=======================================================   RESTART [10-25 01:36:36]   =======================================================







=======================================================   RESTART [10-25 01:36:36]   =======================================================
wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.
wandb: Currently logged in as: kaiqiu. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.18.3
wandb: Run data is saved locally in /home/user/VAR/wandb/run-20241024_103758-bdx5wt7o
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run absurd-plasma-233
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/bdx5wt7o
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
  triton_mm_13 0.0331 ms 100.0%
  triton_mm_9 0.0333 ms 99.3%
  triton_mm_8 0.0342 ms 96.7%
  triton_mm_16 0.0348 ms 94.9%
  triton_mm_5 0.0355 ms 93.1%
  triton_mm_6 0.0359 ms 92.1%
  triton_mm_7 0.0375 ms 88.1%
  triton_mm_10 0.0376 ms 87.9%
  triton_mm_11 0.0388 ms 85.1%
  triton_mm_14 0.0389 ms 85.0%
SingleProcess AUTOTUNE benchmarking takes 2.5496 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
  triton_mm_13 0.0318 ms 100.0%
  triton_mm_9 0.0331 ms 96.1%
  triton_mm_16 0.0336 ms 94.8%
  triton_mm_8 0.0340 ms 93.7%
  triton_mm_6 0.0347 ms 91.7%
  triton_mm_5 0.0361 ms 88.1%
  triton_mm_7 0.0369 ms 86.1%
  triton_mm_10 0.0373 ms 85.3%
  triton_mm_12 0.0382 ms 83.2%
  triton_mm_11 0.0383 ms 83.0%
SingleProcess AUTOTUNE benchmarking takes 2.5173 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5815 ms 100.0%
  bias_addmm 1.7293 ms 91.5%
  triton_mm_6518 1.9180 ms 82.5%
  triton_mm_6514 1.9352 ms 81.7%
  addmm 1.9457 ms 81.3%
  triton_mm_6522 2.0248 ms 78.1%
  triton_mm_6519 2.1230 ms 74.5%
  triton_mm_6515 2.1509 ms 73.5%
  triton_mm_6516 2.2000 ms 71.9%
  triton_mm_6511 2.5844 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.5280 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:15<54:07, 75.53s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8055 ms 100.0%
  mm 0.9385 ms 85.8%
  triton_mm_4992 0.9665 ms 83.3%
  triton_mm_4988 0.9861 ms 81.7%
  triton_mm_4996 1.0552 ms 76.3%
  triton_mm_4993 1.0770 ms 74.8%
  triton_mm_4989 1.0881 ms 74.0%
  triton_mm_4990 1.1149 ms 72.2%
  triton_mm_4985 1.3136 ms 61.3%
  triton_mm_4986 1.3941 ms 57.8%
SingleProcess AUTOTUNE benchmarking takes 2.2295 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5553 0.8133 ms 100.0%
  mm 0.8195 ms 99.3%
  triton_mm_5550 0.9707 ms 83.8%
  triton_mm_5546 0.9914 ms 82.0%
  triton_mm_5554 1.0683 ms 76.1%
  triton_mm_5551 1.0933 ms 74.4%
  triton_mm_5547 1.0935 ms 74.4%
  triton_mm_5548 1.1205 ms 72.6%
  triton_mm_5543 1.3185 ms 61.7%
  triton_mm_5544 1.3812 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1305 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5739 0.8129 ms 100.0%
  mm 0.8241 ms 98.6%
  triton_mm_5736 0.9651 ms 84.2%
  triton_mm_5732 0.9914 ms 82.0%
  triton_mm_5740 1.0631 ms 76.5%
  triton_mm_5733 1.0819 ms 75.1%
  triton_mm_5737 1.0977 ms 74.1%
  triton_mm_5734 1.1258 ms 72.2%
  triton_mm_5729 1.3185 ms 61.7%
  triton_mm_5730 1.3816 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1376 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5832 0.8178 ms 100.0%
  mm 0.8247 ms 99.2%
  triton_mm_5829 0.9817 ms 83.3%
  triton_mm_5825 0.9906 ms 82.6%
  triton_mm_5833 1.0652 ms 76.8%
  triton_mm_5830 1.0936 ms 74.8%
  triton_mm_5826 1.1050 ms 74.0%
  triton_mm_5827 1.1224 ms 72.9%
  triton_mm_5822 1.3186 ms 62.0%
  triton_mm_5823 1.3815 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1458 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6111 0.8138 ms 100.0%
  mm 0.8244 ms 98.7%
  triton_mm_6108 0.9820 ms 82.9%
  triton_mm_6104 0.9912 ms 82.1%
  triton_mm_6112 1.0649 ms 76.4%
  triton_mm_6109 1.0941 ms 74.4%
  triton_mm_6105 1.0979 ms 74.1%
  triton_mm_6106 1.1227 ms 72.5%
  triton_mm_6101 1.3183 ms 61.7%
  triton_mm_6102 1.3826 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1333 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0370 ms 100.0%
  triton_mm_4895 0.0372 ms 99.3%
  triton_mm_4902 0.0383 ms 96.4%
  triton_mm_4898 0.0385 ms 96.0%
  triton_mm_4899 0.0387 ms 95.5%
  triton_mm_4901 0.0395 ms 93.7%
  triton_mm_4890 0.0406 ms 91.0%
  triton_mm_4891 0.0406 ms 91.0%
  triton_mm_4897 0.0425 ms 87.0%
  triton_mm_4889 0.0469 ms 78.8%
SingleProcess AUTOTUNE benchmarking takes 1.6752 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0442 ms 100.0%
  triton_mm_4914 0.0452 ms 97.7%
  triton_mm_4913 0.0462 ms 95.6%
  triton_mm_4921 0.0465 ms 95.0%
  triton_mm_4911 0.0480 ms 92.1%
  triton_mm_4910 0.0498 ms 88.8%
  triton_mm_4912 0.0514 ms 86.0%
  triton_mm_4916 0.0524 ms 84.4%
  triton_mm_4917 0.0524 ms 84.3%
  triton_mm_4919 0.0527 ms 83.8%
SingleProcess AUTOTUNE benchmarking takes 2.5203 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6271 ms 100.0%
  bias_addmm 0.6308 ms 99.4%
  triton_mm_4937 0.7334 ms 85.5%
  triton_mm_4933 0.7430 ms 84.4%
  addmm 0.7784 ms 80.6%
  triton_mm_4938 0.8276 ms 75.8%
  triton_mm_4941 0.8407 ms 74.6%
  triton_mm_4934 0.8424 ms 74.4%
  triton_mm_4935 0.8675 ms 72.3%
  triton_mm_4930 0.9953 ms 63.0%
SingleProcess AUTOTUNE benchmarking takes 2.2804 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2219 ms 100.0%
  mm 0.2318 ms 95.7%
  triton_mm_4956 0.2494 ms 88.9%
  triton_mm_4952 0.2627 ms 84.5%
  triton_mm_4957 0.2743 ms 80.9%
  triton_mm_4960 0.2896 ms 76.6%
  triton_mm_4953 0.2898 ms 76.6%
  triton_mm_4954 0.3078 ms 72.1%
  triton_mm_4949 0.3412 ms 65.0%
  triton_mm_4950 0.3527 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.0528 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8154 ms 100.0%
  mm 0.8612 ms 94.7%
  triton_mm_5015 0.9788 ms 83.3%
  triton_mm_5011 0.9879 ms 82.5%
  triton_mm_5007 1.0254 ms 79.5%
  triton_mm_5012 1.0526 ms 77.5%
  triton_mm_5008 1.0932 ms 74.6%
  triton_mm_5009 1.1086 ms 73.5%
  triton_mm_5004 1.3149 ms 62.0%
  triton_mm_5005 1.3451 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1829 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0209 ms 100.0%
  mm 0.0220 ms 95.3%
  triton_mm_6453 0.0223 ms 93.8%
  triton_mm_6457 0.0244 ms 85.8%
  triton_mm_6451 0.0253 ms 82.8%
  triton_mm_6464 0.0258 ms 81.1%
  triton_mm_6461 0.0272 ms 77.0%
  triton_mm_6463 0.0277 ms 75.5%
  triton_mm_6460 0.0284 ms 73.6%
  triton_mm_6459 0.0320 ms 65.4%
SingleProcess AUTOTUNE benchmarking takes 1.6701 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5269 ms 100.0%
  bias_addmm 1.5315 ms 99.7%
  triton_mm_6518 1.8404 ms 83.0%
  triton_mm_6514 1.8588 ms 82.1%
  addmm 1.8823 ms 81.1%
  triton_mm_6522 2.0080 ms 76.0%
  triton_mm_6519 2.0554 ms 74.3%
  triton_mm_6515 2.0964 ms 72.8%
  triton_mm_6516 2.1270 ms 71.8%
  triton_mm_6511 2.4782 ms 61.6%
SingleProcess AUTOTUNE benchmarking takes 2.4349 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:15<54:12, 75.65s/it]AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0216 ms 100.0%
  triton_mm_6453 0.0219 ms 98.8%
  mm 0.0236 ms 91.5%
  triton_mm_6451 0.0240 ms 90.1%
  triton_mm_6457 0.0244 ms 88.5%
  triton_mm_6464 0.0257 ms 84.0%
  triton_mm_6461 0.0271 ms 79.9%
  triton_mm_6463 0.0275 ms 78.8%
  triton_mm_6460 0.0288 ms 75.0%
  triton_mm_6459 0.0317 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 1.7045 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5352 ms 100.0%
  bias_addmm 1.5600 ms 98.4%
  triton_mm_6518 1.8351 ms 83.7%
  triton_mm_6514 1.8634 ms 82.4%
  addmm 1.9249 ms 79.8%
  triton_mm_6522 1.9953 ms 76.9%
  triton_mm_6519 2.0489 ms 74.9%
  triton_mm_6515 2.0731 ms 74.1%
  triton_mm_6516 2.1183 ms 72.5%
  triton_mm_6511 2.5122 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.4749 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:15<54:13, 75.66s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8474 ms 100.0%
  mm 0.9436 ms 89.8%
  triton_mm_4992 1.0168 ms 83.3%
  triton_mm_4988 1.0390 ms 81.6%
  triton_mm_4996 1.0875 ms 77.9%
  triton_mm_4993 1.1398 ms 74.3%
  triton_mm_4989 1.1399 ms 74.3%
  triton_mm_4990 1.1592 ms 73.1%
  triton_mm_4985 1.3735 ms 61.7%
  triton_mm_4994 1.4253 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.2555 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8552 ms 100.0%
  triton_mm_5925 0.8655 ms 98.8%
  triton_mm_5922 1.0309 ms 83.0%
  triton_mm_5918 1.0793 ms 79.2%
  triton_mm_5926 1.1002 ms 77.7%
  triton_mm_5923 1.1452 ms 74.7%
  triton_mm_5919 1.1626 ms 73.6%
  triton_mm_5920 1.1812 ms 72.4%
  triton_mm_5915 1.3745 ms 62.2%
  triton_mm_5924 1.4364 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.1349 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8613 ms 100.0%
  mm 0.8668 ms 99.4%
  triton_mm_6015 1.0242 ms 84.1%
  triton_mm_6011 1.0549 ms 81.6%
  triton_mm_6019 1.0996 ms 78.3%
  triton_mm_6016 1.1502 ms 74.9%
  triton_mm_6012 1.1517 ms 74.8%
  triton_mm_6013 1.1845 ms 72.7%
  triton_mm_6008 1.3795 ms 62.4%
  triton_mm_6017 1.4357 ms 60.0%
SingleProcess AUTOTUNE benchmarking takes 2.1436 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0363 ms 100.0%
  triton_mm_4902 0.0368 ms 98.6%
  triton_mm_4895 0.0377 ms 96.2%
  triton_mm_4898 0.0378 ms 95.8%
  triton_mm_4899 0.0379 ms 95.8%
  triton_mm_4901 0.0400 ms 90.7%
  triton_mm_4897 0.0408 ms 88.9%
  triton_mm_4890 0.0411 ms 88.2%
  triton_mm_4891 0.0419 ms 86.6%
  triton_mm_4889 0.0463 ms 78.3%
SingleProcess AUTOTUNE benchmarking takes 1.7112 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0430 ms 100.0%
  triton_mm_4914 0.0453 ms 95.1%
  triton_mm_4921 0.0455 ms 94.7%
  triton_mm_4913 0.0472 ms 91.3%
  triton_mm_4911 0.0481 ms 89.5%
  triton_mm_4910 0.0497 ms 86.7%
  triton_mm_4912 0.0512 ms 84.1%
  triton_mm_4916 0.0516 ms 83.3%
  triton_mm_4917 0.0523 ms 82.3%
  triton_mm_4919 0.0528 ms 81.6%
SingleProcess AUTOTUNE benchmarking takes 2.5761 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6579 ms 100.0%
  bias_addmm 0.6632 ms 99.2%
  triton_mm_4937 0.7705 ms 85.4%
  triton_mm_4933 0.7799 ms 84.4%
  addmm 0.8192 ms 80.3%
  triton_mm_4941 0.8534 ms 77.1%
  triton_mm_4938 0.8578 ms 76.7%
  triton_mm_4934 0.8643 ms 76.1%
  triton_mm_4935 0.8931 ms 73.7%
  triton_mm_4930 1.0280 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.3247 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2312 ms 100.0%
  mm 0.2434 ms 95.0%
  triton_mm_4956 0.2622 ms 88.1%
  triton_mm_4952 0.2778 ms 83.2%
  triton_mm_4957 0.2869 ms 80.6%
  triton_mm_4960 0.2938 ms 78.7%
  triton_mm_4953 0.3029 ms 76.3%
  triton_mm_4954 0.3118 ms 74.1%
  triton_mm_4949 0.3492 ms 66.2%
  triton_mm_4950 0.3604 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.0934 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8589 ms 100.0%
  mm 0.9052 ms 94.9%
  triton_mm_5015 1.0160 ms 84.5%
  triton_mm_5011 1.0354 ms 83.0%
  triton_mm_5007 1.0798 ms 79.5%
  triton_mm_5012 1.0975 ms 78.3%
  triton_mm_5008 1.1455 ms 75.0%
  triton_mm_5009 1.1497 ms 74.7%
  triton_mm_5004 1.3767 ms 62.4%
  triton_mm_5005 1.4105 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.2218 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0214 ms 100.0%
  mm 0.0218 ms 98.5%
  triton_mm_6453 0.0218 ms 98.5%
  triton_mm_6457 0.0234 ms 91.8%
  triton_mm_6451 0.0239 ms 89.8%
  triton_mm_6464 0.0255 ms 84.2%
  triton_mm_6461 0.0269 ms 79.6%
  triton_mm_6463 0.0275 ms 78.0%
  triton_mm_6460 0.0281 ms 76.2%
  triton_mm_6459 0.0316 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 1.6936 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5837 ms 100.0%
  bias_addmm 1.5914 ms 99.5%
  triton_mm_6518 1.9042 ms 83.2%
  triton_mm_6514 1.9523 ms 81.1%
  addmm 1.9568 ms 80.9%
  triton_mm_6522 2.0817 ms 76.1%
  triton_mm_6519 2.1194 ms 74.7%
  triton_mm_6515 2.1455 ms 73.8%
  triton_mm_6516 2.1781 ms 72.7%
  triton_mm_6511 2.5896 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.4590 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:15<54:17, 75.76s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:18<22:49, 32.60s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:18<22:51, 32.65s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:18<22:51, 32.65s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:18<22:53, 32.70s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:19<12:35, 18.42s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:19<12:36, 18.44s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:19<12:36, 18.45s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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 53%|#####2    | 83/157 [00:05<00:04, 18.35it/s]
 54%|#####4    | 85/157 [00:05<00:03, 18.53it/s]
 55%|#####5    | 87/157 [00:06<00:03, 18.62it/s]
 57%|#####6    | 89/157 [00:06<00:03, 18.40it/s]
 58%|#####7    | 91/157 [00:06<00:03, 18.14it/s]
 59%|#####9    | 93/157 [00:06<00:03, 17.80it/s]
 61%|######    | 95/157 [00:06<00:03, 18.10it/s]
 62%|######1   | 97/157 [00:06<00:03, 18.33it/s]
 63%|######3   | 99/157 [00:06<00:03, 18.20it/s]
 64%|######4   | 101/157 [00:06<00:03, 18.30it/s]
 66%|######5   | 103/157 [00:06<00:02, 18.47it/s]
 67%|######6   | 105/157 [00:07<00:02, 18.56it/s]
 68%|######8   | 107/157 [00:07<00:02, 17.95it/s]
 69%|######9   | 109/157 [00:07<00:02, 17.79it/s]
 71%|#######   | 111/157 [00:07<00:02, 17.99it/s]
 72%|#######1  | 113/157 [00:07<00:02, 18.25it/s]
 73%|#######3  | 115/157 [00:07<00:02, 18.31it/s]
 75%|#######4  | 117/157 [00:07<00:02, 18.47it/s]
 76%|#######5  | 119/157 [00:07<00:02, 17.85it/s]
 77%|#######7  | 121/157 [00:07<00:02, 17.77it/s]
 78%|#######8  | 123/157 [00:08<00:01, 17.92it/s]
 80%|#######9  | 125/157 [00:08<00:01, 18.22it/s]
