+
| 0.0197 | 249.41 | 4240 | 0.0835 | 0.7690 | 0.8072 | 0.9803 | nan | 0.9936 | 0.9589 | 0.9008 | 0.9897 | 0.9225 | 0.6252 | 0.8535 | 0.9819 | 0.7759 | 0.2403 | 0.9293 | 0.9474 | 0.3740 | nan | 0.9841 | 0.8932 | 0.8433 | 0.9800 | 0.8733 | 0.6193 | 0.8384 | 0.9607 | 0.6239 | 0.2382 | 0.9037 | 0.8757 | 0.3633 |
|
| 292 |
+
| 0.0198 | 250.59 | 4260 | 0.0848 | 0.7691 | 0.8085 | 0.9803 | nan | 0.9939 | 0.9596 | 0.8952 | 0.9886 | 0.9305 | 0.6238 | 0.8664 | 0.9808 | 0.7739 | 0.2437 | 0.9290 | 0.9399 | 0.3854 | nan | 0.9840 | 0.8927 | 0.8428 | 0.9799 | 0.8736 | 0.6167 | 0.8457 | 0.9609 | 0.6180 | 0.2415 | 0.9030 | 0.8747 | 0.3652 |
|
| 293 |
+
| 0.0194 | 251.76 | 4280 | 0.0835 | 0.7731 | 0.8110 | 0.9803 | nan | 0.9936 | 0.9588 | 0.9022 | 0.9897 | 0.9296 | 0.6247 | 0.8496 | 0.9809 | 0.7580 | 0.2382 | 0.9293 | 0.9327 | 0.4553 | nan | 0.9842 | 0.8918 | 0.8450 | 0.9799 | 0.8738 | 0.6185 | 0.8360 | 0.9606 | 0.6111 | 0.2361 | 0.9026 | 0.8756 | 0.4355 |
|
| 294 |
+
| 0.0181 | 252.94 | 4300 | 0.0834 | 0.7760 | 0.8161 | 0.9805 | nan | 0.9935 | 0.9567 | 0.9062 | 0.9900 | 0.9281 | 0.6251 | 0.8640 | 0.9819 | 0.7717 | 0.2511 | 0.9366 | 0.9443 | 0.4602 | nan | 0.9842 | 0.8939 | 0.8454 | 0.9800 | 0.8732 | 0.6190 | 0.8460 | 0.9610 | 0.6160 | 0.2487 | 0.9043 | 0.8769 | 0.4388 |
|
| 295 |
+
| 0.024 | 254.12 | 4320 | 0.0847 | 0.7709 | 0.8083 | 0.9803 | nan | 0.9944 | 0.9566 | 0.8940 | 0.9891 | 0.9283 | 0.6241 | 0.8590 | 0.9804 | 0.7724 | 0.2530 | 0.9317 | 0.9335 | 0.3919 | nan | 0.9839 | 0.8934 | 0.8412 | 0.9800 | 0.8729 | 0.6196 | 0.8436 | 0.9602 | 0.6129 | 0.2507 | 0.9047 | 0.8777 | 0.3813 |
|
| 296 |
+
| 0.0186 | 255.29 | 4340 | 0.0830 | 0.7759 | 0.8151 | 0.9805 | nan | 0.9942 | 0.9557 | 0.9019 | 0.9895 | 0.9279 | 0.6262 | 0.8635 | 0.9813 | 0.7775 | 0.2574 | 0.9373 | 0.9383 | 0.4455 | nan | 0.9842 | 0.8947 | 0.8457 | 0.9801 | 0.8731 | 0.6209 | 0.8463 | 0.9605 | 0.6189 | 0.2546 | 0.9051 | 0.8749 | 0.4281 |
|
| 297 |
+
| 0.0222 | 256.47 | 4360 | 0.0845 | 0.7753 | 0.8152 | 0.9805 | nan | 0.9940 | 0.9572 | 0.8992 | 0.9897 | 0.9272 | 0.6243 | 0.8710 | 0.9807 | 0.7862 | 0.2564 | 0.9341 | 0.9444 | 0.4325 | nan | 0.9841 | 0.8945 | 0.8440 | 0.9804 | 0.8735 | 0.6192 | 0.8524 | 0.9603 | 0.6287 | 0.2526 | 0.9022 | 0.8743 | 0.4130 |
|
| 298 |
+
| 0.0218 | 257.65 | 4380 | 0.0837 | 0.7733 | 0.8127 | 0.9804 | nan | 0.9937 | 0.9583 | 0.8997 | 0.9900 | 0.9263 | 0.6261 | 0.8610 | 0.9813 | 0.7693 | 0.2509 | 0.9356 | 0.9415 | 0.4309 | nan | 0.9842 | 0.8936 | 0.8442 | 0.9800 | 0.8737 | 0.6198 | 0.8437 | 0.9600 | 0.6182 | 0.2489 | 0.9018 | 0.8816 | 0.4033 |
|
| 299 |
+
| 0.0192 | 258.82 | 4400 | 0.0834 | 0.7749 | 0.8160 | 0.9804 | nan | 0.9938 | 0.9569 | 0.8980 | 0.9900 | 0.9276 | 0.6272 | 0.8656 | 0.9821 | 0.7713 | 0.2486 | 0.9341 | 0.9477 | 0.4650 | nan | 0.9841 | 0.8939 | 0.8449 | 0.9799 | 0.8731 | 0.6197 | 0.8465 | 0.9603 | 0.6161 | 0.2468 | 0.9027 | 0.8792 | 0.4269 |
|
| 300 |
+
| 0.0184 | 260.0 | 4420 | 0.0842 | 0.7751 | 0.8147 | 0.9804 | nan | 0.9941 | 0.9547 | 0.8966 | 0.9907 | 0.9238 | 0.6281 | 0.8584 | 0.9813 | 0.7855 | 0.2488 | 0.9336 | 0.9486 | 0.4472 | nan | 0.9841 | 0.8939 | 0.8439 | 0.9801 | 0.8740 | 0.6214 | 0.8417 | 0.9600 | 0.6226 | 0.2469 | 0.9044 | 0.8808 | 0.4224 |
|
| 301 |
+
| 0.022 | 261.18 | 4440 | 0.0853 | 0.7708 | 0.8085 | 0.9804 | nan | 0.9941 | 0.9557 | 0.8976 | 0.9910 | 0.9207 | 0.6246 | 0.8583 | 0.9808 | 0.7736 | 0.2465 | 0.9382 | 0.9395 | 0.3902 | nan | 0.9841 | 0.8935 | 0.8451 | 0.9798 | 0.8739 | 0.6192 | 0.8425 | 0.9606 | 0.6170 | 0.2445 | 0.9033 | 0.8816 | 0.3756 |
|
| 302 |
+
| 0.0171 | 262.35 | 4460 | 0.0846 | 0.7705 | 0.8078 | 0.9804 | nan | 0.9938 | 0.9571 | 0.9032 | 0.9902 | 0.9245 | 0.6240 | 0.8589 | 0.9815 | 0.7598 | 0.2466 | 0.9348 | 0.9364 | 0.3902 | nan | 0.9842 | 0.8933 | 0.8455 | 0.9801 | 0.8745 | 0.6179 | 0.8419 | 0.9605 | 0.6089 | 0.2446 | 0.9045 | 0.8816 | 0.3785 |
|
| 303 |
+
| 0.0186 | 263.53 | 4480 | 0.0860 | 0.7711 | 0.8093 | 0.9803 | nan | 0.9938 | 0.9589 | 0.8974 | 0.9894 | 0.9279 | 0.6224 | 0.8536 | 0.9810 | 0.7809 | 0.2440 | 0.9305 | 0.9366 | 0.4049 | nan | 0.9841 | 0.8926 | 0.8423 | 0.9802 | 0.8740 | 0.6177 | 0.8384 | 0.9601 | 0.6193 | 0.2417 | 0.9034 | 0.8789 | 0.3915 |