 81%|########  | 127/157 [00:08<00:01, 18.36it/s]
 82%|########2 | 129/157 [00:08<00:01, 18.41it/s]
 83%|########3 | 131/157 [00:08<00:01, 17.99it/s]
 85%|########4 | 133/157 [00:08<00:01, 15.04it/s]
 86%|########5 | 135/157 [00:08<00:01, 15.84it/s]
 87%|########7 | 137/157 [00:08<00:01, 16.48it/s]
 89%|########8 | 139/157 [00:09<00:01, 17.11it/s]
 90%|########9 | 141/157 [00:09<00:00, 17.60it/s]
 91%|#########1| 143/157 [00:09<00:00, 17.89it/s]
 92%|#########2| 145/157 [00:09<00:00, 18.05it/s]
 94%|#########3| 147/157 [00:09<00:00, 18.28it/s]
 95%|#########4| 149/157 [00:09<00:00, 18.48it/s]
 96%|#########6| 151/157 [00:09<00:00, 18.48it/s]
 97%|#########7| 153/157 [00:09<00:00, 18.43it/s]
 99%|#########8| 155/157 [00:09<00:00, 18.56it/s]
100%|##########| 157/157 [00:10<00:00,  6.32it/s]
100%|##########| 157/157 [00:10<00:00, 14.71it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 3/781 [00:00<00:37, 20.62it/s]
  1%|          | 6/781 [00:00<00:37, 20.46it/s]
  1%|1         | 9/781 [00:00<00:37, 20.57it/s]
  2%|1         | 12/781 [00:00<00:36, 20.79it/s]
  2%|1         | 15/781 [00:00<00:37, 20.68it/s]
  2%|2         | 18/781 [00:00<00:36, 20.90it/s]
  3%|2         | 21/781 [00:01<00:36, 20.92it/s]
  3%|3         | 24/781 [00:01<00:36, 20.84it/s]
  3%|3         | 27/781 [00:01<00:35, 21.01it/s]
  4%|3         | 30/781 [00:01<00:35, 21.00it/s]
  4%|4         | 33/781 [00:01<00:35, 20.99it/s]
  5%|4         | 36/781 [00:01<00:35, 21.07it/s]
  5%|4         | 39/781 [00:01<00:34, 21.20it/s]
  5%|5         | 42/781 [00:02<00:34, 21.26it/s]
  6%|5         | 45/781 [00:02<00:34, 21.34it/s]
  6%|6         | 48/781 [00:02<00:34, 21.38it/s]
  7%|6         | 51/781 [00:02<00:34, 21.36it/s]
  7%|6         | 54/781 [00:02<00:34, 21.23it/s]
  7%|7         | 57/781 [00:02<00:34, 21.06it/s]
  8%|7         | 60/781 [00:02<00:34, 21.16it/s]
  8%|8         | 63/781 [00:02<00:33, 21.24it/s]
  8%|8         | 66/781 [00:03<00:33, 21.32it/s]
  9%|8         | 69/781 [00:03<00:33, 21.33it/s]
  9%|9         | 72/781 [00:03<00:33, 21.32it/s]
 10%|9         | 75/781 [00:03<00:33, 21.35it/s]
 10%|9         | 78/781 [00:03<00:32, 21.38it/s]
 10%|#         | 81/781 [00:03<00:32, 21.30it/s]
 11%|#         | 84/781 [00:03<00:32, 21.37it/s]
 11%|#1        | 87/781 [00:04<00:32, 21.43it/s]
 12%|#1        | 90/781 [00:04<00:32, 21.38it/s]
 12%|#1        | 93/781 [00:04<00:32, 21.39it/s]
 12%|#2        | 96/781 [00:04<00:31, 21.43it/s]
 13%|#2        | 99/781 [00:04<00:31, 21.41it/s]
 13%|#3        | 102/781 [00:04<00:31, 21.41it/s]
 13%|#3        | 105/781 [00:04<00:31, 21.26it/s]
 14%|#3        | 108/781 [00:05<00:31, 21.21it/s]
 14%|#4        | 111/781 [00:05<00:31, 21.14it/s]
 15%|#4        | 114/781 [00:05<00:31, 21.25it/s]
 15%|#4        | 117/781 [00:05<00:31, 21.30it/s]
 15%|#5        | 120/781 [00:05<00:30, 21.34it/s]
 16%|#5        | 123/781 [00:05<00:30, 21.38it/s]
 16%|#6        | 126/781 [00:05<00:30, 21.39it/s]
 17%|#6        | 129/781 [00:06<00:30, 21.37it/s]
 17%|#6        | 132/781 [00:06<00:30, 21.40it/s]
 17%|#7        | 135/781 [00:06<00:30, 21.40it/s]
 18%|#7        | 138/781 [00:06<00:30, 21.43it/s]
 18%|#8        | 141/781 [00:06<00:29, 21.45it/s]
 18%|#8        | 144/781 [00:06<00:29, 21.42it/s]
 19%|#8        | 147/781 [00:06<00:29, 21.42it/s]
 19%|#9        | 150/781 [00:07<00:29, 21.42it/s]
 20%|#9        | 153/781 [00:07<00:29, 21.10it/s]
 20%|#9        | 156/781 [00:07<00:29, 21.18it/s]
 20%|##        | 159/781 [00:07<00:29, 21.22it/s]
 21%|##        | 162/781 [00:07<00:29, 21.25it/s]
 21%|##1       | 165/781 [00:07<00:29, 21.11it/s]
 22%|##1       | 168/781 [00:07<00:29, 21.01it/s]
 22%|##1       | 171/781 [00:08<00:29, 20.94it/s]
 22%|##2       | 174/781 [00:08<00:28, 20.99it/s]
 23%|##2       | 177/781 [00:08<00:28, 21.14it/s]
 23%|##3       | 180/781 [00:08<00:28, 21.25it/s]
 23%|##3       | 183/781 [00:08<00:28, 21.15it/s]
 24%|##3       | 186/781 [00:08<00:28, 21.18it/s]
 24%|##4       | 189/781 [00:08<00:27, 21.24it/s]
 25%|##4       | 192/781 [00:09<00:27, 21.30it/s]
 25%|##4       | 195/781 [00:09<00:27, 21.17it/s]
 25%|##5       | 198/781 [00:09<00:27, 21.04it/s]
 26%|##5       | 201/781 [00:09<00:27, 21.07it/s]
 26%|##6       | 204/781 [00:09<00:27, 21.18it/s]
 27%|##6       | 207/781 [00:09<00:26, 21.27it/s]
 27%|##6       | 210/781 [00:09<00:26, 21.28it/s]
 27%|##7       | 213/781 [00:10<00:26, 21.31it/s]
 28%|##7       | 216/781 [00:10<00:26, 21.11it/s]
 28%|##8       | 219/781 [00:10<00:26, 21.10it/s]
 28%|##8       | 222/781 [00:10<00:26, 20.94it/s]
 29%|##8       | 225/781 [00:10<00:26, 20.99it/s]
 29%|##9       | 228/781 [00:10<00:26, 21.10it/s]
 30%|##9       | 231/781 [00:10<00:26, 21.11it/s]
 30%|##9       | 234/781 [00:11<00:25, 21.18it/s]
 30%|###       | 237/781 [00:11<00:25, 21.22it/s]
 31%|###       | 240/781 [00:11<00:25, 21.10it/s]
 31%|###1      | 243/781 [00:11<00:25, 21.22it/s]
 31%|###1      | 246/781 [00:11<00:25, 21.27it/s]
 32%|###1      | 249/781 [00:11<00:24, 21.32it/s]
 32%|###2      | 252/781 [00:11<00:24, 21.35it/s]
 33%|###2      | 255/781 [00:12<00:24, 21.38it/s]
 33%|###3      | 258/781 [00:12<00:24, 21.33it/s]
 33%|###3      | 261/781 [00:12<00:31, 16.62it/s]
 34%|###3      | 264/781 [00:12<00:29, 17.58it/s]
 34%|###4      | 267/781 [00:12<00:27, 18.46it/s]
 35%|###4      | 270/781 [00:12<00:26, 19.19it/s]
 35%|###4      | 273/781 [00:13<00:25, 19.76it/s]
 35%|###5      | 276/781 [00:13<00:25, 20.10it/s]
 36%|###5      | 279/781 [00:13<00:24, 20.34it/s]
 36%|###6      | 282/781 [00:13<00:24, 20.56it/s]
 36%|###6      | 285/781 [00:13<00:23, 20.75it/s]
 37%|###6      | 288/781 [00:13<00:23, 20.88it/s]
 37%|###7      | 291/781 [00:13<00:23, 20.99it/s]
 38%|###7      | 294/781 [00:14<00:23, 21.08it/s]
 38%|###8      | 297/781 [00:14<00:22, 21.15it/s]
 38%|###8      | 300/781 [00:14<00:22, 21.19it/s]
 39%|###8      | 303/781 [00:14<00:22, 21.22it/s]
 39%|###9      | 306/781 [00:14<00:22, 21.27it/s]
 40%|###9      | 309/781 [00:14<00:22, 21.33it/s]
 40%|###9      | 312/781 [00:14<00:22, 21.28it/s]
 40%|####      | 315/781 [00:14<00:21, 21.30it/s]
 41%|####      | 318/781 [00:15<00:21, 21.36it/s]
 41%|####1     | 321/781 [00:15<00:21, 21.40it/s]
 41%|####1     | 324/781 [00:15<00:21, 21.40it/s]
 42%|####1     | 327/781 [00:15<00:21, 21.44it/s]
 42%|####2     | 330/781 [00:15<00:21, 21.42it/s]
 43%|####2     | 333/781 [00:15<00:20, 21.42it/s]
 43%|####3     | 336/781 [00:15<00:20, 21.46it/s]
 43%|####3     | 339/781 [00:16<00:20, 21.26it/s]
 44%|####3     | 342/781 [00:16<00:20, 21.29it/s]
 44%|####4     | 345/781 [00:16<00:20, 21.36it/s]
 45%|####4     | 348/781 [00:16<00:20, 21.29it/s]
 45%|####4     | 351/781 [00:16<00:20, 21.16it/s]
 45%|####5     | 354/781 [00:16<00:20, 21.04it/s]
 46%|####5     | 357/781 [00:16<00:20, 21.16it/s]
 46%|####6     | 360/781 [00:17<00:19, 21.22it/s]
 46%|####6     | 363/781 [00:17<00:19, 21.28it/s]
 47%|####6     | 366/781 [00:17<00:19, 21.30it/s]
 47%|####7     | 369/781 [00:17<00:19, 21.33it/s]
 48%|####7     | 372/781 [00:17<00:19, 21.34it/s]
 48%|####8     | 375/781 [00:17<00:18, 21.37it/s]
 48%|####8     | 378/781 [00:17<00:18, 21.40it/s]
 49%|####8     | 381/781 [00:18<00:18, 21.41it/s]
 49%|####9     | 384/781 [00:18<00:18, 21.43it/s]
 50%|####9     | 387/781 [00:18<00:18, 21.46it/s]
 50%|####9     | 390/781 [00:18<00:18, 21.48it/s]
 50%|#####     | 393/781 [00:18<00:18, 21.49it/s]
 51%|#####     | 396/781 [00:18<00:17, 21.50it/s]
 51%|#####1    | 399/781 [00:18<00:17, 21.51it/s]
 51%|#####1    | 402/781 [00:19<00:17, 21.51it/s]
 52%|#####1    | 405/781 [00:19<00:17, 21.52it/s]
 52%|#####2    | 408/781 [00:19<00:17, 21.49it/s]
 53%|#####2    | 411/781 [00:19<00:17, 21.50it/s]
 53%|#####3    | 414/781 [00:19<00:17, 21.12it/s]
 53%|#####3    | 417/781 [00:19<00:17, 20.96it/s]
 54%|#####3    | 420/781 [00:19<00:17, 20.90it/s]
 54%|#####4    | 423/781 [00:20<00:17, 21.05it/s]
 55%|#####4    | 426/781 [00:20<00:16, 21.04it/s]
 55%|#####4    | 429/781 [00:20<00:16, 21.11it/s]
 55%|#####5    | 432/781 [00:20<00:16, 21.05it/s]
 56%|#####5    | 435/781 [00:20<00:16, 21.10it/s]
 56%|#####6    | 438/781 [00:20<00:16, 21.00it/s]
 56%|#####6    | 441/781 [00:20<00:16, 21.00it/s]
 57%|#####6    | 444/781 [00:21<00:16, 21.06it/s]
 57%|#####7    | 447/781 [00:21<00:16, 20.75it/s]
 58%|#####7    | 450/781 [00:21<00:15, 20.73it/s]
 58%|#####8    | 453/781 [00:21<00:15, 20.61it/s]
 58%|#####8    | 456/781 [00:21<00:15, 20.51it/s]
 59%|#####8    | 459/781 [00:21<00:15, 20.31it/s]
 59%|#####9    | 462/781 [00:21<00:15, 19.95it/s]
 60%|#####9    | 465/781 [00:22<00:15, 20.15it/s]
 60%|#####9    | 468/781 [00:22<00:15, 20.41it/s]
 60%|######    | 471/781 [00:22<00:15, 20.59it/s]
 61%|######    | 474/781 [00:22<00:15, 20.15it/s]
 61%|######1   | 477/781 [00:22<00:15, 19.75it/s]
 61%|######1   | 479/781 [00:22<00:15, 19.54it/s]
 62%|######1   | 482/781 [00:22<00:14, 19.97it/s]
 62%|######1   | 484/781 [00:23<00:15, 19.56it/s]
 62%|######2   | 486/781 [00:23<00:15, 19.37it/s]
 62%|######2   | 488/781 [00:23<00:15, 19.21it/s]
 63%|######2   | 490/781 [00:23<00:15, 19.32it/s]
 63%|######3   | 493/781 [00:23<00:14, 19.77it/s]
 63%|######3   | 495/781 [00:23<00:14, 19.36it/s]
 64%|######3   | 497/781 [00:23<00:15, 18.91it/s]
 64%|######3   | 499/781 [00:23<00:14, 19.00it/s]
 64%|######4   | 501/781 [00:23<00:14, 18.95it/s]
 64%|######4   | 503/781 [00:24<00:14, 19.18it/s]
 65%|######4   | 505/781 [00:24<00:14, 18.80it/s]
 65%|######5   | 508/781 [00:24<00:14, 19.14it/s]
 65%|######5   | 511/781 [00:24<00:13, 19.63it/s]
 66%|######5   | 513/781 [00:24<00:13, 19.29it/s]
 66%|######5   | 515/781 [00:24<00:14, 18.89it/s]
 66%|######6   | 517/781 [00:24<00:14, 18.62it/s]
 66%|######6   | 519/781 [00:25<00:26,  9.79it/s]
 67%|######6   | 521/781 [00:25<00:22, 11.36it/s]
 67%|######7   | 524/781 [00:25<00:18, 13.74it/s]
 67%|######7   | 527/781 [00:25<00:16, 15.45it/s]
 68%|######7   | 529/781 [00:25<00:15, 16.16it/s]
 68%|######7   | 531/781 [00:25<00:15, 16.48it/s]
 68%|######8   | 533/781 [00:25<00:14, 17.23it/s]
 69%|######8   | 535/781 [00:26<00:13, 17.64it/s]
 69%|######8   | 538/781 [00:26<00:13, 18.32it/s]
 69%|######9   | 540/781 [00:26<00:13, 18.46it/s]
 69%|######9   | 542/781 [00:26<00:12, 18.67it/s]
 70%|######9   | 545/781 [00:26<00:12, 19.44it/s]
 70%|#######   | 548/781 [00:26<00:11, 19.67it/s]
 70%|#######   | 550/781 [00:26<00:11, 19.58it/s]
 71%|#######   | 553/781 [00:26<00:11, 19.91it/s]
 71%|#######1  | 555/781 [00:27<00:11, 19.77it/s]
 71%|#######1  | 558/781 [00:27<00:11, 19.93it/s]
 72%|#######1  | 560/781 [00:27<00:11, 19.41it/s]
 72%|#######1  | 562/781 [00:27<00:11, 19.38it/s]
 72%|#######2  | 564/781 [00:27<00:11, 19.33it/s]
 72%|#######2  | 566/781 [00:27<00:11, 18.92it/s]
 73%|#######2  | 569/781 [00:27<00:11, 19.22it/s]
 73%|#######3  | 571/781 [00:27<00:10, 19.25it/s]
 73%|#######3  | 573/781 [00:28<00:10, 19.04it/s]
 74%|#######3  | 576/781 [00:28<00:10, 19.37it/s]
 74%|#######4  | 578/781 [00:28<00:10, 19.22it/s]
 74%|#######4  | 580/781 [00:28<00:10, 18.98it/s]
 75%|#######4  | 582/781 [00:28<00:10, 18.68it/s]
 75%|#######4  | 584/781 [00:28<00:10, 18.71it/s]
 75%|#######5  | 587/781 [00:28<00:10, 19.26it/s]
 75%|#######5  | 589/781 [00:28<00:09, 19.26it/s]
 76%|#######5  | 591/781 [00:28<00:09, 19.19it/s]
 76%|#######6  | 594/781 [00:29<00:09, 19.70it/s]
 76%|#######6  | 596/781 [00:29<00:09, 19.61it/s]
 77%|#######6  | 598/781 [00:29<00:09, 18.99it/s]
 77%|#######6  | 600/781 [00:29<00:09, 18.69it/s]
 77%|#######7  | 602/781 [00:29<00:09, 18.43it/s]
 77%|#######7  | 605/781 [00:29<00:09, 19.16it/s]
 78%|#######7  | 608/781 [00:29<00:08, 19.45it/s]
 78%|#######8  | 610/781 [00:29<00:08, 19.18it/s]
 78%|#######8  | 613/781 [00:30<00:08, 19.57it/s]
 79%|#######8  | 615/781 [00:30<00:08, 19.62it/s]
 79%|#######9  | 617/781 [00:30<00:08, 19.41it/s]
 79%|#######9  | 619/781 [00:30<00:08, 19.38it/s]
 80%|#######9  | 622/781 [00:30<00:08, 19.50it/s]
 80%|#######9  | 624/781 [00:30<00:08, 19.32it/s]
 80%|########  | 626/781 [00:30<00:08, 19.22it/s]
 81%|########  | 629/781 [00:30<00:07, 19.67it/s]
 81%|########  | 632/781 [00:31<00:07, 19.79it/s]
 81%|########1 | 634/781 [00:31<00:07, 19.57it/s]
 82%|########1 | 637/781 [00:31<00:07, 19.60it/s]
 82%|########1 | 640/781 [00:31<00:07, 19.83it/s]
 82%|########2 | 642/781 [00:31<00:07, 19.65it/s]
 83%|########2 | 645/781 [00:31<00:06, 19.98it/s]
 83%|########2 | 648/781 [00:31<00:06, 20.09it/s]
 83%|########3 | 651/781 [00:32<00:06, 19.92it/s]
 84%|########3 | 654/781 [00:32<00:06, 19.81it/s]
 84%|########3 | 656/781 [00:32<00:06, 19.79it/s]
 84%|########4 | 658/781 [00:32<00:06, 19.64it/s]
 85%|########4 | 660/781 [00:32<00:06, 19.33it/s]
 85%|########4 | 662/781 [00:32<00:06, 19.17it/s]
 85%|########5 | 664/781 [00:32<00:06, 19.08it/s]
 85%|########5 | 667/781 [00:32<00:05, 19.71it/s]
 86%|########5 | 669/781 [00:32<00:05, 19.58it/s]
 86%|########6 | 672/781 [00:33<00:05, 20.06it/s]
 86%|########6 | 674/781 [00:33<00:05, 20.01it/s]
 87%|########6 | 676/781 [00:33<00:05, 19.41it/s]
 87%|########6 | 678/781 [00:33<00:05, 18.98it/s]
 87%|########7 | 680/781 [00:33<00:05, 18.79it/s]
 87%|########7 | 682/781 [00:33<00:05, 18.85it/s]
 88%|########7 | 685/781 [00:33<00:04, 19.56it/s]
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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.21s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.53s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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  with torch.cuda.amp.autocast(enabled=False):