|
| 304 |
+
| 0.0161 | 264.71 | 4500 | 0.0846 | 0.7739 | 0.8127 | 0.9804 | nan | 0.9936 | 0.9587 | 0.9029 | 0.9893 | 0.9286 | 0.6250 | 0.8584 | 0.9817 | 0.7839 | 0.2442 | 0.9324 | 0.9336 | 0.4325 | nan | 0.9842 | 0.8937 | 0.8443 | 0.9801 | 0.8744 | 0.6189 | 0.8413 | 0.9605 | 0.6239 | 0.2420 | 0.9049 | 0.8809 | 0.4111 |
|
| 305 |
+
| 0.0159 | 265.88 | 4520 | 0.0841 | 0.7737 | 0.8125 | 0.9805 | nan | 0.9938 | 0.9579 | 0.9034 | 0.9897 | 0.9289 | 0.6251 | 0.8556 | 0.9812 | 0.7862 | 0.2462 | 0.9332 | 0.9452 | 0.4163 | nan | 0.9842 | 0.8942 | 0.8449 | 0.9802 | 0.8750 | 0.6194 | 0.8398 | 0.9611 | 0.6278 | 0.2443 | 0.9062 | 0.8814 | 0.4 |
|
| 306 |
+
| 0.0195 | 267.06 | 4540 | 0.0858 | 0.7729 | 0.8105 | 0.9803 | nan | 0.9940 | 0.9593 | 0.8952 | 0.9897 | 0.9249 | 0.6239 | 0.8514 | 0.9814 | 0.7695 | 0.2377 | 0.9284 | 0.9412 | 0.4407 | nan | 0.9842 | 0.8929 | 0.8433 | 0.9800 | 0.8746 | 0.6183 | 0.8358 | 0.9603 | 0.6176 | 0.2360 | 0.9019 | 0.8807 | 0.4215 |
|
| 307 |
+
| 0.0172 | 268.24 | 4560 | 0.0835 | 0.7745 | 0.8157 | 0.9805 | nan | 0.9934 | 0.9586 | 0.9058 | 0.9899 | 0.9261 | 0.6260 | 0.8576 | 0.9817 | 0.7862 | 0.2372 | 0.9289 | 0.9494 | 0.4634 | nan | 0.9843 | 0.8937 | 0.8461 | 0.9800 | 0.8740 | 0.6199 | 0.8384 | 0.9609 | 0.6251 | 0.2354 | 0.9010 | 0.8813 | 0.4286 |
|
| 308 |
+
| 0.019 | 269.41 | 4580 | 0.0834 | 0.7722 | 0.8104 | 0.9806 | nan | 0.9940 | 0.9559 | 0.9055 | 0.9897 | 0.9284 | 0.6256 | 0.8570 | 0.9818 | 0.7708 | 0.2432 | 0.9306 | 0.9444 | 0.4081 | nan | 0.9843 | 0.8943 | 0.8466 | 0.9800 | 0.8742 | 0.6203 | 0.8404 | 0.9613 | 0.6223 | 0.2415 | 0.9033 | 0.8814 | 0.3885 |
|
| 309 |
+
| 0.018 | 270.59 | 4600 | 0.0835 | 0.7718 | 0.8115 | 0.9805 | nan | 0.9938 | 0.9568 | 0.9018 | 0.9904 | 0.9227 | 0.6257 | 0.8524 | 0.9821 | 0.7869 | 0.2394 | 0.9287 | 0.9400 | 0.4293 | nan | 0.9843 | 0.8938 | 0.8462 | 0.9799 | 0.8736 | 0.6200 | 0.8364 | 0.9614 | 0.6244 | 0.2377 | 0.9013 | 0.8821 | 0.3923 |
|
| 310 |
+
| 0.0223 | 271.76 | 4620 | 0.0839 | 0.7710 | 0.8110 | 0.9805 | nan | 0.9937 | 0.9571 | 0.9023 | 0.9903 | 0.9257 | 0.6254 | 0.8528 | 0.9811 | 0.7921 | 0.2447 | 0.9291 | 0.9406 | 0.4081 | nan | 0.9843 | 0.8937 | 0.8446 | 0.9799 | 0.8734 | 0.6194 | 0.8364 | 0.9610 | 0.6266 | 0.2425 | 0.9017 | 0.8822 | 0.3769 |
|
| 311 |
+
| 0.0227 | 272.94 | 4640 | 0.0845 | 0.7715 | 0.8089 | 0.9805 | nan | 0.9940 | 0.9574 | 0.8968 | 0.9906 | 0.9236 | 0.6246 | 0.8553 | 0.9807 | 0.7851 | 0.2449 | 0.9276 | 0.9357 | 0.4 | nan | 0.9842 | 0.8941 | 0.8435 | 0.9801 | 0.8743 | 0.6195 | 0.8386 | 0.9612 | 0.6246 | 0.2430 | 0.9026 | 0.8830 | 0.3814 |
|
| 312 |
+
| 0.0165 | 274.12 | 4660 | 0.0850 | 0.7722 | 0.8126 | 0.9806 | nan | 0.9940 | 0.9576 | 0.8980 | 0.9900 | 0.9278 | 0.6254 | 0.8601 | 0.9805 | 0.7957 | 0.2541 | 0.9318 | 0.9453 | 0.4033 | nan | 0.9842 | 0.8946 | 0.8438 | 0.9802 | 0.8743 | 0.6199 | 0.8433 | 0.9615 | 0.6288 | 0.2517 | 0.9025 | 0.8774 | 0.3758 |
|
| 313 |
+
| 0.0192 | 275.29 | 4680 | 0.0836 | 0.7724 | 0.8102 | 0.9806 | nan | 0.9941 | 0.9571 | 0.8986 | 0.9903 | 0.9243 | 0.6271 | 0.8547 | 0.9805 | 0.7904 | 0.2444 | 0.9298 | 0.9376 | 0.4033 | nan | 0.9842 | 0.8946 | 0.8444 | 0.9801 | 0.8747 | 0.6214 | 0.8394 | 0.9617 | 0.6275 | 0.2426 | 0.9025 | 0.8788 | 0.3887 |
|
| 314 |
+
| 0.0172 | 276.47 | 4700 | 0.0843 | 0.7712 | 0.8099 | 0.9804 | nan | 0.9940 | 0.9573 | 0.8995 | 0.9894 | 0.9315 | 0.6278 | 0.8525 | 0.9818 | 0.7866 | 0.2391 | 0.9312 | 0.9333 | 0.4049 | nan | 0.9842 | 0.8943 | 0.8443 | 0.9798 | 0.8740 | 0.6212 | 0.8361 | 0.9609 | 0.6245 | 0.2374 | 0.9031 | 0.8779 | 0.3879 |
|
| 315 |
+
| 0.0173 | 277.65 | 4720 | 0.0851 | 0.7717 | 0.8105 | 0.9805 | nan | 0.9942 | 0.9576 | 0.8968 | 0.9892 | 0.9319 | 0.6268 | 0.8548 | 0.9812 | 0.7832 | 0.2483 | 0.9321 | 0.9424 | 0.3984 | nan | 0.9842 | 0.8948 | 0.8436 | 0.9800 | 0.8738 | 0.6215 | 0.8391 | 0.9609 | 0.6230 | 0.2464 | 0.9037 | 0.8782 | 0.3834 |
|
| 316 |
+