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  with torch.cuda.amp.autocast(enabled=False):

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 20%|##        | 32/157 [00:01<00:07, 16.47it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.62it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.71it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.67it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.61it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.57it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.69it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.68it/s]
 31%|###       | 48/157 [00:02<00:06, 16.66it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.52it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.55it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.51it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.56it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.54it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.66it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.54it/s]
 41%|####      | 64/157 [00:03<00:05, 16.57it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.59it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.60it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.61it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.57it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.56it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.51it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.47it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.47it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.49it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.48it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.48it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.63it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.54it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.23it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.33it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.41it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.58it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.58it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.48it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.55it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.70it/s]
 69%|######8   | 108/157 [00:06<00:03, 14.70it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.25it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.62it/s]
 73%|#######2  | 114/157 [00:06<00:02, 15.86it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.17it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.31it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.30it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.52it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.43it/s]
 80%|########  | 126/157 [00:07<00:01, 16.41it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.43it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.60it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.43it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.47it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.49it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.50it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.64it/s]
 90%|######### | 142/157 [00:08<00:00, 16.50it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.51it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.48it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.52it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.55it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.71it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.58it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.59it/s]
100%|##########| 157/157 [00:09<00:00, 16.51it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.29it/s]
  1%|          | 4/781 [00:00<00:41, 18.51it/s]
  1%|          | 6/781 [00:00<00:42, 18.29it/s]
  1%|1         | 8/781 [00:00<00:42, 18.40it/s]
  1%|1         | 10/781 [00:00<00:41, 18.78it/s]
  2%|1         | 12/781 [00:00<00:41, 18.67it/s]
  2%|1         | 14/781 [00:00<00:40, 18.79it/s]
  2%|2         | 16/781 [00:00<00:40, 18.85it/s]
  2%|2         | 18/781 [00:00<00:40, 18.89it/s]
  3%|2         | 20/781 [00:01<00:40, 18.91it/s]
  3%|2         | 22/781 [00:01<00:40, 18.95it/s]
  3%|3         | 24/781 [00:01<00:39, 19.14it/s]
  3%|3         | 26/781 [00:01<00:39, 19.10it/s]
  4%|3         | 28/781 [00:01<00:39, 18.93it/s]
  4%|3         | 30/781 [00:01<00:39, 19.11it/s]
  4%|4         | 32/781 [00:01<00:39, 18.92it/s]
  4%|4         | 34/781 [00:01<00:39, 18.89it/s]
  5%|4         | 36/781 [00:01<00:39, 18.65it/s]
  5%|4         | 38/781 [00:02<00:39, 18.61it/s]
  5%|5         | 40/781 [00:02<00:40, 18.51it/s]
  5%|5         | 42/781 [00:02<00:39, 18.51it/s]
  6%|5         | 44/781 [00:02<00:39, 18.51it/s]
  6%|5         | 46/781 [00:02<00:40, 18.29it/s]
  6%|6         | 48/781 [00:02<00:39, 18.34it/s]
  6%|6         | 50/781 [00:02<00:39, 18.38it/s]
  7%|6         | 52/781 [00:02<00:39, 18.67it/s]
  7%|6         | 54/781 [00:02<00:39, 18.63it/s]
  7%|7         | 56/781 [00:02<00:38, 18.90it/s]
  7%|7         | 58/781 [00:03<00:38, 18.92it/s]
  8%|7         | 60/781 [00:03<00:38, 18.63it/s]
  8%|7         | 62/781 [00:03<00:38, 18.71it/s]
  8%|8         | 64/781 [00:03<00:38, 18.79it/s]
  8%|8         | 66/781 [00:03<00:37, 18.83it/s]
  9%|8         | 68/781 [00:03<00:37, 18.88it/s]
  9%|8         | 70/781 [00:03<00:37, 18.92it/s]
  9%|9         | 72/781 [00:03<00:37, 18.97it/s]
  9%|9         | 74/781 [00:03<00:36, 19.18it/s]
 10%|9         | 76/781 [00:04<00:37, 18.97it/s]
 10%|9         | 78/781 [00:04<00:37, 18.99it/s]
 10%|#         | 80/781 [00:04<00:36, 19.19it/s]
 10%|#         | 82/781 [00:04<00:36, 19.00it/s]
 11%|#         | 84/781 [00:04<00:36, 19.15it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.15it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.94it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.10it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.87it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.76it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.67it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.75it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.54it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.52it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.53it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.51it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.65it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.61it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.56it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.43it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.42it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.59it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.43it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.45it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.60it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.61it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.48it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.67it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.77it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.87it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.77it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.84it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.90it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.09it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.85it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.93it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.99it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.07it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.11it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.12it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.12it/s]
 20%|##        | 158/781 [00:08<00:32, 19.29it/s]
 20%|##        | 160/781 [00:08<00:32, 19.08it/s]
 21%|##        | 162/781 [00:08<00:32, 19.12it/s]
 21%|##        | 164/781 [00:08<00:32, 19.13it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.11it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.03it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.91it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.84it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.75it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.87it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.64it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.71it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.66it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.68it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.69it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.44it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.56it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.72it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.69it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.66it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.77it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.55it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.69it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.52it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.53it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.74it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.69it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.49it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.33it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.38it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.48it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.19it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.31it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.43it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.45it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.33it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.39it/s]
 30%|###       | 236/781 [00:12<00:29, 18.33it/s]
 30%|###       | 238/781 [00:12<00:29, 18.54it/s]
 31%|###       | 240/781 [00:12<00:29, 18.55it/s]
 31%|###       | 242/781 [00:12<00:28, 18.85it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.68it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.78it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.89it/s]
 32%|###2      | 250/781 [00:13<00:27, 18.99it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.06it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.08it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.14it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.19it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.19it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.30it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.09it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.18it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.34it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.08it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.08it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.02it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.87it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.77it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.68it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.62it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.74it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.56it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.58it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.53it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.71it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.52it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.53it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.69it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.69it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.68it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.48it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.49it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.54it/s]
 40%|####      | 314/781 [00:16<00:25, 18.68it/s]
 40%|####      | 316/781 [00:16<00:24, 18.73it/s]
 41%|####      | 318/781 [00:16<00:24, 18.66it/s]
 41%|####      | 320/781 [00:17<00:24, 18.65it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.81it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.77it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.54it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.52it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.54it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.54it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.59it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.60it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.63it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.65it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.85it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.78it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.56it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.57it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.79it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.58it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.60it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.61it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.75it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.55it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.56it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.57it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.61it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.60it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.60it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.63it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.84it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.63it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.61it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.60it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.58it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.74it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.54it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.62it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.58it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.61it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.64it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.69it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.65it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.65it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.53it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.57it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.58it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.67it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.66it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.76it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.60it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.76it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.86it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.95it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.93it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.00it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.89it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.74it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.82it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.02it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.00it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.87it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.79it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.72it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.67it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.61it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.63it/s]
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/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.14s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

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100%|##########| 1/1 [00:03<00:00,  3.04s/it]
100%|##########| 1/1 [00:03<00:00,  3.04s/it]

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100%|##########| 157/157 [00:09<00:00, 17.12it/s]

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 26%|##6       | 204/781 [00:10<00:29, 19.25it/s]
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 92%|#########1| 144/157 [00:09<00:00, 15.62it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.62it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.62it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.61it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.59it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.60it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.61it/s]
100%|##########| 157/157 [00:09<00:00, 15.87it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:52, 14.88it/s]
  1%|          | 4/781 [00:00<00:49, 15.62it/s]
  1%|          | 6/781 [00:00<00:47, 16.32it/s]
  1%|1         | 8/781 [00:00<00:46, 16.74it/s]
  1%|1         | 10/781 [00:00<00:45, 16.92it/s]
  2%|1         | 12/781 [00:00<00:45, 17.05it/s]
  2%|1         | 14/781 [00:00<00:45, 16.99it/s]
  2%|2         | 16/781 [00:00<00:44, 17.14it/s]
  2%|2         | 18/781 [00:01<00:44, 17.22it/s]
  3%|2         | 20/781 [00:01<00:45, 16.91it/s]
  3%|2         | 22/781 [00:01<00:44, 17.00it/s]
  3%|3         | 24/781 [00:01<00:44, 17.06it/s]
  3%|3         | 26/781 [00:01<00:44, 17.02it/s]
  4%|3         | 28/781 [00:01<00:44, 17.06it/s]
  4%|3         | 30/781 [00:01<00:43, 17.07it/s]
  4%|4         | 32/781 [00:01<00:44, 16.96it/s]
  4%|4         | 34/781 [00:02<00:43, 17.01it/s]
  5%|4         | 36/781 [00:02<00:43, 17.08it/s]
  5%|4         | 38/781 [00:02<00:43, 17.09it/s]
  5%|5         | 40/781 [00:02<00:43, 16.96it/s]
  5%|5         | 42/781 [00:02<00:42, 17.19it/s]
  6%|5         | 44/781 [00:02<00:42, 17.37it/s]
  6%|5         | 46/781 [00:02<00:42, 17.50it/s]
  6%|6         | 48/781 [00:02<00:40, 17.96it/s]
  6%|6         | 50/781 [00:02<00:40, 17.90it/s]
  7%|6         | 52/781 [00:03<00:40, 17.88it/s]
  7%|6         | 54/781 [00:03<00:40, 17.85it/s]
  7%|7         | 56/781 [00:03<00:40, 18.11it/s]
  7%|7         | 58/781 [00:03<00:39, 18.53it/s]
  8%|7         | 60/781 [00:03<00:38, 18.58it/s]
  8%|7         | 62/781 [00:03<00:38, 18.47it/s]
  8%|8         | 65/781 [00:03<00:37, 19.19it/s]
  9%|8         | 67/781 [00:03<00:37, 18.90it/s]
  9%|8         | 69/781 [00:03<00:38, 18.43it/s]
  9%|9         | 71/781 [00:04<00:38, 18.33it/s]
  9%|9         | 74/781 [00:04<00:37, 18.74it/s]
 10%|9         | 76/781 [00:04<00:38, 18.30it/s]
 10%|9         | 78/781 [00:04<00:37, 18.64it/s]
 10%|#         | 80/781 [00:04<00:38, 18.34it/s]
 10%|#         | 82/781 [00:04<00:37, 18.40it/s]
 11%|#         | 84/781 [00:04<00:38, 18.06it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.82it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.05it/s]
 12%|#1        | 90/781 [00:05<00:37, 18.27it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.41it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.09it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.89it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.72it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.59it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.86it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.06it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.88it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.95it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.24it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.00it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.80it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.64it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.59it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.47it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.43it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.07it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.95it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.03it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.99it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.79it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.66it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.54it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.85it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.95it/s]
 18%|#8        | 142/781 [00:08<00:35, 17.88it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.73it/s]
 19%|#8        | 146/781 [00:08<00:36, 17.57it/s]
 19%|#8        | 148/781 [00:08<00:36, 17.51it/s]
 19%|#9        | 150/781 [00:08<00:36, 17.46it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.65it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.65it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.55it/s]
 20%|##        | 158/781 [00:08<00:35, 17.74it/s]
 20%|##        | 160/781 [00:09<00:34, 17.76it/s]
 21%|##        | 162/781 [00:09<00:35, 17.63it/s]
 21%|##        | 164/781 [00:09<00:35, 17.55it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.76it/s]
 22%|##1       | 169/781 [00:09<00:33, 18.35it/s]
 22%|##1       | 171/781 [00:09<00:33, 18.28it/s]
 22%|##2       | 173/781 [00:09<00:32, 18.49it/s]
 22%|##2       | 175/781 [00:09<00:32, 18.56it/s]
 23%|##2       | 177/781 [00:09<00:33, 18.19it/s]
 23%|##2       | 179/781 [00:10<00:33, 18.19it/s]
 23%|##3       | 181/781 [00:10<00:33, 18.05it/s]
 23%|##3       | 183/781 [00:10<00:33, 17.80it/s]
 24%|##3       | 185/781 [00:10<00:32, 18.30it/s]
 24%|##3       | 187/781 [00:10<00:31, 18.59it/s]
 24%|##4       | 189/781 [00:10<00:31, 18.64it/s]
 24%|##4       | 191/781 [00:10<00:32, 18.19it/s]
 25%|##4       | 193/781 [00:10<00:32, 18.15it/s]
 25%|##4       | 195/781 [00:10<00:32, 17.87it/s]
 25%|##5       | 197/781 [00:11<00:32, 17.96it/s]
 25%|##5       | 199/781 [00:11<00:31, 18.36it/s]
 26%|##5       | 201/781 [00:11<00:31, 18.15it/s]
 26%|##5       | 203/781 [00:11<00:31, 18.54it/s]
 26%|##6       | 205/781 [00:11<00:30, 18.95it/s]
 27%|##6       | 207/781 [00:11<00:30, 19.09it/s]
 27%|##6       | 209/781 [00:11<00:30, 19.05it/s]
 27%|##7       | 211/781 [00:11<00:30, 18.87it/s]
 27%|##7       | 213/781 [00:11<00:30, 18.44it/s]
 28%|##7       | 216/781 [00:12<00:29, 18.86it/s]
 28%|##8       | 219/781 [00:12<00:29, 19.35it/s]
 28%|##8       | 221/781 [00:12<00:28, 19.38it/s]
 29%|##8       | 223/781 [00:12<00:28, 19.36it/s]
 29%|##8       | 226/781 [00:12<00:27, 19.84it/s]
 29%|##9       | 229/781 [00:12<00:27, 20.16it/s]
 30%|##9       | 232/781 [00:12<00:27, 20.09it/s]
 30%|###       | 235/781 [00:13<00:27, 19.83it/s]
 30%|###       | 238/781 [00:13<00:26, 20.12it/s]
 31%|###       | 241/781 [00:13<00:26, 20.26it/s]
 31%|###1      | 244/781 [00:13<00:26, 20.27it/s]
 32%|###1      | 247/781 [00:13<00:26, 20.05it/s]
 32%|###2      | 250/781 [00:13<00:26, 20.03it/s]
 32%|###2      | 253/781 [00:13<00:26, 20.10it/s]
 33%|###2      | 256/781 [00:14<00:26, 20.11it/s]
 33%|###3      | 259/781 [00:14<00:26, 19.81it/s]
 33%|###3      | 261/781 [00:14<00:26, 19.53it/s]
 34%|###3      | 263/781 [00:14<00:26, 19.40it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.50it/s]
 34%|###4      | 268/781 [00:14<00:25, 19.77it/s]
 35%|###4      | 271/781 [00:14<00:25, 19.93it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.98it/s]
 35%|###5      | 276/781 [00:15<00:25, 19.50it/s]
 36%|###5      | 278/781 [00:15<00:26, 19.29it/s]
 36%|###5      | 281/781 [00:15<00:25, 19.54it/s]
 36%|###6      | 283/781 [00:15<00:26, 19.07it/s]
 36%|###6      | 285/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 287/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 289/781 [00:15<00:26, 18.57it/s]
 37%|###7      | 291/781 [00:15<00:26, 18.34it/s]
 38%|###7      | 294/781 [00:16<00:25, 19.10it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.11it/s]
 38%|###8      | 298/781 [00:16<00:25, 19.23it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.67it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.95it/s]
 39%|###9      | 305/781 [00:16<00:24, 19.09it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.94it/s]
 40%|###9      | 309/781 [00:16<00:25, 18.80it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.64it/s]
 40%|####      | 313/781 [00:17<00:25, 18.36it/s]
 40%|####      | 315/781 [00:17<00:25, 18.29it/s]
 41%|####      | 317/781 [00:17<00:25, 18.08it/s]
 41%|####      | 319/781 [00:17<00:25, 18.12it/s]
 41%|####1     | 321/781 [00:17<00:25, 17.97it/s]
 41%|####1     | 323/781 [00:17<00:25, 18.02it/s]
 42%|####1     | 325/781 [00:17<00:25, 17.93it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.37it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.73it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.69it/s]
 43%|####2     | 334/781 [00:18<00:23, 18.65it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.52it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.52it/s]
 44%|####3     | 341/781 [00:18<00:22, 19.27it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.22it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.30it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.81it/s]
 45%|####4     | 350/781 [00:19<00:22, 19.38it/s]
 45%|####5     | 352/781 [00:19<00:22, 19.44it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.23it/s]
 46%|####5     | 357/781 [00:19<00:21, 19.74it/s]
 46%|####6     | 360/781 [00:19<00:20, 20.08it/s]
 46%|####6     | 362/781 [00:19<00:20, 19.96it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.35it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.14it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.25it/s]
 47%|####7     | 370/781 [00:20<00:21, 19.22it/s]
 48%|####7     | 372/781 [00:20<00:21, 19.06it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.78it/s]
 48%|####8     | 377/781 [00:20<00:20, 19.34it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.54it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.96it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.50it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.52it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.37it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.53it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.50it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.19it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.37it/s]
 51%|#####     | 398/781 [00:21<00:21, 18.12it/s]
 51%|#####1    | 400/781 [00:21<00:21, 18.11it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.22it/s]
 52%|#####1    | 404/781 [00:21<00:21, 17.81it/s]
 52%|#####1    | 406/781 [00:22<00:21, 17.66it/s]
 52%|#####2    | 408/781 [00:22<00:20, 17.80it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.25it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.32it/s]
 53%|#####3    | 415/781 [00:22<00:19, 19.01it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.43it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.31it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.98it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.58it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.64it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.22it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.94it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.14it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.91it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.71it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.23it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.48it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.39it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.18it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.30it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.63it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.58it/s]
 58%|#####8    | 453/781 [00:24<00:17, 18.89it/s]
 58%|#####8    | 455/781 [00:24<00:17, 18.73it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.21it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.04it/s]
 59%|#####9    | 463/781 [00:25<00:16, 19.42it/s]
 60%|#####9    | 465/781 [00:25<00:16, 19.29it/s]
 60%|#####9    | 467/781 [00:25<00:16, 19.09it/s]
 60%|######    | 469/781 [00:25<00:16, 18.83it/s]
 60%|######    | 471/781 [00:25<00:16, 18.47it/s]
 61%|######    | 473/781 [00:25<00:16, 18.79it/s]
 61%|######    | 475/781 [00:25<00:16, 18.84it/s]
 61%|######1   | 477/781 [00:25<00:16, 18.37it/s]
 61%|######1   | 479/781 [00:25<00:16, 18.56it/s]
 62%|######1   | 482/781 [00:26<00:15, 19.29it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.95it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.59it/s]
 62%|######2   | 488/781 [00:26<00:16, 18.26it/s]
 63%|######2   | 490/781 [00:26<00:16, 18.07it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.26it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.14it/s]
 64%|######3   | 497/781 [00:26<00:15, 18.88it/s]
 64%|######3   | 499/781 [00:27<00:15, 18.55it/s]
 64%|######4   | 501/781 [00:27<00:15, 18.61it/s]
 64%|######4   | 503/781 [00:27<00:14, 18.89it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.44it/s]
 65%|######5   | 508/781 [00:27<00:14, 19.09it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.96it/s]
 66%|######5   | 513/781 [00:27<00:14, 19.14it/s]
 66%|######5   | 515/781 [00:27<00:14, 18.98it/s]
 66%|######6   | 517/781 [00:27<00:14, 18.76it/s]
 66%|######6   | 519/781 [00:28<00:13, 18.84it/s]
 67%|######6   | 521/781 [00:28<00:13, 18.77it/s]
 67%|######6   | 523/781 [00:28<00:13, 18.72it/s]
 67%|######7   | 525/781 [00:28<00:14, 17.96it/s]
 67%|######7   | 527/781 [00:28<00:13, 18.42it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.12it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.99it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.87it/s]
 69%|######8   | 537/781 [00:29<00:12, 19.04it/s]
 69%|######9   | 539/781 [00:29<00:12, 18.81it/s]
 69%|######9   | 541/781 [00:29<00:12, 18.47it/s]
 70%|######9   | 543/781 [00:29<00:12, 18.79it/s]
 70%|######9   | 545/781 [00:29<00:12, 18.92it/s]
 70%|#######   | 547/781 [00:29<00:12, 18.42it/s]
 70%|#######   | 549/781 [00:29<00:12, 18.05it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.06it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.54it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.19it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.33it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.69it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.79it/s]
 72%|#######2  | 564/781 [00:30<00:11, 19.05it/s]
 73%|#######2  | 567/781 [00:30<00:11, 19.21it/s]
 73%|#######2  | 569/781 [00:30<00:11, 18.75it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.78it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.03it/s]
 74%|#######3  | 575/781 [00:31<00:10, 18.96it/s]
 74%|#######3  | 577/781 [00:31<00:10, 19.14it/s]
 74%|#######4  | 579/781 [00:31<00:10, 19.38it/s]
 74%|#######4  | 581/781 [00:31<00:10, 19.23it/s]
 75%|#######4  | 583/781 [00:31<00:10, 19.30it/s]
 75%|#######4  | 585/781 [00:31<00:10, 19.15it/s]
 75%|#######5  | 587/781 [00:31<00:10, 19.23it/s]
 75%|#######5  | 589/781 [00:31<00:10, 18.92it/s]
 76%|#######5  | 591/781 [00:31<00:10, 18.67it/s]
 76%|#######5  | 593/781 [00:32<00:10, 18.62it/s]
 76%|#######6  | 595/781 [00:32<00:10, 18.48it/s]
 76%|#######6  | 597/781 [00:32<00:09, 18.49it/s]
 77%|#######6  | 599/781 [00:32<00:09, 18.87it/s]
 77%|#######6  | 601/781 [00:32<00:09, 18.72it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.99it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.10it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.03it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.46it/s]
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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:04<00:00,  4.28s/it]
100%|##########| 1/1 [00:04<00:00,  4.28s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.24it/s]
  3%|2         | 4/157 [00:00<00:09, 15.38it/s]
  4%|3         | 6/157 [00:00<00:09, 15.99it/s]
  5%|5         | 8/157 [00:00<00:09, 16.53it/s]
  6%|6         | 10/157 [00:00<00:08, 16.68it/s]
  8%|7         | 12/157 [00:00<00:08, 16.66it/s]
  9%|8         | 14/157 [00:00<00:08, 16.79it/s]
 10%|#         | 16/157 [00:00<00:08, 16.81it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.83it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.59it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.77it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.81it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.65it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.70it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.91it/s]
 20%|##        | 32/157 [00:01<00:07, 16.70it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.80it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.83it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.86it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.96it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.05it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.95it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.86it/s]
 31%|###       | 48/157 [00:02<00:06, 16.83it/s]
 32%|###1      | 50/157 [00:02<00:06, 16.80it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.79it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.85it/s]
 36%|###5      | 56/157 [00:03<00:05, 16.94it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.01it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.04it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.08it/s]
 41%|####      | 64/157 [00:03<00:05, 17.08it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.17it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.97it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.03it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.06it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.07it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.01it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.02it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.94it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.87it/s]
 54%|#####3    | 84/157 [00:04<00:04, 16.86it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.90it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.74it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.76it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.80it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.91it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.12it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.04it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.05it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.14it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.17it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.20it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.15it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.12it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.25it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.12it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.25it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.09it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.11it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.09it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.10it/s]
 80%|########  | 126/157 [00:07<00:01, 17.12it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.16it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.15it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.30it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.18it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.15it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.17it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.30it/s]
 90%|######### | 142/157 [00:08<00:00, 16.87it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.74it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.84it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.93it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.98it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.00it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.01it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.05it/s]
100%|##########| 157/157 [00:09<00:00, 16.99it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.03it/s]
  1%|          | 4/781 [00:00<00:40, 19.07it/s]
  1%|          | 6/781 [00:00<00:40, 19.28it/s]
  1%|1         | 8/781 [00:00<00:40, 19.04it/s]
  1%|1         | 10/781 [00:00<00:40, 19.13it/s]
  2%|1         | 12/781 [00:00<00:40, 19.18it/s]
  2%|1         | 14/781 [00:00<00:39, 19.22it/s]
  2%|2         | 16/781 [00:00<00:39, 19.24it/s]
  2%|2         | 18/781 [00:00<00:39, 19.26it/s]
  3%|2         | 20/781 [00:01<00:39, 19.28it/s]
  3%|2         | 22/781 [00:01<00:39, 19.46it/s]
  3%|3         | 24/781 [00:01<00:39, 19.16it/s]
  3%|3         | 26/781 [00:01<00:39, 19.16it/s]
  4%|3         | 28/781 [00:01<00:39, 18.91it/s]
  4%|3         | 30/781 [00:01<00:39, 18.94it/s]
  4%|4         | 32/781 [00:01<00:39, 18.86it/s]
  4%|4         | 34/781 [00:01<00:40, 18.54it/s]
  5%|4         | 36/781 [00:01<00:39, 18.84it/s]
  5%|4         | 38/781 [00:01<00:39, 18.90it/s]
  5%|5         | 40/781 [00:02<00:39, 18.61it/s]
  5%|5         | 42/781 [00:02<00:39, 18.57it/s]
  6%|5         | 44/781 [00:02<00:39, 18.50it/s]
  6%|5         | 46/781 [00:02<00:39, 18.47it/s]
  6%|6         | 48/781 [00:02<00:39, 18.41it/s]
  6%|6         | 50/781 [00:02<00:38, 18.76it/s]
  7%|6         | 52/781 [00:02<00:38, 18.90it/s]
  7%|6         | 54/781 [00:02<00:38, 18.80it/s]
  7%|7         | 56/781 [00:02<00:38, 18.78it/s]
  7%|7         | 58/781 [00:03<00:38, 18.90it/s]
  8%|7         | 60/781 [00:03<00:38, 18.81it/s]
  8%|7         | 62/781 [00:03<00:38, 18.91it/s]
  8%|8         | 64/781 [00:03<00:37, 18.95it/s]
  8%|8         | 66/781 [00:03<00:37, 19.04it/s]
  9%|8         | 68/781 [00:03<00:37, 19.04it/s]
  9%|8         | 70/781 [00:03<00:37, 19.11it/s]
  9%|9         | 72/781 [00:03<00:37, 19.01it/s]
  9%|9         | 74/781 [00:03<00:37, 19.03it/s]
 10%|9         | 76/781 [00:04<00:36, 19.22it/s]
 10%|9         | 78/781 [00:04<00:36, 19.22it/s]
 10%|#         | 80/781 [00:04<00:36, 19.15it/s]
 10%|#         | 82/781 [00:04<00:36, 19.02it/s]
 11%|#         | 84/781 [00:04<00:36, 19.15it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.06it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.06it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.09it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.22it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.19it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.87it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.92it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.75it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.91it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.67it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.70it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.83it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.71it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.00it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.92it/s]
 15%|#4        | 116/781 [00:06<00:35, 19.00it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.19it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.20it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.03it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.24it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.27it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.33it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.14it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.14it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.15it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.12it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.97it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.86it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.66it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.85it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.64it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.79it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.75it/s]
 19%|#9        | 152/781 [00:08<00:33, 19.03it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.92it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.14it/s]
 20%|##        | 158/781 [00:08<00:32, 19.17it/s]
 20%|##        | 160/781 [00:08<00:32, 19.02it/s]
 21%|##        | 162/781 [00:08<00:32, 19.05it/s]
 21%|##        | 164/781 [00:08<00:32, 19.10it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.12it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.12it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.29it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.12it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.14it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.30it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.15it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.17it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.18it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.18it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.17it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.18it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.17it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.14it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.27it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.09it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.10it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.28it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.10it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.10it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.12it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.14it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.17it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.30it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.10it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.96it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.02it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.91it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.06it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.04it/s]
 29%|##9       | 228/781 [00:11<00:29, 18.74it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.54it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.79it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.73it/s]
 30%|###       | 236/781 [00:12<00:29, 18.51it/s]
 30%|###       | 238/781 [00:12<00:29, 18.68it/s]
 31%|###       | 240/781 [00:12<00:28, 18.68it/s]
 31%|###       | 242/781 [00:12<00:28, 18.83it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.75it/s]
 31%|###1      | 246/781 [00:12<00:28, 19.01it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.94it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.02it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.24it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.14it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.97it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.88it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.75it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.01it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.92it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.02it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.91it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.89it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.93it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.05it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.86it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.89it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.82it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.81it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.91it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.02it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.90it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.10it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.59it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.83it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.88it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.98it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.84it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.05it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.90it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.01it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.77it/s]
 40%|####      | 316/781 [00:16<00:24, 18.82it/s]
 41%|####      | 318/781 [00:16<00:24, 18.89it/s]
 41%|####      | 320/781 [00:16<00:24, 18.88it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.81it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.77it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.60it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.79it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.76it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.89it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.97it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.07it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.14it/s]
 44%|####4     | 344/781 [00:18<00:23, 19.00it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.23it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.97it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.88it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.95it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.87it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.76it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.77it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.76it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.75it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.01it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.75it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.71it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.81it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.64it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.80it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.06it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.92it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.85it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.00it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.15it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.29it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.38it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.50it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.32it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.40it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.84it/s]
100%|##########| 781/781 [00:41<00:00, 18.82it/s]




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Validation Progress:  45%|####5     | 20/44 [00:21<00:26,  1.11s/it]
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Validation Progress:  48%|####7     | 21/44 [00:22<00:25,  1.11s/it]
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Validation Progress:  50%|#####     | 22/44 [00:24<00:24,  1.13s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.16s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:22,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
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Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.20s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
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Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

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100%|##########| 1/1 [00:04<00:00,  4.74s/it]

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100%|##########| 157/157 [00:09<00:00, 16.69it/s]

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 22%|##1       | 170/781 [00:09<00:32, 18.73it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.56it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.44it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.33it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.57it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.77it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.88it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.81it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.74it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.88it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.64it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.68it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.74it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.78it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.89it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.92it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.80it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.97it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.88it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.10it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.09it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.10it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.08it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.09it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.11it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.08it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.12it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.95it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.90it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.07it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.00it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.94it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.98it/s]
 30%|###       | 236/781 [00:12<00:28, 19.07it/s]
 30%|###       | 238/781 [00:12<00:28, 18.98it/s]
 31%|###       | 240/781 [00:12<00:28, 19.05it/s]
 31%|###       | 242/781 [00:12<00:27, 19.25it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.24it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.24it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.20it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.23it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.19it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.89it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.97it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.90it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.98it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.03it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.99it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.95it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.89it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.80it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.82it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.92it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.87it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.10it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.13it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.11it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.90it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.66it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.70it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.06it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.94it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.02it/s]
 39%|###8      | 302/781 [00:16<00:25, 19.08it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.98it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.83it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.91it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.82it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.78it/s]
 40%|####      | 314/781 [00:16<00:24, 18.73it/s]
 40%|####      | 316/781 [00:16<00:24, 19.01it/s]
 41%|####      | 318/781 [00:16<00:24, 18.91it/s]
 41%|####      | 320/781 [00:16<00:24, 18.99it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.17it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.14it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.53it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.69it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.60it/s]
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 43%|####2     | 334/781 [00:17<00:23, 18.90it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.80it/s]
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 44%|####3     | 340/781 [00:18<00:23, 19.07it/s]
 44%|####3     | 342/781 [00:18<00:23, 19.06it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.95it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.12it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.10it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.91it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.08it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.07it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.92it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.79it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.87it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.69it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.81it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.88it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.94it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.86it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.91it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.74it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.69it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.50it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.62it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.62it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.65it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.65it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.50it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.64it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.62it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.64it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.62it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.71it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.86it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.75it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.91it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.03it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.08it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.12it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.10it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.92it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.83it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.63it/s]
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 55%|#####4    | 426/781 [00:22<00:19, 18.46it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.47it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.54it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.65it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.44it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.58it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.57it/s]
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 57%|#####6    | 444/781 [00:23<00:17, 18.76it/s]
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 58%|#####7    | 452/781 [00:24<00:17, 18.79it/s]
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 59%|#####9    | 462/781 [00:24<00:16, 19.00it/s]
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 60%|#####9    | 466/781 [00:24<00:16, 18.91it/s]
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 60%|######    | 470/781 [00:24<00:16, 18.88it/s]
 60%|######    | 472/781 [00:25<00:16, 19.10it/s]
 61%|######    | 474/781 [00:25<00:16, 18.95it/s]
 61%|######    | 476/781 [00:25<00:15, 19.09it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.07it/s]
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 62%|######2   | 486/781 [00:25<00:15, 18.97it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.16it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.15it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.13it/s]
 63%|######3   | 494/781 [00:26<00:15, 19.11it/s]
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 64%|######3   | 498/781 [00:26<00:14, 18.97it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.17it/s]
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 65%|######4   | 506/781 [00:26<00:14, 19.17it/s]
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 67%|######7   | 524/781 [00:27<00:13, 19.11it/s]
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 68%|######7   | 528/781 [00:28<00:13, 19.29it/s]
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 68%|######8   | 532/781 [00:28<00:12, 19.21it/s]
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 69%|######8   | 536/781 [00:28<00:12, 19.14it/s]
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 69%|######9   | 540/781 [00:28<00:12, 18.93it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.96it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.99it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.69it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.70it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.56it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.58it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.78it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.56it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.58it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.74it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.87it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.97it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.90it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.80it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.64it/s]
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 73%|#######3  | 574/781 [00:30<00:11, 18.78it/s]
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 74%|#######4  | 580/781 [00:30<00:10, 19.15it/s]
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 75%|#######5  | 586/781 [00:31<00:10, 19.07it/s]
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 76%|#######5  | 590/781 [00:31<00:10, 18.98it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.17it/s]
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 77%|#######6  | 600/781 [00:31<00:09, 19.08it/s]
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 80%|########  | 626/781 [00:33<00:08, 19.09it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.94it/s]
100%|##########| 781/781 [00:41<00:00, 18.89it/s]




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 70%|#######   | 110/157 [00:06<00:02, 16.85it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.72it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.82it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.82it/s]
 75%|#######5  | 118/157 [00:06<00:02, 16.88it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.06it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.02it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.18it/s]
 80%|########  | 126/157 [00:07<00:01, 17.18it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.18it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.18it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.00it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.89it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.80it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.61it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.84it/s]
 90%|######### | 142/157 [00:08<00:00, 16.95it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.86it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.78it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.86it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.78it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.81it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.85it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.87it/s]
100%|##########| 157/157 [00:09<00:00, 16.98it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.18it/s]
  1%|          | 4/781 [00:00<00:40, 19.16it/s]
  1%|          | 6/781 [00:00<00:40, 19.18it/s]
  1%|1         | 8/781 [00:00<00:40, 19.16it/s]
  1%|1         | 10/781 [00:00<00:40, 19.15it/s]
  2%|1         | 12/781 [00:00<00:39, 19.35it/s]
  2%|1         | 14/781 [00:00<00:40, 19.15it/s]
  2%|2         | 16/781 [00:00<00:39, 19.15it/s]
  2%|2         | 18/781 [00:00<00:39, 19.31it/s]
  3%|2         | 20/781 [00:01<00:39, 19.10it/s]
  3%|2         | 22/781 [00:01<00:39, 19.12it/s]
  3%|3         | 24/781 [00:01<00:39, 19.13it/s]
  3%|3         | 26/781 [00:01<00:39, 19.13it/s]
  4%|3         | 28/781 [00:01<00:38, 19.32it/s]
  4%|3         | 30/781 [00:01<00:38, 19.28it/s]
  4%|4         | 32/781 [00:01<00:39, 19.09it/s]
  4%|4         | 34/781 [00:01<00:39, 19.10it/s]
  5%|4         | 36/781 [00:01<00:38, 19.11it/s]
  5%|4         | 38/781 [00:01<00:38, 19.11it/s]
  5%|5         | 40/781 [00:02<00:38, 19.13it/s]
  5%|5         | 42/781 [00:02<00:38, 18.99it/s]
  6%|5         | 44/781 [00:02<00:38, 19.01it/s]
  6%|5         | 46/781 [00:02<00:39, 18.75it/s]
  6%|6         | 48/781 [00:02<00:39, 18.72it/s]
  6%|6         | 50/781 [00:02<00:39, 18.72it/s]
  7%|6         | 52/781 [00:02<00:38, 18.82it/s]
  7%|6         | 54/781 [00:02<00:38, 18.64it/s]
  7%|7         | 56/781 [00:02<00:38, 18.76it/s]
  7%|7         | 58/781 [00:03<00:38, 19.03it/s]
  8%|7         | 60/781 [00:03<00:38, 18.86it/s]
  8%|7         | 62/781 [00:03<00:38, 18.88it/s]
  8%|8         | 64/781 [00:03<00:38, 18.79it/s]
  8%|8         | 66/781 [00:03<00:37, 18.94it/s]
  9%|8         | 68/781 [00:03<00:37, 19.06it/s]
  9%|8         | 70/781 [00:03<00:37, 19.13it/s]
  9%|9         | 72/781 [00:03<00:37, 19.16it/s]
  9%|9         | 74/781 [00:03<00:36, 19.22it/s]
 10%|9         | 76/781 [00:03<00:36, 19.37it/s]
 10%|9         | 78/781 [00:04<00:36, 19.22it/s]
 10%|#         | 80/781 [00:04<00:36, 19.22it/s]
 10%|#         | 82/781 [00:04<00:36, 19.37it/s]
 11%|#         | 84/781 [00:04<00:36, 19.18it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.37it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.31it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.26it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.12it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.18it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.31it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.29it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.16it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.32it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.15it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.17it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.34it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.35it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.08it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.08it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.95it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.89it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.81it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.63it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.78it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.03it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.09it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.98it/s]
 17%|#6        | 132/781 [00:06<00:34, 19.05it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.22it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.09it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.14it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.29it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.13it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.16it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.17it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.33it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.14it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.16it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.33it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.17it/s]
 20%|##        | 158/781 [00:08<00:33, 18.81it/s]
 20%|##        | 160/781 [00:08<00:33, 18.66it/s]
 21%|##        | 162/781 [00:08<00:33, 18.63it/s]
 21%|##        | 164/781 [00:08<00:33, 18.62it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.46it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.38it/s]
 22%|##1       | 170/781 [00:08<00:33, 18.44it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.39it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.58it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.51it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.83it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.54it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.76it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.54it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.57it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.86it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.79it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.05it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.94it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.02it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.20it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.10it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.13it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.18it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.31it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.14it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.15it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.14it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.15it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.18it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.19it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.19it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.27it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.09it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.14it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.15it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.29it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.29it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.28it/s]
 30%|###       | 236/781 [00:12<00:28, 19.11it/s]
 30%|###       | 238/781 [00:12<00:28, 19.14it/s]
 31%|###       | 240/781 [00:12<00:28, 19.16it/s]
 31%|###       | 242/781 [00:12<00:28, 19.15it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.15it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.33it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.14it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.15it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.18it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.21it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.23it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.24it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.23it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.27it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.44it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.22it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.24it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.25it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.21it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.34it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.16it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.14it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.28it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.18it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.09it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.95it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.88it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.91it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.96it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.97it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.93it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.91it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.87it/s]
 39%|###8      | 304/781 [00:15<00:25, 18.82it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.79it/s]
 39%|###9      | 308/781 [00:16<00:31, 14.79it/s]
 40%|###9      | 310/781 [00:16<00:29, 15.76it/s]
 40%|###9      | 312/781 [00:16<00:28, 16.53it/s]
 40%|####      | 314/781 [00:16<00:27, 17.13it/s]
 40%|####      | 316/781 [00:16<00:26, 17.58it/s]
 41%|####      | 318/781 [00:16<00:26, 17.71it/s]
 41%|####      | 320/781 [00:16<00:25, 18.02it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.23it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.41it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.63it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.80it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.93it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.02it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.10it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.14it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.16it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.19it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.19it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.18it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.19it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.22it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.26it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.09it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.12it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.17it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.10it/s]
 46%|####6     | 360/781 [00:18<00:22, 19.13it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.13it/s]
 47%|####6     | 364/781 [00:19<00:21, 18.98it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.12it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.12it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.91it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.82it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.87it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.88it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.93it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.84it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.95it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.92it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.80it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.75it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.62it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.78it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.91it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.02it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.07it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.28it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.12it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.15it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.31it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.14it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.28it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.09it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.12it/s]
 53%|#####3    | 416/781 [00:21<00:19, 19.14it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.16it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.29it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.26it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.23it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.09it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.13it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.14it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.15it/s]
 56%|#####5    | 434/781 [00:22<00:18, 19.16it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.18it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.16it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.18it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.22it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.96it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.03it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.89it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.97it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.08it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.10it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.12it/s]
 59%|#####8    | 458/781 [00:24<00:17, 19.00it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.06it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.08it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.13it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.15it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.31it/s]
 60%|######    | 470/781 [00:24<00:16, 19.25it/s]
 60%|######    | 472/781 [00:24<00:16, 19.09it/s]
 61%|######    | 474/781 [00:24<00:16, 19.11it/s]
 61%|######    | 476/781 [00:25<00:15, 19.16it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.18it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.34it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.15it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.21it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.20it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.21it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.21it/s]
 63%|######2   | 492/781 [00:25<00:15, 19.23it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.36it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.16it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.15it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.30it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.13it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.29it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.12it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.15it/s]
 65%|######5   | 510/781 [00:26<00:14, 19.12it/s]
 66%|######5   | 512/781 [00:26<00:14, 19.15it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.15it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.12it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.14it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.10it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.08it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.08it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.08it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.93it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.86it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.94it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.97it/s]
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100%|##########| 781/781 [00:41<00:00, 19.00it/s]