| 0.0183 | 278.82 | 4740 | 0.0844 | 0.7712 | 0.8099 | 0.9805 | nan | 0.9941 | 0.9570 | 0.8972 | 0.9901 | 0.9249 | 0.6268 | 0.8546 | 0.9814 | 0.7811 | 0.2505 | 0.9328 | 0.9430 | 0.3951 | nan | 0.9842 | 0.8947 | 0.8437 | 0.9799 | 0.8737 | 0.6208 | 0.8386 | 0.9609 | 0.6215 | 0.2485 | 0.9043 | 0.8781 | 0.3767 |
|
| 317 |
+
| 0.0193 | 280.0 | 4760 | 0.0838 | 0.7730 | 0.8113 | 0.9805 | nan | 0.9941 | 0.9565 | 0.8988 | 0.9901 | 0.9254 | 0.6264 | 0.8497 | 0.9818 | 0.7781 | 0.2521 | 0.9308 | 0.9445 | 0.4179 | nan | 0.9842 | 0.8945 | 0.8440 | 0.9799 | 0.8737 | 0.6205 | 0.8353 | 0.9607 | 0.6244 | 0.2500 | 0.9032 | 0.8806 | 0.3984 |
|
| 318 |
+
| 0.0207 | 281.18 | 4780 | 0.0842 | 0.7727 | 0.8098 | 0.9805 | nan | 0.9939 | 0.9582 | 0.9014 | 0.9905 | 0.9217 | 0.6262 | 0.8501 | 0.9805 | 0.7810 | 0.2484 | 0.9304 | 0.9366 | 0.4081 | nan | 0.9843 | 0.8940 | 0.8462 | 0.9800 | 0.8740 | 0.6204 | 0.8351 | 0.9610 | 0.6277 | 0.2463 | 0.9038 | 0.8790 | 0.3928 |
|
| 319 |
+
| 0.0166 | 282.35 | 4800 | 0.0846 | 0.7740 | 0.8114 | 0.9805 | nan | 0.9942 | 0.9571 | 0.8966 | 0.9900 | 0.9290 | 0.6259 | 0.8498 | 0.9815 | 0.7806 | 0.2540 | 0.9317 | 0.9356 | 0.4228 | nan | 0.9842 | 0.8946 | 0.8444 | 0.9800 | 0.8741 | 0.6203 | 0.8356 | 0.9609 | 0.6242 | 0.2518 | 0.9057 | 0.8781 | 0.4075 |
|
| 320 |
+
| 0.0203 | 283.53 | 4820 | 0.0843 | 0.7745 | 0.8131 | 0.9805 | nan | 0.9941 | 0.9571 | 0.8984 | 0.9901 | 0.9257 | 0.6270 | 0.8525 | 0.9813 | 0.7913 | 0.2532 | 0.9327 | 0.9421 | 0.4244 | nan | 0.9842 | 0.8948 | 0.8445 | 0.9801 | 0.8745 | 0.6204 | 0.8370 | 0.9613 | 0.6273 | 0.2510 | 0.9065 | 0.8788 | 0.4078 |
|
| 321 |
+
| 0.0153 | 284.71 | 4840 | 0.0842 | 0.7717 | 0.8094 | 0.9805 | nan | 0.9939 | 0.9586 | 0.9007 | 0.9900 | 0.9249 | 0.6264 | 0.8477 | 0.9805 | 0.7916 | 0.2477 | 0.9293 | 0.9311 | 0.4 | nan | 0.9842 | 0.8942 | 0.8451 | 0.9799 | 0.8742 | 0.6202 | 0.8333 | 0.9614 | 0.6283 | 0.2458 | 0.9043 | 0.8752 | 0.3862 |
|
| 322 |
+
| 0.017 | 285.88 | 4860 | 0.0843 | 0.7733 | 0.8117 | 0.9805 | nan | 0.9938 | 0.9583 | 0.9027 | 0.9899 | 0.9276 | 0.6260 | 0.8532 | 0.9802 | 0.7857 | 0.2542 | 0.9308 | 0.9444 | 0.4049 | nan | 0.9843 | 0.8941 | 0.8460 | 0.9800 | 0.8744 | 0.6199 | 0.8372 | 0.9611 | 0.6283 | 0.2516 | 0.9050 | 0.8785 | 0.3921 |