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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.68s/it]
100%|##########| 1/1 [00:05<00:00,  5.68s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.48it/s]
  3%|2         | 4/157 [00:00<00:09, 15.77it/s]
  4%|3         | 6/157 [00:00<00:09, 16.32it/s]
  5%|5         | 8/157 [00:00<00:08, 16.64it/s]
  6%|6         | 10/157 [00:00<00:08, 16.82it/s]
  8%|7         | 12/157 [00:00<00:08, 16.90it/s]
  9%|8         | 14/157 [00:00<00:08, 16.86it/s]
 10%|#         | 16/157 [00:00<00:08, 16.81it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.87it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.94it/s]
 14%|#4        | 22/157 [00:01<00:07, 16.98it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.99it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.02it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.03it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.03it/s]
 20%|##        | 32/157 [00:01<00:07, 17.06it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.93it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.87it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.84it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.90it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.84it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.79it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.80it/s]
 31%|###       | 48/157 [00:02<00:06, 16.73it/s]
 32%|###1      | 50/157 [00:02<00:06, 16.73it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.82it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.85it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.82it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.87it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.84it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.60it/s]
 41%|####      | 64/157 [00:03<00:05, 16.55it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.58it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.62it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.46it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.62it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.68it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.63it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.64it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.62it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.59it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.64it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.66it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.74it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.78it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.91it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.00it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.07it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.83it/s]
 64%|######3   | 100/157 [00:05<00:03, 16.91it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.03it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.09it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.07it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.94it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.87it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.80it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.76it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.80it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.79it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.78it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.91it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.98it/s]
 80%|########  | 126/157 [00:07<00:01, 17.05it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.02it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.97it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.91it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.90it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.92it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.89it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.87it/s]
 90%|######### | 142/157 [00:08<00:00, 16.85it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.90it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.91it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.98it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.06it/s]
 97%|#########6| 152/157 [00:09<00:00, 17.14it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.15it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.19it/s]
100%|##########| 157/157 [00:09<00:00, 16.91it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.09it/s]
  1%|          | 4/781 [00:00<00:40, 19.10it/s]
  1%|          | 6/781 [00:00<00:40, 18.91it/s]
  1%|1         | 8/781 [00:00<00:41, 18.80it/s]
  1%|1         | 10/781 [00:00<00:40, 18.82it/s]
  2%|1         | 12/781 [00:00<00:40, 18.81it/s]
  2%|1         | 14/781 [00:00<00:40, 18.79it/s]
  2%|2         | 16/781 [00:00<00:40, 18.80it/s]
  2%|2         | 18/781 [00:00<00:40, 18.85it/s]
  3%|2         | 20/781 [00:01<00:40, 18.93it/s]
  3%|2         | 22/781 [00:01<00:40, 18.93it/s]
  3%|3         | 24/781 [00:01<00:39, 19.08it/s]
  3%|3         | 26/781 [00:01<00:39, 19.12it/s]
  4%|3         | 28/781 [00:01<00:39, 19.15it/s]
  4%|3         | 30/781 [00:01<00:39, 19.15it/s]
  4%|4         | 32/781 [00:01<00:39, 19.11it/s]
  4%|4         | 34/781 [00:01<00:38, 19.16it/s]
  5%|4         | 36/781 [00:01<00:38, 19.27it/s]
  5%|4         | 38/781 [00:01<00:38, 19.27it/s]
  5%|5         | 40/781 [00:02<00:38, 19.19it/s]
  5%|5         | 42/781 [00:02<00:38, 19.26it/s]
  6%|5         | 44/781 [00:02<00:38, 19.17it/s]
  6%|5         | 46/781 [00:02<00:38, 19.22it/s]
  6%|6         | 48/781 [00:02<00:38, 19.23it/s]
  6%|6         | 50/781 [00:02<00:37, 19.24it/s]
  7%|6         | 52/781 [00:02<00:37, 19.24it/s]
  7%|6         | 54/781 [00:02<00:37, 19.28it/s]
  7%|7         | 56/781 [00:02<00:37, 19.30it/s]
  7%|7         | 58/781 [00:03<00:37, 19.35it/s]
  8%|7         | 60/781 [00:03<00:37, 19.39it/s]
  8%|7         | 62/781 [00:03<00:37, 19.36it/s]
  8%|8         | 64/781 [00:03<00:37, 19.34it/s]
  8%|8         | 66/781 [00:03<00:37, 19.30it/s]
  9%|8         | 68/781 [00:03<00:37, 19.19it/s]
  9%|8         | 70/781 [00:03<00:37, 19.00it/s]
  9%|9         | 72/781 [00:03<00:37, 18.91it/s]
  9%|9         | 74/781 [00:03<00:37, 18.64it/s]
 10%|9         | 76/781 [00:03<00:37, 18.81it/s]
 10%|9         | 78/781 [00:04<00:37, 18.93it/s]
 10%|#         | 80/781 [00:04<00:37, 18.87it/s]
 10%|#         | 82/781 [00:04<00:36, 19.00it/s]
 11%|#         | 84/781 [00:04<00:36, 19.06it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.86it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.98it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.04it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.07it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.85it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.94it/s]
 13%|#2        | 98/781 [00:05<00:35, 18.98it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.84it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.96it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.01it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.04it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.09it/s]
 14%|#4        | 110/781 [00:05<00:35, 19.16it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.21it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.25it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.26it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.29it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.27it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.25it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.22it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.27it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.91it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.81it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.76it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.97it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.04it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.25it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.98it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.03it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.93it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.87it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.76it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.76it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.69it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.57it/s]
 20%|##        | 158/781 [00:08<00:33, 18.86it/s]
 20%|##        | 160/781 [00:08<00:32, 18.95it/s]
 21%|##        | 162/781 [00:08<00:32, 18.89it/s]
 21%|##        | 164/781 [00:08<00:32, 19.03it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.24it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.22it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.06it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.08it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.26it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.25it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.10it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.12it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.16it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.32it/s]
 24%|##4       | 188/781 [00:09<00:31, 19.04it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.92it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.86it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.95it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.14it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.84it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.94it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.89it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.84it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.66it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.67it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.80it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.81it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.60it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.63it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.82it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.84it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.79it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.06it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.97it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.15it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.98it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.03it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.22it/s]
 30%|###       | 236/781 [00:12<00:28, 19.18it/s]
 30%|###       | 238/781 [00:12<00:28, 19.05it/s]
 31%|###       | 240/781 [00:12<00:28, 19.21it/s]
 31%|###       | 242/781 [00:12<00:28, 19.23it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.23it/s]
 31%|###1      | 246/781 [00:12<00:28, 19.07it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.12it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.33it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.12it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.30it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.28it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.11it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.15it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.99it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.99it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.23it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.02it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.93it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.87it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.09it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.99it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.83it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.69it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.82it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.78it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.63it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.77it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.03it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.05it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.26it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.27it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.14it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.16it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.35it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.32it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.30it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.30it/s]
 40%|####      | 314/781 [00:16<00:24, 19.26it/s]
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 41%|####      | 318/781 [00:16<00:24, 19.29it/s]
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 41%|####1     | 322/781 [00:16<00:23, 19.28it/s]
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 42%|####1     | 326/781 [00:17<00:23, 19.05it/s]
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 44%|####3     | 340/781 [00:17<00:23, 18.78it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.88it/s]
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 50%|#####     | 392/781 [00:20<00:20, 18.76it/s]
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 51%|#####     | 396/781 [00:20<00:20, 18.91it/s]
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 71%|#######1  | 556/781 [00:29<00:11, 19.39it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.35it/s]
100%|##########| 781/781 [00:41<00:00, 19.00it/s]




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 12%|#1        | 90/781 [00:04<00:37, 18.60it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.69it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.77it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.52it/s]
 13%|#2        | 99/781 [00:05<00:35, 19.10it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.22it/s]
 13%|#3        | 103/781 [00:05<00:35, 19.03it/s]
 13%|#3        | 105/781 [00:05<00:35, 18.99it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.38it/s]
 14%|#4        | 110/781 [00:06<00:34, 19.26it/s]
 14%|#4        | 113/781 [00:06<00:34, 19.53it/s]
 15%|#4        | 115/781 [00:06<00:33, 19.63it/s]
 15%|#4        | 117/781 [00:06<00:34, 19.37it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.63it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.71it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.60it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.66it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.61it/s]
 17%|#6        | 132/781 [00:07<00:32, 19.74it/s]
 17%|#7        | 134/781 [00:07<00:32, 19.65it/s]
 17%|#7        | 136/781 [00:07<00:32, 19.58it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.20it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.23it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.25it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.29it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.02it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.26it/s]
 19%|#9        | 151/781 [00:08<00:32, 19.52it/s]
 20%|#9        | 153/781 [00:08<00:32, 19.24it/s]
 20%|#9        | 155/781 [00:08<00:32, 19.43it/s]
 20%|##        | 157/781 [00:08<00:32, 19.31it/s]
 20%|##        | 160/781 [00:08<00:31, 19.58it/s]
 21%|##        | 163/781 [00:08<00:31, 19.49it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.49it/s]
 21%|##1       | 167/781 [00:08<00:31, 19.36it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.60it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.18it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.37it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.27it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.45it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.30it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.49it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.62it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.71it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.49it/s]
 24%|##4       | 191/781 [00:10<00:30, 19.44it/s]
 25%|##4       | 194/781 [00:10<00:29, 19.65it/s]
 25%|##5       | 197/781 [00:10<00:29, 19.78it/s]
 25%|##5       | 199/781 [00:10<00:29, 19.82it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.59it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.38it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.50it/s]
 27%|##6       | 207/781 [00:11<00:29, 19.53it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.45it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.34it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.51it/s]
 28%|##7       | 217/781 [00:11<00:28, 19.72it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.85it/s]
 29%|##8       | 223/781 [00:11<00:27, 19.94it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.00it/s]
 29%|##9       | 228/781 [00:12<00:27, 19.95it/s]
 30%|##9       | 231/781 [00:12<00:27, 19.98it/s]
 30%|##9       | 234/781 [00:12<00:27, 20.04it/s]
 30%|###       | 237/781 [00:12<00:27, 20.06it/s]
 31%|###       | 240/781 [00:12<00:26, 20.06it/s]
 31%|###1      | 243/781 [00:12<00:26, 20.03it/s]
 31%|###1      | 246/781 [00:12<00:26, 20.04it/s]
 32%|###1      | 249/781 [00:13<00:26, 20.04it/s]
 32%|###2      | 252/781 [00:13<00:26, 19.95it/s]
 33%|###2      | 255/781 [00:13<00:26, 20.01it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.97it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.99it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.76it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.79it/s]
 34%|###4      | 269/781 [00:14<00:25, 19.87it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.63it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.75it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.71it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.74it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.85it/s]
 36%|###6      | 285/781 [00:14<00:24, 19.94it/s]
 37%|###6      | 288/781 [00:15<00:24, 20.01it/s]
 37%|###7      | 291/781 [00:15<00:24, 20.02it/s]
 38%|###7      | 294/781 [00:15<00:24, 20.01it/s]
 38%|###8      | 297/781 [00:15<00:24, 20.03it/s]
 38%|###8      | 300/781 [00:15<00:23, 20.04it/s]
 39%|###8      | 303/781 [00:15<00:23, 19.95it/s]
 39%|###9      | 305/781 [00:15<00:23, 19.85it/s]
 39%|###9      | 307/781 [00:16<00:23, 19.76it/s]
 40%|###9      | 309/781 [00:16<00:23, 19.71it/s]
 40%|###9      | 312/781 [00:16<00:23, 20.09it/s]
 40%|####      | 315/781 [00:16<00:23, 20.22it/s]
 41%|####      | 318/781 [00:16<00:22, 20.34it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.73it/s]
 41%|####1     | 324/781 [00:16<00:22, 20.10it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.49it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.34it/s]
 42%|####2     | 331/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 333/781 [00:17<00:23, 18.69it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.17it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.83it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.42it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.81it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.32it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.94it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.66it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.70it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.02it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.00it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.11it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.81it/s]
 47%|####6     | 364/781 [00:18<00:20, 19.95it/s]
 47%|####6     | 367/781 [00:19<00:20, 20.18it/s]
 47%|####7     | 370/781 [00:19<00:20, 20.07it/s]
 48%|####7     | 373/781 [00:19<00:20, 20.37it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.95it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.93it/s]
 49%|####8     | 382/781 [00:19<00:19, 20.12it/s]
 49%|####9     | 385/781 [00:20<00:20, 19.69it/s]
 50%|####9     | 388/781 [00:20<00:19, 19.88it/s]
 50%|#####     | 391/781 [00:20<00:19, 20.12it/s]
 50%|#####     | 394/781 [00:20<00:19, 20.06it/s]
 51%|#####     | 397/781 [00:20<00:19, 20.02it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.77it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.67it/s]
 52%|#####1    | 404/781 [00:20<00:19, 19.21it/s]
 52%|#####2    | 407/781 [00:21<00:19, 19.66it/s]
 52%|#####2    | 410/781 [00:21<00:18, 19.75it/s]
 53%|#####2    | 413/781 [00:21<00:18, 20.09it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.97it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.86it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.60it/s]
 54%|#####4    | 423/781 [00:21<00:17, 20.06it/s]
 55%|#####4    | 426/781 [00:22<00:17, 20.04it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.48it/s]
 55%|#####5    | 431/781 [00:22<00:17, 19.75it/s]
 55%|#####5    | 433/781 [00:22<00:17, 19.46it/s]
 56%|#####5    | 435/781 [00:22<00:17, 19.49it/s]
 56%|#####5    | 437/781 [00:22<00:17, 19.42it/s]
 56%|#####6    | 439/781 [00:22<00:17, 19.28it/s]
 57%|#####6    | 442/781 [00:22<00:17, 19.80it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.36it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.09it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.22it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.60it/s]
 58%|#####7    | 452/781 [00:23<00:18, 18.23it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.75it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.97it/s]
 59%|#####8    | 459/781 [00:23<00:17, 18.61it/s]
 59%|#####9    | 461/781 [00:23<00:16, 18.88it/s]
 59%|#####9    | 463/781 [00:24<00:16, 18.95it/s]
 60%|#####9    | 465/781 [00:24<00:16, 18.92it/s]
 60%|#####9    | 468/781 [00:24<00:15, 19.66it/s]
 60%|######    | 471/781 [00:24<00:15, 19.91it/s]
 61%|######    | 473/781 [00:24<00:15, 19.62it/s]
 61%|######    | 475/781 [00:24<00:15, 19.46it/s]
 61%|######1   | 477/781 [00:24<00:15, 19.09it/s]
 61%|######1   | 479/781 [00:24<00:15, 18.99it/s]
 62%|######1   | 481/781 [00:24<00:16, 18.70it/s]
 62%|######1   | 483/781 [00:25<00:15, 18.99it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.13it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.98it/s]
 63%|######2   | 489/781 [00:25<00:15, 19.15it/s]
 63%|######2   | 491/781 [00:25<00:15, 18.98it/s]
 63%|######3   | 493/781 [00:25<00:15, 19.02it/s]
 64%|######3   | 496/781 [00:25<00:14, 19.64it/s]
 64%|######3   | 498/781 [00:25<00:14, 19.24it/s]
 64%|######4   | 500/781 [00:25<00:14, 19.22it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.81it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.81it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.06it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.95it/s]
 65%|######5   | 511/781 [00:26<00:13, 19.69it/s]
 66%|######5   | 513/781 [00:26<00:13, 19.59it/s]
 66%|######6   | 516/781 [00:26<00:13, 19.81it/s]
 66%|######6   | 518/781 [00:26<00:13, 19.67it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.62it/s]
 67%|######6   | 523/781 [00:27<00:13, 19.29it/s]
 67%|######7   | 525/781 [00:27<00:13, 18.93it/s]
 67%|######7   | 527/781 [00:27<00:13, 19.17it/s]
 68%|######7   | 529/781 [00:27<00:13, 19.33it/s]
 68%|######7   | 531/781 [00:27<00:13, 19.20it/s]
 68%|######8   | 533/781 [00:27<00:12, 19.39it/s]
 69%|######8   | 535/781 [00:27<00:12, 19.25it/s]
 69%|######8   | 537/781 [00:27<00:12, 18.96it/s]
 69%|######9   | 539/781 [00:27<00:12, 18.90it/s]
 69%|######9   | 541/781 [00:28<00:12, 18.73it/s]
 70%|######9   | 543/781 [00:28<00:12, 18.78it/s]
 70%|######9   | 545/781 [00:28<00:12, 18.79it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.34it/s]
 70%|#######   | 549/781 [00:28<00:12, 18.46it/s]
 71%|#######   | 552/781 [00:28<00:11, 19.22it/s]
 71%|#######   | 554/781 [00:28<00:11, 19.21it/s]
 71%|#######1  | 556/781 [00:28<00:11, 19.23it/s]
 72%|#######1  | 559/781 [00:29<00:11, 19.67it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.55it/s]
 72%|#######2  | 563/781 [00:29<00:11, 19.58it/s]
 72%|#######2  | 566/781 [00:29<00:10, 19.82it/s]
 73%|#######2  | 569/781 [00:29<00:10, 20.02it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.89it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.24it/s]
 74%|#######3  | 576/781 [00:29<00:10, 19.37it/s]
 74%|#######4  | 578/781 [00:29<00:10, 19.15it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.55it/s]
 75%|#######4  | 583/781 [00:30<00:10, 19.06it/s]
 75%|#######4  | 585/781 [00:30<00:10, 18.56it/s]
 75%|#######5  | 587/781 [00:30<00:10, 18.86it/s]
 75%|#######5  | 589/781 [00:30<00:10, 18.80it/s]
 76%|#######5  | 592/781 [00:30<00:09, 19.29it/s]
 76%|#######6  | 595/781 [00:30<00:09, 19.61it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.60it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.38it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.08it/s]
 77%|#######7  | 605/781 [00:31<00:09, 19.21it/s]
 78%|#######7  | 607/781 [00:31<00:09, 19.32it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.18it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.14it/s]
 78%|#######8  | 613/781 [00:31<00:09, 18.64it/s]
 79%|#######8  | 615/781 [00:31<00:08, 18.49it/s]
 79%|#######9  | 617/781 [00:32<00:08, 18.67it/s]
 79%|#######9  | 619/781 [00:32<00:08, 18.26it/s]
 80%|#######9  | 621/781 [00:32<00:08, 18.24it/s]
 80%|#######9  | 623/781 [00:32<00:08, 18.27it/s]
 80%|########  | 625/781 [00:32<00:08, 18.51it/s]
 80%|########  | 627/781 [00:32<00:08, 18.57it/s]
 81%|########  | 629/781 [00:32<00:08, 18.90it/s]
 81%|########  | 631/781 [00:32<00:07, 18.89it/s]
 81%|########1 | 633/781 [00:32<00:07, 18.94it/s]
 81%|########1 | 635/781 [00:33<00:07, 19.16it/s]
 82%|########1 | 637/781 [00:33<00:07, 19.21it/s]
 82%|########1 | 639/781 [00:33<00:07, 18.46it/s]
 82%|########2 | 642/781 [00:33<00:07, 19.22it/s]
 83%|########2 | 645/781 [00:33<00:06, 19.80it/s]
 83%|########2 | 647/781 [00:33<00:06, 19.52it/s]
 83%|########3 | 650/781 [00:33<00:06, 19.77it/s]
 83%|########3 | 652/781 [00:33<00:06, 19.63it/s]
 84%|########3 | 654/781 [00:33<00:06, 19.18it/s]
 84%|########3 | 656/781 [00:34<00:06, 19.00it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.80it/s]
 85%|########4 | 660/781 [00:34<00:06, 18.79it/s]
 85%|########4 | 662/781 [00:34<00:06, 18.75it/s]
 85%|########5 | 664/781 [00:34<00:06, 19.03it/s]
 85%|########5 | 666/781 [00:34<00:06, 18.69it/s]
 86%|########5 | 669/781 [00:34<00:05, 18.99it/s]
 86%|########5 | 671/781 [00:34<00:05, 18.68it/s]
 86%|########6 | 673/781 [00:34<00:05, 18.99it/s]
 86%|########6 | 675/781 [00:35<00:05, 18.94it/s]
 87%|########6 | 677/781 [00:35<00:05, 19.01it/s]
 87%|########7 | 680/781 [00:35<00:05, 19.42it/s]
 87%|########7 | 683/781 [00:35<00:04, 19.79it/s]
 88%|########7 | 685/781 [00:35<00:04, 19.81it/s]
 88%|########7 | 687/781 [00:35<00:04, 19.28it/s]
 88%|########8 | 690/781 [00:35<00:04, 19.77it/s]
 89%|########8 | 692/781 [00:35<00:04, 19.79it/s]
 89%|########8 | 694/781 [00:36<00:04, 19.66it/s]
 89%|########9 | 696/781 [00:36<00:04, 19.12it/s]
 89%|########9 | 698/781 [00:36<00:04, 19.16it/s]
 90%|########9 | 700/781 [00:36<00:04, 18.76it/s]
 90%|########9 | 702/781 [00:36<00:04, 18.92it/s]
 90%|######### | 704/781 [00:36<00:04, 18.59it/s]
 91%|######### | 707/781 [00:36<00:03, 19.29it/s]
 91%|######### | 710/781 [00:36<00:03, 19.63it/s]
 91%|#########1| 713/781 [00:37<00:03, 19.96it/s]
 92%|#########1| 716/781 [00:37<00:03, 20.29it/s]
 92%|#########2| 719/781 [00:37<00:03, 20.17it/s]
 92%|#########2| 722/781 [00:37<00:02, 20.40it/s]
 93%|#########2| 725/781 [00:37<00:02, 20.57it/s]
 93%|#########3| 728/781 [00:37<00:02, 20.45it/s]
 94%|#########3| 731/781 [00:37<00:02, 19.80it/s]
 94%|#########3| 733/781 [00:38<00:02, 19.35it/s]
 94%|#########4| 735/781 [00:38<00:02, 19.44it/s]
 94%|#########4| 737/781 [00:38<00:02, 19.36it/s]
 95%|#########4| 739/781 [00:38<00:02, 19.33it/s]
 95%|#########5| 742/781 [00:38<00:01, 19.63it/s]
 95%|#########5| 744/781 [00:38<00:01, 19.43it/s]
 96%|#########5| 746/781 [00:38<00:01, 19.28it/s]
 96%|#########5| 749/781 [00:38<00:01, 19.66it/s]
 96%|#########6| 751/781 [00:38<00:01, 19.13it/s]
 96%|#########6| 753/781 [00:39<00:01, 19.29it/s]
 97%|#########6| 755/781 [00:39<00:01, 19.14it/s]
 97%|#########6| 757/781 [00:39<00:01, 19.12it/s]
 97%|#########7| 759/781 [00:39<00:01, 18.88it/s]
 98%|#########7| 762/781 [00:39<00:00, 19.50it/s]
 98%|#########7| 765/781 [00:39<00:00, 19.93it/s]
 98%|#########8| 768/781 [00:39<00:00, 20.31it/s]
 99%|#########8| 771/781 [00:39<00:00, 20.46it/s]
 99%|#########9| 774/781 [00:40<00:00, 20.03it/s]
 99%|#########9| 777/781 [00:40<00:00, 20.24it/s]
100%|#########9| 780/781 [00:40<00:00, 19.89it/s]
100%|##########| 781/781 [00:40<00:00, 19.29it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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 93%|#########2| 146/157 [00:10<00:00, 14.65it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.66it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.66it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.48it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.45it/s]
 99%|#########9| 156/157 [00:10<00:00, 14.37it/s]
100%|##########| 157/157 [00:10<00:00, 14.29it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.84it/s]
  1%|          | 4/781 [00:00<00:44, 17.53it/s]
  1%|          | 6/781 [00:00<00:42, 18.20it/s]
  1%|1         | 8/781 [00:00<00:41, 18.65it/s]
  1%|1         | 10/781 [00:00<00:41, 18.68it/s]
  2%|1         | 12/781 [00:00<00:40, 19.08it/s]
  2%|1         | 14/781 [00:00<00:40, 18.98it/s]
  2%|2         | 16/781 [00:00<00:40, 18.82it/s]
  2%|2         | 18/781 [00:00<00:40, 18.73it/s]
  3%|2         | 20/781 [00:01<00:40, 18.89it/s]
  3%|2         | 22/781 [00:01<00:40, 18.82it/s]
  3%|3         | 24/781 [00:01<00:40, 18.83it/s]
  3%|3         | 26/781 [00:01<00:39, 19.00it/s]
  4%|3         | 28/781 [00:01<00:39, 19.09it/s]
  4%|3         | 30/781 [00:01<00:39, 19.13it/s]
  4%|4         | 32/781 [00:01<00:38, 19.21it/s]
  4%|4         | 34/781 [00:01<00:38, 19.27it/s]
  5%|4         | 36/781 [00:01<00:38, 19.30it/s]
  5%|4         | 38/781 [00:02<00:38, 19.16it/s]
  5%|5         | 40/781 [00:02<00:38, 19.36it/s]
  5%|5         | 42/781 [00:02<00:38, 19.32it/s]
  6%|5         | 44/781 [00:02<00:38, 19.32it/s]
  6%|5         | 46/781 [00:02<00:38, 19.32it/s]
  6%|6         | 48/781 [00:02<00:37, 19.36it/s]
  6%|6         | 50/781 [00:02<00:37, 19.37it/s]
  7%|6         | 52/781 [00:02<00:37, 19.29it/s]
  7%|6         | 54/781 [00:02<00:37, 19.30it/s]
  7%|7         | 56/781 [00:02<00:37, 19.15it/s]
  7%|7         | 58/781 [00:03<00:37, 19.33it/s]
  8%|7         | 60/781 [00:03<00:37, 19.32it/s]
  8%|7         | 62/781 [00:03<00:37, 19.33it/s]
  8%|8         | 64/781 [00:03<00:37, 19.14it/s]
  8%|8         | 66/781 [00:03<00:37, 19.12it/s]
  9%|8         | 68/781 [00:03<00:37, 19.15it/s]
  9%|8         | 70/781 [00:03<00:36, 19.38it/s]
  9%|9         | 72/781 [00:03<00:36, 19.22it/s]
  9%|9         | 74/781 [00:03<00:36, 19.43it/s]
 10%|9         | 76/781 [00:03<00:36, 19.24it/s]
 10%|9         | 78/781 [00:04<00:36, 19.26it/s]
 10%|#         | 80/781 [00:04<00:36, 19.44it/s]
 10%|#         | 82/781 [00:04<00:35, 19.42it/s]
 11%|#         | 84/781 [00:04<00:36, 19.24it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.23it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.41it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.41it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.42it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.24it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.40it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.35it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.20it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.33it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.37it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.36it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.36it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.39it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.22it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.38it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.40it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.43it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.45it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.42it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.42it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.42it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.25it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.21it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.42it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.42it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.27it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.45it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.45it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.42it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.46it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.42it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.40it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.40it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.42it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.29it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.25it/s]
 20%|##        | 158/781 [00:08<00:32, 19.10it/s]
 20%|##        | 160/781 [00:08<00:32, 19.26it/s]
 21%|##        | 162/781 [00:08<00:32, 19.12it/s]
 21%|##        | 164/781 [00:08<00:32, 19.13it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.19it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.36it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.36it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.33it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.16it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.22it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.25it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.42it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.20it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.35it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.18it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.99it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.85it/s]
 25%|##4       | 192/781 [00:09<00:31, 18.79it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.88it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.96it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.07it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.10it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.83it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.86it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.59it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.77it/s]
 27%|##6       | 210/781 [00:10<00:30, 18.76it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.17it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.00it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.20it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.01it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.01it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.10it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.31it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.32it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.31it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.27it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.11it/s]
 30%|###       | 236/781 [00:12<00:28, 19.00it/s]
 30%|###       | 238/781 [00:12<00:28, 19.23it/s]
 31%|###       | 240/781 [00:12<00:28, 19.03it/s]
 31%|###       | 242/781 [00:12<00:27, 19.27it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.22it/s]