|
| 323 |
+
| 0.0192 | 287.06 | 4880 | 0.0848 | 0.7732 | 0.8119 | 0.9805 | nan | 0.9941 | 0.9575 | 0.8979 | 0.9896 | 0.9279 | 0.6260 | 0.8526 | 0.9813 | 0.7883 | 0.2535 | 0.9343 | 0.9453 | 0.4065 | nan | 0.9842 | 0.8945 | 0.8446 | 0.9801 | 0.8744 | 0.6202 | 0.8372 | 0.9612 | 0.6266 | 0.2513 | 0.9069 | 0.8776 | 0.3925 |
|
| 324 |
+
| 0.0173 | 288.24 | 4900 | 0.0854 | 0.7727 | 0.8099 | 0.9805 | nan | 0.9941 | 0.9586 | 0.8983 | 0.9899 | 0.9256 | 0.6255 | 0.8501 | 0.9805 | 0.7836 | 0.2480 | 0.9294 | 0.9355 | 0.4098 | nan | 0.9842 | 0.8940 | 0.8452 | 0.9800 | 0.8744 | 0.6197 | 0.8350 | 0.9611 | 0.6256 | 0.2459 | 0.9048 | 0.8788 | 0.3962 |
|
| 325 |
+
| 0.0162 | 289.41 | 4920 | 0.0848 | 0.7744 | 0.8121 | 0.9805 | nan | 0.9940 | 0.9584 | 0.9000 | 0.9900 | 0.9283 | 0.6253 | 0.8496 | 0.9803 | 0.7781 | 0.2452 | 0.9311 | 0.9386 | 0.4390 | nan | 0.9843 | 0.8938 | 0.8458 | 0.9800 | 0.8746 | 0.6198 | 0.8341 | 0.9611 | 0.6240 | 0.2433 | 0.9055 | 0.8789 | 0.4225 |
|
| 326 |
+
| 0.0181 | 290.59 | 4940 | 0.0856 | 0.7737 | 0.8114 | 0.9805 | nan | 0.9940 | 0.9578 | 0.8986 | 0.9900 | 0.9262 | 0.6253 | 0.8518 | 0.9817 | 0.7813 | 0.2500 | 0.9304 | 0.9367 | 0.4244 | nan | 0.9842 | 0.8941 | 0.8452 | 0.9801 | 0.8743 | 0.6197 | 0.8356 | 0.9608 | 0.6246 | 0.2476 | 0.9054 | 0.8775 | 0.4085 |
|
| 327 |
+
| 0.02 | 291.76 | 4960 | 0.0854 | 0.7742 | 0.8134 | 0.9805 | nan | 0.9938 | 0.9577 | 0.9013 | 0.9899 | 0.9269 | 0.6250 | 0.8527 | 0.9820 | 0.7868 | 0.2499 | 0.9346 | 0.9439 | 0.4293 | nan | 0.9843 | 0.8941 | 0.8456 | 0.9801 | 0.8745 | 0.6197 | 0.8363 | 0.9609 | 0.6259 | 0.2476 | 0.9060 | 0.8791 | 0.4106 |
|
| 328 |
+
| 0.0202 | 292.94 | 4980 | 0.0845 | 0.7738 | 0.8120 | 0.9805 | nan | 0.9939 | 0.9585 | 0.9000 | 0.9902 | 0.9257 | 0.6256 | 0.8516 | 0.9804 | 0.7881 | 0.2459 | 0.9309 | 0.9413 | 0.4244 | nan | 0.9843 | 0.8940 | 0.8456 | 0.9801 | 0.8748 | 0.6198 | 0.8353 | 0.9615 | 0.6272 | 0.2440 | 0.9054 | 0.8797 | 0.4078 |
|
| 329 |
+
| 0.0179 | 294.12 | 5000 | 0.0847 | 0.7754 | 0.8130 | 0.9805 | nan | 0.9939 | 0.9586 | 0.9009 | 0.9899 | 0.9268 | 0.6256 | 0.8508 | 0.9810 | 0.7896 | 0.2483 | 0.9313 | 0.9298 | 0.4423 | nan | 0.9843 | 0.8940 | 0.8459 | 0.9801 | 0.8749 | 0.6199 | 0.8353 | 0.9614 | 0.6280 | 0.2463 | 0.9060 | 0.8800 | 0.4243 |
|
| 330 |
+
| 0.0163 | 295.29 | 5020 | 0.0845 | 0.7753 | 0.8149 | 0.9805 | nan | 0.9938 | 0.9584 | 0.9005 | 0.9902 | 0.9256 | 0.6257 | 0.8520 | 0.9814 | 0.7885 | 0.2510 | 0.9351 | 0.9438 | 0.4472 | nan | 0.9843 | 0.8940 | 0.8459 | 0.9801 | 0.8747 | 0.6200 | 0.8358 | 0.9613 | 0.6274 | 0.2488 | 0.9061 | 0.8804 | 0.4198 |
|
| 331 |
+
| 0.0172 | 296.47 | 5040 | 0.0843 | 0.7751 | 0.8148 | 0.9806 | nan | 0.9939 | 0.9577 | 0.9005 | 0.9902 | 0.9259 | 0.6260 | 0.8509 | 0.9814 | 0.7869 | 0.2548 | 0.9342 | 0.9471 | 0.4423 | nan | 0.9843 | 0.8944 | 0.8456 | 0.9801 | 0.8747 | 0.6198 | 0.8355 | 0.9613 | 0.6271 | 0.2524 | 0.9066 | 0.8798 | 0.4146 |
|
| 332 |
+
| 0.0189 | 297.65 | 5060 | 0.0843 | 0.7749 | 0.8142 | 0.9806 | nan | 0.9938 | 0.9576 | 0.9018 | 0.9904 | 0.9234 | 0.6262 | 0.8516 | 0.9809 | 0.7913 | 0.2478 | 0.9342 | 0.9465 | 0.4390 | nan | 0.9843 | 0.8944 | 0.8458 | 0.9801 | 0.8746 | 0.6198 | 0.8358 | 0.9615 | 0.6283 | 0.2458 | 0.9067 | 0.8806 | 0.4160 |
|
| 333 |
+
| 0.0197 | 298.82 | 5080 | 0.0841 | 0.7752 | 0.8145 | 0.9806 | nan | 0.9938 | 0.9577 | 0.9019 | 0.9905 | 0.9231 | 0.6261 | 0.8523 | 0.9809 | 0.7896 | 0.2518 | 0.9319 | 0.9488 | 0.4407 | nan | 0.9843 | 0.8945 | 0.8457 | 0.9801 | 0.8745 | 0.6199 | 0.8361 | 0.9615 | 0.6281 | 0.2496 | 0.9063 | 0.8800 | 0.4176 |
|
| 334 |
+
| 0.0189 | 300.0 | 5100 | 0.0851 | 0.7749 | 0.8137 | 0.9805 | nan | 0.9938 | 0.9581 | 0.9026 | 0.9898 | 0.9269 | 0.6252 | 0.8541 | 0.9817 | 0.7797 | 0.2518 | 0.9326 | 0.9447 | 0.4374 | nan | 0.9843 | 0.8941 | 0.8458 | 0.9802 | 0.8745 | 0.6199 | 0.8378 | 0.9610 | 0.6254 | 0.2496 | 0.9058 | 0.8800 | 0.4151 |
|
| 335 |
|
| 336 |
|
| 337 |
### Framework versions
|