 31%|###1      | 246/781 [00:12<00:28, 19.07it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.13it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.16it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.17it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.10it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.29it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.12it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.08it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.09it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.84it/s]
 34%|###4      | 266/781 [00:13<00:27, 18.81it/s]
 34%|###4      | 268/781 [00:13<00:27, 18.77it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.72it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.85it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.66it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.91it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.85it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.98it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.09it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.29it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.17it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.29it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.42it/s]
 38%|###7      | 293/781 [00:15<00:25, 19.25it/s]
 38%|###7      | 295/781 [00:15<00:25, 19.25it/s]
 38%|###8      | 297/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.29it/s]
 39%|###8      | 301/781 [00:15<00:25, 19.15it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.16it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.35it/s]
 39%|###9      | 307/781 [00:16<00:24, 19.18it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.21it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.25it/s]
 40%|####      | 313/781 [00:16<00:24, 19.22it/s]
 40%|####      | 315/781 [00:16<00:24, 19.39it/s]
 41%|####      | 317/781 [00:16<00:24, 19.22it/s]
 41%|####      | 319/781 [00:16<00:24, 19.23it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.40it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.23it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.24it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.02it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.06it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.26it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.07it/s]
 43%|####2     | 335/781 [00:17<00:23, 18.94it/s]
 43%|####3     | 337/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.95it/s]
 44%|####3     | 341/781 [00:17<00:23, 18.78it/s]
 44%|####3     | 343/781 [00:17<00:23, 18.85it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.95it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.19it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.22it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.06it/s]
 45%|####5     | 353/781 [00:18<00:22, 19.21it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.17it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.06it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.28it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.28it/s]
 46%|####6     | 363/781 [00:18<00:21, 19.24it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.06it/s]
 47%|####6     | 367/781 [00:19<00:21, 19.12it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.31it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.13it/s]
 48%|####7     | 373/781 [00:19<00:21, 19.31it/s]
 48%|####8     | 375/781 [00:19<00:21, 19.12it/s]
 48%|####8     | 377/781 [00:19<00:21, 19.16it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.19it/s]
 49%|####8     | 381/781 [00:19<00:21, 19.02it/s]
 49%|####9     | 383/781 [00:19<00:20, 19.10it/s]
 49%|####9     | 385/781 [00:20<00:20, 19.01it/s]
 50%|####9     | 387/781 [00:20<00:20, 18.82it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 391/781 [00:20<00:20, 18.99it/s]
 50%|#####     | 393/781 [00:20<00:20, 19.06it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.92it/s]
 51%|#####     | 397/781 [00:20<00:20, 19.00it/s]
 51%|#####1    | 399/781 [00:20<00:20, 19.06it/s]
 51%|#####1    | 401/781 [00:20<00:19, 19.28it/s]
 52%|#####1    | 403/781 [00:21<00:19, 19.29it/s]
 52%|#####1    | 405/781 [00:21<00:19, 19.07it/s]
 52%|#####2    | 407/781 [00:21<00:19, 19.14it/s]
 52%|#####2    | 409/781 [00:21<00:19, 18.94it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.88it/s]
 53%|#####2    | 413/781 [00:21<00:19, 18.68it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.82it/s]
 53%|#####3    | 417/781 [00:21<00:19, 18.66it/s]
 54%|#####3    | 419/781 [00:21<00:19, 18.73it/s]
 54%|#####3    | 421/781 [00:21<00:18, 19.06it/s]
 54%|#####4    | 423/781 [00:22<00:18, 19.09it/s]
 54%|#####4    | 425/781 [00:22<00:18, 19.00it/s]
 55%|#####4    | 427/781 [00:22<00:18, 18.91it/s]
 55%|#####4    | 429/781 [00:22<00:18, 18.71it/s]
 55%|#####5    | 431/781 [00:22<00:18, 18.69it/s]
 55%|#####5    | 433/781 [00:22<00:18, 18.81it/s]
 56%|#####5    | 435/781 [00:22<00:18, 18.72it/s]
 56%|#####5    | 437/781 [00:22<00:18, 18.88it/s]
 56%|#####6    | 439/781 [00:22<00:17, 19.02it/s]
 56%|#####6    | 441/781 [00:23<00:17, 19.05it/s]
 57%|#####6    | 443/781 [00:23<00:17, 19.05it/s]
 57%|#####6    | 445/781 [00:23<00:17, 19.10it/s]
 57%|#####7    | 447/781 [00:23<00:17, 19.13it/s]
 57%|#####7    | 449/781 [00:23<00:17, 19.36it/s]
 58%|#####7    | 451/781 [00:23<00:17, 19.12it/s]
 58%|#####8    | 453/781 [00:23<00:17, 19.20it/s]
 58%|#####8    | 455/781 [00:23<00:16, 19.24it/s]
 59%|#####8    | 457/781 [00:23<00:16, 19.26it/s]
 59%|#####8    | 459/781 [00:23<00:16, 19.25it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.30it/s]
 59%|#####9    | 463/781 [00:24<00:16, 19.31it/s]
 60%|#####9    | 465/781 [00:24<00:16, 19.31it/s]
 60%|#####9    | 467/781 [00:24<00:16, 19.33it/s]
 60%|######    | 469/781 [00:24<00:15, 19.51it/s]
 60%|######    | 471/781 [00:24<00:16, 19.31it/s]
 61%|######    | 473/781 [00:24<00:15, 19.30it/s]
 61%|######    | 475/781 [00:24<00:15, 19.34it/s]
 61%|######1   | 477/781 [00:24<00:15, 19.42it/s]
 61%|######1   | 479/781 [00:25<00:15, 19.46it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.61it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.37it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.35it/s]
 62%|######2   | 487/781 [00:25<00:15, 19.36it/s]
 63%|######2   | 489/781 [00:25<00:15, 19.37it/s]
 63%|######2   | 491/781 [00:25<00:14, 19.37it/s]
 63%|######3   | 493/781 [00:25<00:14, 19.38it/s]
 63%|######3   | 495/781 [00:25<00:14, 19.38it/s]
 64%|######3   | 497/781 [00:25<00:14, 19.42it/s]
 64%|######3   | 499/781 [00:26<00:14, 19.53it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.31it/s]
 64%|######4   | 503/781 [00:26<00:14, 18.98it/s]
 65%|######4   | 505/781 [00:26<00:14, 19.16it/s]
 65%|######4   | 507/781 [00:26<00:14, 19.04it/s]
 65%|######5   | 509/781 [00:26<00:14, 19.25it/s]
 65%|######5   | 511/781 [00:26<00:14, 18.91it/s]
 66%|######5   | 513/781 [00:26<00:14, 18.56it/s]
 66%|######5   | 515/781 [00:26<00:14, 18.63it/s]
 66%|######6   | 517/781 [00:27<00:14, 18.78it/s]
 66%|######6   | 519/781 [00:27<00:13, 18.77it/s]
 67%|######6   | 521/781 [00:27<00:13, 18.77it/s]
 67%|######6   | 523/781 [00:27<00:13, 18.73it/s]
 67%|######7   | 525/781 [00:27<00:13, 18.69it/s]
 67%|######7   | 527/781 [00:27<00:13, 18.71it/s]
 68%|######7   | 529/781 [00:27<00:13, 18.76it/s]
 68%|######7   | 531/781 [00:27<00:13, 18.77it/s]
 68%|######8   | 533/781 [00:27<00:13, 18.77it/s]
 69%|######8   | 535/781 [00:27<00:13, 18.82it/s]
 69%|######8   | 537/781 [00:28<00:12, 19.10it/s]
 69%|######9   | 539/781 [00:28<00:12, 19.01it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.08it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.14it/s]
 70%|######9   | 545/781 [00:28<00:12, 19.15it/s]
 70%|#######   | 547/781 [00:28<00:12, 19.05it/s]
 70%|#######   | 549/781 [00:28<00:12, 19.07it/s]
 71%|#######   | 551/781 [00:28<00:12, 18.89it/s]
 71%|#######   | 553/781 [00:28<00:12, 18.87it/s]
 71%|#######1  | 555/781 [00:29<00:11, 18.91it/s]
 71%|#######1  | 557/781 [00:29<00:11, 19.03it/s]
 72%|#######1  | 559/781 [00:29<00:11, 19.12it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.17it/s]
 72%|#######2  | 563/781 [00:29<00:11, 19.18it/s]
 72%|#######2  | 565/781 [00:29<00:11, 19.07it/s]
 73%|#######2  | 567/781 [00:29<00:11, 19.13it/s]
 73%|#######2  | 569/781 [00:29<00:11, 19.17it/s]
 73%|#######3  | 571/781 [00:29<00:10, 19.11it/s]
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Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.85s/it]
100%|##########| 1/1 [00:07<00:00,  7.85s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.33it/s]
  3%|2         | 4/157 [00:00<00:10, 14.78it/s]
  4%|3         | 6/157 [00:00<00:09, 15.24it/s]
  5%|5         | 8/157 [00:00<00:09, 15.34it/s]
  6%|6         | 10/157 [00:00<00:09, 15.41it/s]
  8%|7         | 12/157 [00:00<00:09, 15.35it/s]
  9%|8         | 14/157 [00:00<00:09, 15.51it/s]
 10%|#         | 16/157 [00:01<00:09, 15.58it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.65it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.33it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.35it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.47it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.56it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.24it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.35it/s]
 20%|##        | 32/157 [00:02<00:08, 15.31it/s]
 22%|##1       | 34/157 [00:02<00:08, 15.31it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.31it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.34it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.40it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.53it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.60it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.61it/s]
 31%|###       | 48/157 [00:03<00:06, 15.62it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.66it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.51it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.58it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.64it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.67it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.71it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.76it/s]
 41%|####      | 64/157 [00:04<00:05, 15.74it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.61it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.48it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.35it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.48it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.39it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.45it/s]
 50%|####9     | 78/157 [00:05<00:05, 15.49it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.40it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.49it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.36it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.40it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.37it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.38it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.43it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.46it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.52it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.60it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.67it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.70it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.69it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.55it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.49it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.45it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.53it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.40it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.43it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.47it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.47it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.61it/s]
 79%|#######8  | 124/157 [00:08<00:02, 15.64it/s]
 80%|########  | 126/157 [00:08<00:01, 15.64it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.70it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.70it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.60it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.55it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.44it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.44it/s]
 89%|########9 | 140/157 [00:09<00:01, 15.40it/s]
 90%|######### | 142/157 [00:09<00:00, 15.53it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.44it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.51it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.61it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.51it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.48it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.57it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.40it/s]
100%|##########| 157/157 [00:10<00:00, 15.54it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.44it/s]
  1%|          | 4/781 [00:00<00:48, 15.87it/s]
  1%|          | 6/781 [00:00<00:48, 16.03it/s]
  1%|1         | 8/781 [00:00<00:46, 16.55it/s]
  1%|1         | 10/781 [00:00<00:45, 17.03it/s]
  2%|1         | 12/781 [00:00<00:44, 17.32it/s]
  2%|1         | 14/781 [00:00<00:43, 17.53it/s]
  2%|2         | 16/781 [00:00<00:43, 17.71it/s]
  2%|2         | 18/781 [00:01<00:42, 17.84it/s]
  3%|2         | 20/781 [00:01<00:42, 17.79it/s]
  3%|2         | 22/781 [00:01<00:42, 17.65it/s]
  3%|3         | 24/781 [00:01<00:42, 17.76it/s]
  3%|3         | 26/781 [00:01<00:42, 17.90it/s]
  4%|3         | 28/781 [00:01<00:41, 17.97it/s]
  4%|3         | 30/781 [00:01<00:41, 18.05it/s]
  4%|4         | 32/781 [00:01<00:42, 17.78it/s]
  4%|4         | 34/781 [00:01<00:42, 17.62it/s]
  5%|4         | 36/781 [00:02<00:42, 17.59it/s]
  5%|4         | 38/781 [00:02<00:42, 17.60it/s]
  5%|5         | 40/781 [00:02<00:41, 17.66it/s]
  5%|5         | 42/781 [00:02<00:41, 17.68it/s]
  6%|5         | 44/781 [00:02<00:41, 17.78it/s]
  6%|5         | 46/781 [00:02<00:41, 17.90it/s]
  6%|6         | 48/781 [00:02<00:40, 17.96it/s]
  6%|6         | 50/781 [00:02<00:40, 17.89it/s]
  7%|6         | 52/781 [00:02<00:40, 17.85it/s]
  7%|6         | 54/781 [00:03<00:40, 17.85it/s]
  7%|7         | 56/781 [00:03<00:40, 17.84it/s]
  7%|7         | 58/781 [00:03<00:40, 17.82it/s]
  8%|7         | 60/781 [00:03<00:40, 17.87it/s]
  8%|7         | 62/781 [00:03<00:40, 17.97it/s]
  8%|8         | 64/781 [00:03<00:39, 17.95it/s]
  8%|8         | 66/781 [00:03<00:39, 18.01it/s]
  9%|8         | 68/781 [00:03<00:39, 17.97it/s]
  9%|8         | 70/781 [00:03<00:39, 18.01it/s]
  9%|9         | 72/781 [00:04<00:39, 17.99it/s]
  9%|9         | 74/781 [00:04<00:39, 18.06it/s]
 10%|9         | 76/781 [00:04<00:38, 18.11it/s]
 10%|9         | 78/781 [00:04<00:38, 18.19it/s]
 10%|#         | 80/781 [00:04<00:38, 18.16it/s]
 10%|#         | 82/781 [00:04<00:38, 17.97it/s]
 11%|#         | 84/781 [00:04<00:38, 17.88it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.79it/s]
 11%|#1        | 88/781 [00:04<00:39, 17.58it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.68it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.81it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.98it/s]
 12%|#2        | 96/781 [00:05<00:38, 18.02it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.06it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.14it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.17it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.87it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.82it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.79it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.83it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.91it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.95it/s]
 15%|#4        | 116/781 [00:06<00:36, 17.99it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.99it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.89it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.70it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.75it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.87it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.92it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.98it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.90it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.69it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.80it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.68it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.75it/s]
 18%|#8        | 142/781 [00:07<00:35, 17.87it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.99it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.99it/s]
 19%|#8        | 148/781 [00:08<00:35, 18.04it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.10it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.14it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.18it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.08it/s]
 20%|##        | 158/781 [00:08<00:34, 18.16it/s]
 20%|##        | 160/781 [00:08<00:35, 17.64it/s]
 21%|##        | 162/781 [00:09<00:35, 17.62it/s]
 21%|##        | 164/781 [00:09<00:35, 17.52it/s]
 21%|##1       | 166/781 [00:09<00:35, 17.43it/s]
 22%|##1       | 168/781 [00:09<00:35, 17.29it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.48it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.58it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.70it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.81it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.70it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.68it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.76it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.14it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.16it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.24it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.01it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.79it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.90it/s]
 25%|##5       | 196/781 [00:11<00:32, 17.85it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.08it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.14it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.83it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.72it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.43it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.51it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.74it/s]
 27%|##7       | 212/781 [00:11<00:32, 17.75it/s]
 27%|##7       | 214/781 [00:12<00:32, 17.66it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.70it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.80it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.73it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.80it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.90it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.73it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.86it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.87it/s]
 30%|##9       | 232/781 [00:13<00:30, 17.91it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.87it/s]
 30%|###       | 236/781 [00:13<00:30, 17.91it/s]
 30%|###       | 238/781 [00:13<00:30, 17.97it/s]
 31%|###       | 240/781 [00:13<00:30, 17.99it/s]
 31%|###       | 242/781 [00:13<00:29, 18.03it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.05it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.99it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.88it/s]
 32%|###2      | 250/781 [00:14<00:29, 17.85it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.90it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.97it/s]
 33%|###2      | 256/781 [00:14<00:29, 18.03it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.82it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.69it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.82it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.87it/s]
 34%|###4      | 266/781 [00:15<00:45, 11.36it/s]
 34%|###4      | 268/781 [00:15<00:40, 12.75it/s]
 35%|###4      | 270/781 [00:15<00:36, 13.96it/s]
 35%|###4      | 272/781 [00:15<00:34, 14.91it/s]
 35%|###5      | 274/781 [00:15<00:32, 15.50it/s]
 35%|###5      | 276/781 [00:15<00:31, 15.93it/s]
 36%|###5      | 278/781 [00:15<00:30, 16.56it/s]
 36%|###5      | 280/781 [00:15<00:29, 17.03it/s]
 36%|###6      | 282/781 [00:16<00:28, 17.33it/s]
 36%|###6      | 284/781 [00:16<00:28, 17.57it/s]
 37%|###6      | 286/781 [00:16<00:28, 17.46it/s]
 37%|###6      | 288/781 [00:16<00:27, 17.63it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.75it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.87it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.80it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.76it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.83it/s]
 38%|###8      | 300/781 [00:17<00:26, 17.93it/s]
 39%|###8      | 302/781 [00:17<00:27, 17.71it/s]
 39%|###8      | 304/781 [00:17<00:26, 17.87it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.82it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.90it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.88it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.96it/s]
 40%|####      | 314/781 [00:17<00:25, 18.02it/s]
 40%|####      | 316/781 [00:17<00:25, 18.07it/s]
 41%|####      | 318/781 [00:18<00:25, 18.11it/s]
 41%|####      | 320/781 [00:18<00:25, 18.15it/s]
 41%|####1     | 322/781 [00:18<00:25, 18.19it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.97it/s]
 42%|####1     | 326/781 [00:18<00:25, 18.06it/s]
 42%|####1     | 328/781 [00:18<00:25, 18.09it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.09it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.10it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.90it/s]
 43%|####3     | 336/781 [00:19<00:25, 17.78it/s]
 43%|####3     | 338/781 [00:19<00:25, 17.46it/s]
 44%|####3     | 340/781 [00:19<00:25, 17.35it/s]
 44%|####3     | 342/781 [00:19<00:25, 17.35it/s]
 44%|####4     | 344/781 [00:19<00:25, 17.21it/s]
 44%|####4     | 346/781 [00:19<00:25, 17.06it/s]
 45%|####4     | 348/781 [00:19<00:25, 17.21it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.35it/s]
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100%|#########9| 779/781 [00:40<00:00, 20.73it/s]
100%|##########| 781/781 [00:41<00:00, 19.05it/s]




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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:08<00:00,  8.49s/it]
100%|##########| 1/1 [00:08<00:00,  8.49s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
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  4%|3         | 6/157 [00:00<00:10, 15.05it/s]
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  8%|7         | 12/157 [00:00<00:08, 16.13it/s]
  9%|8         | 14/157 [00:00<00:08, 16.40it/s]
 10%|#         | 16/157 [00:01<00:08, 16.29it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.46it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.52it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.52it/s]
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 17%|#6        | 26/157 [00:01<00:08, 16.37it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.40it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.55it/s]
 20%|##        | 32/157 [00:01<00:07, 16.59it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.63it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.54it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.86it/s]
 41%|####      | 64/157 [00:03<00:05, 16.89it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.90it/s]
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 50%|####9     | 78/157 [00:04<00:04, 16.99it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.88it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.93it/s]
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 61%|######1   | 96/157 [00:05<00:03, 17.03it/s]
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 80%|########  | 126/157 [00:07<00:01, 16.51it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.49it/s]
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100%|##########| 157/157 [00:09<00:00, 16.68it/s]

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  3%|2         | 22/781 [00:01<00:39, 19.44it/s]
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  7%|6         | 54/781 [00:02<00:38, 19.01it/s]
  7%|7         | 56/781 [00:02<00:38, 18.94it/s]
  7%|7         | 58/781 [00:03<00:38, 18.98it/s]
  8%|7         | 60/781 [00:03<00:37, 19.24it/s]
  8%|7         | 62/781 [00:03<00:37, 19.42it/s]
  8%|8         | 64/781 [00:03<00:36, 19.44it/s]
  8%|8         | 66/781 [00:03<00:36, 19.39it/s]
  9%|8         | 68/781 [00:03<00:36, 19.52it/s]
  9%|8         | 70/781 [00:03<00:36, 19.52it/s]
  9%|9         | 72/781 [00:03<00:36, 19.60it/s]
  9%|9         | 74/781 [00:03<00:35, 19.67it/s]
 10%|9         | 76/781 [00:03<00:35, 19.59it/s]
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 10%|#         | 80/781 [00:04<00:35, 19.62it/s]
 10%|#         | 82/781 [00:04<00:35, 19.54it/s]
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 11%|#1        | 86/781 [00:04<00:35, 19.60it/s]
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 14%|#3        | 106/781 [00:05<00:34, 19.29it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.23it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.30it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.48it/s]
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 15%|#5        | 118/781 [00:06<00:33, 19.61it/s]
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 16%|#6        | 126/781 [00:06<00:33, 19.75it/s]
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 17%|#6        | 130/781 [00:06<00:33, 19.46it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.50it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.54it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.14it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.27it/s]
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 20%|##        | 158/781 [00:08<00:32, 18.94it/s]
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 21%|##        | 162/781 [00:08<00:32, 19.26it/s]
 21%|##        | 164/781 [00:08<00:31, 19.41it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.34it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.05it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.26it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.45it/s]
 22%|##2       | 174/781 [00:08<00:31, 19.49it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.63it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.72it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.44it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.36it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.70it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.63it/s]
 24%|##4       | 188/781 [00:09<00:32, 18.47it/s]
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 30%|###       | 236/781 [00:12<00:27, 19.55it/s]
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 31%|###       | 240/781 [00:12<00:27, 19.42it/s]
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 33%|###3      | 258/781 [00:13<00:26, 19.38it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.37it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.36it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.40it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.48it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.54it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.42it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.51it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.23it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.41it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.53it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.61it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.46it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.41it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.45it/s]
 37%|###6      | 288/781 [00:14<00:25, 19.40it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.49it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.54it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.54it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.58it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.31it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.09it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.15it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.27it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.36it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.52it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.47it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.39it/s]
 40%|####      | 314/781 [00:16<00:24, 19.40it/s]
 40%|####      | 316/781 [00:16<00:23, 19.43it/s]
 41%|####      | 318/781 [00:16<00:23, 19.57it/s]
 41%|####      | 320/781 [00:16<00:24, 19.13it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.28it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.16it/s]
 42%|####1     | 326/781 [00:16<00:23, 19.16it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.28it/s]
 42%|####2     | 331/781 [00:17<00:22, 19.58it/s]
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 43%|####2     | 335/781 [00:17<00:22, 19.71it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.64it/s]
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 44%|####4     | 345/781 [00:17<00:22, 19.52it/s]
 45%|####4     | 348/781 [00:18<00:21, 19.70it/s]
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 48%|####8     | 377/781 [00:19<00:20, 19.55it/s]
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 50%|####9     | 387/781 [00:20<00:20, 19.20it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 391/781 [00:20<00:20, 19.27it/s]
 50%|#####     | 393/781 [00:20<00:20, 19.17it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.58it/s]
 51%|#####     | 397/781 [00:20<00:20, 18.53it/s]
 51%|#####1    | 399/781 [00:20<00:20, 18.59it/s]
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 70%|#######   | 547/781 [00:28<00:12, 18.68it/s]
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 71%|#######1  | 555/781 [00:29<00:12, 18.74it/s]
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 80%|########  | 625/781 [00:32<00:08, 18.37it/s]
 80%|########  | 627/781 [00:32<00:08, 18.52it/s]
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 83%|########2 | 647/781 [00:33<00:07, 18.93it/s]
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 84%|########3 | 655/781 [00:34<00:06, 19.05it/s]
 84%|########4 | 657/781 [00:34<00:06, 18.93it/s]
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 91%|######### | 708/781 [00:37<00:03, 19.35it/s]
 91%|######### | 710/781 [00:37<00:03, 19.47it/s]
 91%|#########1| 712/781 [00:37<00:03, 19.56it/s]
 91%|#########1| 714/781 [00:37<00:03, 19.44it/s]
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 92%|#########2| 720/781 [00:37<00:03, 19.18it/s]
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 96%|#########6| 750/781 [00:39<00:01, 19.06it/s]
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 98%|#########8| 768/781 [00:40<00:00, 19.73it/s]
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 99%|#########9| 777/781 [00:40<00:00, 19.76it/s]
100%|#########9| 779/781 [00:40<00:00, 19.58it/s]
100%|##########| 781/781 [00:40<00:00, 19.54it/s]
100%|##########| 781/781 [00:40<00:00, 19.11it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.04it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.01s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.08s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
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  8%|7         | 59/781 [00:02<00:34, 20.74it/s]
  8%|7         | 62/781 [00:03<00:34, 20.74it/s]
  8%|8         | 65/781 [00:03<00:34, 20.71it/s]
  9%|8         | 68/781 [00:03<00:34, 20.74it/s]
  9%|9         | 71/781 [00:03<00:34, 20.52it/s]
  9%|9         | 74/781 [00:03<00:34, 20.40it/s]
 10%|9         | 77/781 [00:03<00:34, 20.26it/s]
 10%|#         | 80/781 [00:03<00:35, 19.93it/s]
 10%|#         | 82/781 [00:04<00:36, 19.24it/s]
 11%|#         | 84/781 [00:04<00:36, 19.16it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.77it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.38it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.45it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.48it/s]
 12%|#2        | 94/781 [00:04<00:37, 18.47it/s]
 12%|#2        | 96/781 [00:04<00:37, 18.27it/s]
 13%|#2        | 98/781 [00:04<00:37, 18.36it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.11it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.90it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.88it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.08it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.05it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.15it/s]
 14%|#4        | 112/781 [00:05<00:37, 17.78it/s]
 15%|#4        | 114/781 [00:05<00:37, 17.71it/s]
 15%|#4        | 116/781 [00:05<00:37, 17.95it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.06it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.41it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.69it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.40it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.05it/s]
 16%|#6        | 128/781 [00:06<00:36, 17.84it/s]
 17%|#6        | 130/781 [00:06<00:36, 17.60it/s]
 17%|#6        | 132/781 [00:06<00:36, 17.64it/s]
 17%|#7        | 134/781 [00:06<00:36, 17.72it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.77it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.88it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.80it/s]
 18%|#8        | 142/781 [00:07<00:35, 17.88it/s]
 18%|#8        | 144/781 [00:07<00:35, 17.88it/s]
 19%|#8        | 146/781 [00:07<00:35, 17.82it/s]
 19%|#8        | 148/781 [00:07<00:35, 17.77it/s]
 19%|#9        | 150/781 [00:07<00:35, 17.88it/s]
 19%|#9        | 152/781 [00:07<00:35, 17.68it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.75it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.71it/s]
 20%|##        | 158/781 [00:08<00:35, 17.36it/s]
 20%|##        | 160/781 [00:08<00:35, 17.69it/s]
 21%|##        | 162/781 [00:08<00:34, 18.11it/s]
 21%|##        | 164/781 [00:08<00:34, 18.13it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.27it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.28it/s]
 22%|##1       | 170/781 [00:08<00:33, 18.25it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.97it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.08it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.48it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.11it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.01it/s]
 23%|##3       | 182/781 [00:09<00:33, 18.01it/s]
 24%|##3       | 184/781 [00:09<00:33, 17.87it/s]
 24%|##3       | 186/781 [00:09<00:33, 17.79it/s]
 24%|##4       | 188/781 [00:09<00:33, 17.88it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.44it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.68it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.95it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.94it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.68it/s]
 26%|##5       | 200/781 [00:10<00:32, 17.61it/s]
 26%|##5       | 202/781 [00:10<00:33, 17.31it/s]
 26%|##6       | 204/781 [00:10<00:33, 17.45it/s]
 26%|##6       | 206/781 [00:10<00:32, 17.71it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.69it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.74it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.06it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.81it/s]
 28%|##7       | 216/781 [00:11<00:31, 17.92it/s]
 28%|##8       | 219/781 [00:11<00:29, 18.81it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.30it/s]
 29%|##8       | 225/781 [00:11<00:28, 19.67it/s]
 29%|##9       | 227/781 [00:12<00:28, 19.60it/s]
 29%|##9       | 229/781 [00:12<00:28, 19.69it/s]
 30%|##9       | 231/781 [00:12<00:28, 19.19it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.71it/s]
 30%|###       | 236/781 [00:12<00:27, 19.52it/s]
 31%|###       | 239/781 [00:12<00:27, 19.95it/s]
 31%|###       | 242/781 [00:12<00:26, 20.22it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.40it/s]
 32%|###1      | 248/781 [00:13<00:26, 19.86it/s]
 32%|###2      | 251/781 [00:13<00:26, 20.16it/s]
 33%|###2      | 254/781 [00:13<00:25, 20.38it/s]
 33%|###2      | 257/781 [00:13<00:25, 20.46it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.55it/s]
 34%|###3      | 263/781 [00:13<00:25, 20.66it/s]
 34%|###4      | 266/781 [00:13<00:24, 20.76it/s]
 34%|###4      | 269/781 [00:14<00:24, 20.83it/s]
 35%|###4      | 272/781 [00:14<00:24, 20.78it/s]
 35%|###5      | 275/781 [00:14<00:24, 20.73it/s]
 36%|###5      | 278/781 [00:14<00:24, 20.67it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.65it/s]
 36%|###6      | 284/781 [00:14<00:24, 20.70it/s]
 37%|###6      | 287/781 [00:15<00:23, 20.77it/s]
 37%|###7      | 290/781 [00:15<00:23, 20.80it/s]
 38%|###7      | 293/781 [00:15<00:23, 20.61it/s]
 38%|###7      | 296/781 [00:15<00:23, 20.74it/s]
 38%|###8      | 299/781 [00:15<00:23, 20.76it/s]
 39%|###8      | 302/781 [00:15<00:23, 20.81it/s]
 39%|###9      | 305/781 [00:15<00:22, 20.82it/s]
 39%|###9      | 308/781 [00:16<00:22, 20.77it/s]
 40%|###9      | 311/781 [00:16<00:22, 20.86it/s]
 40%|####      | 314/781 [00:16<00:22, 20.88it/s]
 41%|####      | 317/781 [00:16<00:22, 20.83it/s]
 41%|####      | 320/781 [00:16<00:22, 20.84it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.73it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.46it/s]
 42%|####2     | 329/781 [00:17<00:21, 20.55it/s]
 43%|####2     | 332/781 [00:17<00:21, 20.62it/s]
 43%|####2     | 335/781 [00:17<00:21, 20.51it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.62it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.75it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.67it/s]
 44%|####4     | 347/781 [00:17<00:20, 20.68it/s]
 45%|####4     | 350/781 [00:18<00:20, 20.62it/s]
 45%|####5     | 353/781 [00:18<00:20, 20.67it/s]
 46%|####5     | 356/781 [00:18<00:20, 20.76it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.76it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.62it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.52it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.45it/s]
 48%|####7     | 371/781 [00:19<00:19, 20.58it/s]
 48%|####7     | 374/781 [00:19<00:19, 20.71it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.74it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.56it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.34it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.24it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.33it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.95it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.12it/s]
 51%|#####     | 398/781 [00:20<00:19, 20.14it/s]
 51%|#####1    | 401/781 [00:20<00:19, 19.70it/s]
 52%|#####1    | 403/781 [00:20<00:19, 19.20it/s]
 52%|#####1    | 405/781 [00:20<00:19, 18.87it/s]
 52%|#####2    | 407/781 [00:20<00:20, 18.55it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.99it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.68it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.44it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.64it/s]
 54%|#####3    | 419/781 [00:21<00:18, 19.21it/s]
 54%|#####4    | 422/781 [00:21<00:18, 19.56it/s]
 54%|#####4    | 425/781 [00:21<00:17, 19.98it/s]
 55%|#####4    | 428/781 [00:21<00:17, 20.26it/s]
 55%|#####5    | 431/781 [00:22<00:17, 20.45it/s]
 56%|#####5    | 434/781 [00:22<00:16, 20.54it/s]
 56%|#####5    | 437/781 [00:22<00:16, 20.59it/s]
 56%|#####6    | 440/781 [00:22<00:16, 20.21it/s]
 57%|#####6    | 443/781 [00:22<00:16, 20.43it/s]
 57%|#####7    | 446/781 [00:22<00:16, 20.36it/s]
 57%|#####7    | 449/781 [00:22<00:16, 20.38it/s]
 58%|#####7    | 452/781 [00:23<00:16, 20.45it/s]
 58%|#####8    | 455/781 [00:23<00:15, 20.55it/s]
 59%|#####8    | 458/781 [00:23<00:15, 20.58it/s]
 59%|#####9    | 461/781 [00:23<00:15, 20.68it/s]
 59%|#####9    | 464/781 [00:23<00:15, 20.77it/s]
 60%|#####9    | 467/781 [00:23<00:15, 20.56it/s]
 60%|######    | 470/781 [00:24<00:15, 20.55it/s]
 61%|######    | 473/781 [00:24<00:15, 20.53it/s]
 61%|######    | 476/781 [00:24<00:14, 20.63it/s]
 61%|######1   | 479/781 [00:24<00:14, 20.69it/s]
 62%|######1   | 482/781 [00:24<00:14, 20.70it/s]
 62%|######2   | 485/781 [00:24<00:14, 20.64it/s]
 62%|######2   | 488/781 [00:24<00:14, 20.67it/s]
 63%|######2   | 491/781 [00:25<00:13, 20.76it/s]
 63%|######3   | 494/781 [00:25<00:14, 20.39it/s]
 64%|######3   | 497/781 [00:25<00:13, 20.37it/s]
 64%|######4   | 500/781 [00:25<00:14, 19.88it/s]
 64%|######4   | 502/781 [00:25<00:14, 19.37it/s]
 65%|######4   | 504/781 [00:25<00:14, 18.93it/s]
 65%|######4   | 506/781 [00:25<00:14, 18.48it/s]
 65%|######5   | 508/781 [00:25<00:14, 18.23it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.09it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.00it/s]
 66%|######5   | 514/781 [00:26<00:15, 17.76it/s]
 66%|######6   | 516/781 [00:26<00:14, 17.74it/s]
 66%|######6   | 518/781 [00:26<00:14, 17.85it/s]
 67%|######6   | 520/781 [00:26<00:14, 17.61it/s]
 67%|######6   | 522/781 [00:26<00:14, 17.68it/s]
 67%|######7   | 524/781 [00:26<00:14, 17.69it/s]
 67%|######7   | 526/781 [00:26<00:14, 17.74it/s]
 68%|######7   | 528/781 [00:27<00:14, 17.89it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.00it/s]
 68%|######8   | 532/781 [00:27<00:13, 18.14it/s]
 68%|######8   | 534/781 [00:27<00:13, 17.90it/s]
 69%|######8   | 536/781 [00:27<00:13, 18.38it/s]
 69%|######8   | 538/781 [00:27<00:12, 18.70it/s]
 69%|######9   | 540/781 [00:27<00:12, 18.95it/s]
 69%|######9   | 542/781 [00:27<00:12, 19.17it/s]
 70%|######9   | 544/781 [00:27<00:12, 19.32it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.44it/s]
 70%|#######   | 548/781 [00:28<00:11, 19.59it/s]
 71%|#######   | 551/781 [00:28<00:11, 20.07it/s]
 71%|#######   | 554/781 [00:28<00:11, 20.29it/s]
 71%|#######1  | 557/781 [00:28<00:10, 20.37it/s]
 72%|#######1  | 560/781 [00:28<00:10, 20.50it/s]
 72%|#######2  | 563/781 [00:28<00:10, 20.52it/s]
 72%|#######2  | 566/781 [00:28<00:10, 20.61it/s]
 73%|#######2  | 569/781 [00:29<00:10, 20.24it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.73it/s]
 74%|#######3  | 575/781 [00:29<00:10, 19.95it/s]
 74%|#######4  | 578/781 [00:29<00:10, 20.20it/s]
 74%|#######4  | 581/781 [00:29<00:09, 20.28it/s]
 75%|#######4  | 584/781 [00:29<00:09, 20.40it/s]
 75%|#######5  | 587/781 [00:30<00:09, 20.42it/s]
 76%|#######5  | 590/781 [00:30<00:09, 20.43it/s]
 76%|#######5  | 593/781 [00:30<00:09, 20.35it/s]
 76%|#######6  | 596/781 [00:30<00:09, 20.44it/s]
 77%|#######6  | 599/781 [00:30<00:08, 20.55it/s]
 77%|#######7  | 602/781 [00:30<00:08, 20.63it/s]
 77%|#######7  | 605/781 [00:30<00:08, 20.65it/s]
 78%|#######7  | 608/781 [00:31<00:08, 20.51it/s]
 78%|#######8  | 611/781 [00:31<00:08, 20.66it/s]
 79%|#######8  | 614/781 [00:31<00:08, 20.74it/s]
 79%|#######9  | 617/781 [00:31<00:07, 20.66it/s]
 79%|#######9  | 620/781 [00:31<00:07, 20.54it/s]
 80%|#######9  | 623/781 [00:31<00:07, 20.46it/s]
 80%|########  | 626/781 [00:31<00:07, 20.17it/s]
 81%|########  | 629/781 [00:32<00:07, 20.32it/s]
 81%|########  | 632/781 [00:32<00:07, 20.32it/s]
 81%|########1 | 635/781 [00:32<00:07, 20.04it/s]
 82%|########1 | 638/781 [00:32<00:07, 20.00it/s]
 82%|########2 | 641/781 [00:32<00:06, 20.05it/s]
 82%|########2 | 644/781 [00:32<00:06, 20.04it/s]
 83%|########2 | 647/781 [00:32<00:06, 19.99it/s]
 83%|########3 | 649/781 [00:33<00:06, 19.50it/s]
 83%|########3 | 651/781 [00:33<00:06, 19.54it/s]
 84%|########3 | 654/781 [00:33<00:06, 19.92it/s]
 84%|########3 | 656/781 [00:33<00:06, 19.68it/s]
 84%|########4 | 658/781 [00:33<00:06, 19.29it/s]
 85%|########4 | 661/781 [00:33<00:06, 19.68it/s]
 85%|########5 | 664/781 [00:33<00:05, 20.03it/s]
 85%|########5 | 666/781 [00:33<00:05, 19.74it/s]
 86%|########5 | 669/781 [00:34<00:05, 19.73it/s]
 86%|########6 | 672/781 [00:34<00:05, 19.89it/s]
 86%|########6 | 674/781 [00:34<00:05, 19.78it/s]
 87%|########6 | 677/781 [00:34<00:05, 20.17it/s]
 87%|########7 | 680/781 [00:34<00:04, 20.39it/s]
 87%|########7 | 683/781 [00:34<00:04, 20.28it/s]
 88%|########7 | 686/781 [00:34<00:04, 20.33it/s]
 88%|########8 | 689/781 [00:35<00:04, 20.57it/s]
 89%|########8 | 692/781 [00:35<00:04, 20.58it/s]
 89%|########8 | 695/781 [00:35<00:04, 20.63it/s]
 89%|########9 | 698/781 [00:35<00:04, 20.42it/s]
 90%|########9 | 701/781 [00:35<00:03, 20.52it/s]
 90%|######### | 704/781 [00:35<00:03, 20.54it/s]
 91%|######### | 707/781 [00:35<00:03, 20.48it/s]
 91%|######### | 710/781 [00:36<00:03, 20.40it/s]
 91%|#########1| 713/781 [00:36<00:03, 20.51it/s]
 92%|#########1| 716/781 [00:36<00:03, 20.53it/s]
 92%|#########2| 719/781 [00:36<00:03, 20.58it/s]
 92%|#########2| 722/781 [00:36<00:02, 20.67it/s]
 93%|#########2| 725/781 [00:36<00:02, 20.72it/s]
 93%|#########3| 728/781 [00:36<00:02, 20.68it/s]
 94%|#########3| 731/781 [00:37<00:02, 20.81it/s]
 94%|#########3| 734/781 [00:37<00:02, 21.01it/s]
 94%|#########4| 737/781 [00:37<00:02, 21.18it/s]
 95%|#########4| 740/781 [00:37<00:01, 21.16it/s]
 95%|#########5| 743/781 [00:37<00:01, 20.77it/s]
 96%|#########5| 746/781 [00:37<00:01, 20.74it/s]
 96%|#########5| 749/781 [00:37<00:01, 20.58it/s]
 96%|#########6| 752/781 [00:38<00:01, 20.54it/s]
 97%|#########6| 755/781 [00:38<00:01, 20.52it/s]
 97%|#########7| 758/781 [00:38<00:01, 20.51it/s]
 97%|#########7| 761/781 [00:38<00:00, 20.52it/s]
 98%|#########7| 764/781 [00:38<00:00, 20.60it/s]
 98%|#########8| 767/781 [00:38<00:00, 20.63it/s]
 99%|#########8| 770/781 [00:39<00:00, 20.63it/s]
 99%|#########8| 773/781 [00:39<00:00, 20.70it/s]
 99%|#########9| 776/781 [00:39<00:00, 20.84it/s]
100%|#########9| 779/781 [00:39<00:00, 21.00it/s]
100%|##########| 781/781 [00:39<00:00, 19.76it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.04it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
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  1%|1         | 8/781 [00:00<00:40, 18.95it/s]
  1%|1         | 10/781 [00:00<00:40, 19.17it/s]
  2%|1         | 12/781 [00:00<00:40, 19.20it/s]
  2%|1         | 14/781 [00:00<00:39, 19.25it/s]
  2%|2         | 16/781 [00:00<00:39, 19.32it/s]
  2%|2         | 18/781 [00:00<00:39, 19.42it/s]
  3%|2         | 20/781 [00:01<00:38, 19.53it/s]
  3%|2         | 22/781 [00:01<00:38, 19.51it/s]
  3%|3         | 24/781 [00:01<00:39, 19.25it/s]
  3%|3         | 26/781 [00:01<00:38, 19.38it/s]
  4%|3         | 28/781 [00:01<00:38, 19.35it/s]
  4%|3         | 30/781 [00:01<00:39, 19.20it/s]
  4%|4         | 32/781 [00:01<00:39, 19.14it/s]
  4%|4         | 34/781 [00:01<00:38, 19.26it/s]
  5%|4         | 36/781 [00:01<00:38, 19.45it/s]
  5%|4         | 38/781 [00:01<00:38, 19.48it/s]
  5%|5         | 40/781 [00:02<00:38, 19.49it/s]
  5%|5         | 42/781 [00:02<00:37, 19.63it/s]
  6%|5         | 44/781 [00:02<00:37, 19.56it/s]
  6%|5         | 46/781 [00:02<00:37, 19.67it/s]
  6%|6         | 48/781 [00:02<00:37, 19.44it/s]
  6%|6         | 50/781 [00:02<00:37, 19.33it/s]
  7%|6         | 52/781 [00:02<00:37, 19.27it/s]
  7%|6         | 54/781 [00:02<00:37, 19.46it/s]
  7%|7         | 56/781 [00:02<00:36, 19.60it/s]
  7%|7         | 58/781 [00:02<00:36, 19.57it/s]
  8%|7         | 60/781 [00:03<00:36, 19.68it/s]
  8%|7         | 62/781 [00:03<00:36, 19.69it/s]
  8%|8         | 64/781 [00:03<00:36, 19.49it/s]
  8%|8         | 66/781 [00:03<00:36, 19.50it/s]
  9%|8         | 68/781 [00:03<00:36, 19.62it/s]
  9%|8         | 70/781 [00:03<00:36, 19.65it/s]
  9%|9         | 72/781 [00:03<00:36, 19.54it/s]
  9%|9         | 74/781 [00:03<00:36, 19.46it/s]
 10%|9         | 76/781 [00:03<00:36, 19.55it/s]
 10%|9         | 78/781 [00:04<00:35, 19.68it/s]
 10%|#         | 80/781 [00:04<00:35, 19.74it/s]
 10%|#         | 82/781 [00:04<00:35, 19.75it/s]
 11%|#         | 84/781 [00:04<00:35, 19.77it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.77it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.79it/s]
 12%|#1        | 90/781 [00:04<00:34, 19.81it/s]
 12%|#1        | 92/781 [00:04<00:34, 19.72it/s]
 12%|#2        | 94/781 [00:04<00:34, 19.67it/s]
 12%|#2        | 96/781 [00:04<00:34, 19.63it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.57it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.45it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.58it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.68it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.74it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.76it/s]
 14%|#4        | 111/781 [00:05<00:33, 19.86it/s]
 14%|#4        | 113/781 [00:05<00:33, 19.80it/s]
 15%|#4        | 115/781 [00:05<00:34, 19.50it/s]
 15%|#4        | 117/781 [00:05<00:33, 19.61it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.63it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.68it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.61it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.70it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.77it/s]
 17%|#6        | 129/781 [00:06<00:32, 19.79it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.69it/s]
 17%|#7        | 133/781 [00:06<00:32, 19.74it/s]
 17%|#7        | 135/781 [00:06<00:33, 19.03it/s]
 18%|#7        | 137/781 [00:07<00:33, 19.05it/s]
 18%|#7        | 139/781 [00:07<00:34, 18.75it/s]
 18%|#8        | 141/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 143/781 [00:07<00:33, 19.02it/s]
 19%|#8        | 145/781 [00:07<00:33, 19.18it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.25it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.19it/s]
 19%|#9        | 151/781 [00:07<00:32, 19.13it/s]
 20%|#9        | 153/781 [00:07<00:32, 19.14it/s]
 20%|#9        | 155/781 [00:07<00:32, 19.19it/s]
 20%|##        | 157/781 [00:08<00:32, 19.16it/s]
 20%|##        | 159/781 [00:08<00:32, 19.12it/s]
 21%|##        | 161/781 [00:08<00:32, 18.79it/s]
 21%|##        | 163/781 [00:08<00:32, 18.89it/s]
 21%|##1       | 165/781 [00:08<00:32, 18.68it/s]
 21%|##1       | 167/781 [00:08<00:32, 18.76it/s]
 22%|##1       | 169/781 [00:08<00:32, 18.56it/s]
 22%|##1       | 171/781 [00:08<00:32, 18.69it/s]
 22%|##2       | 173/781 [00:08<00:32, 18.50it/s]
 22%|##2       | 175/781 [00:09<00:32, 18.49it/s]
 23%|##2       | 177/781 [00:09<00:33, 17.88it/s]
 23%|##2       | 179/781 [00:09<00:33, 17.89it/s]
 23%|##3       | 181/781 [00:09<00:33, 17.94it/s]
 23%|##3       | 183/781 [00:09<00:33, 18.03it/s]
 24%|##3       | 185/781 [00:09<00:32, 18.18it/s]
 24%|##3       | 187/781 [00:09<00:32, 18.10it/s]
 24%|##4       | 189/781 [00:09<00:32, 18.17it/s]
 24%|##4       | 191/781 [00:09<00:32, 18.40it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.48it/s]
 25%|##4       | 195/781 [00:10<00:31, 18.57it/s]
 25%|##5       | 197/781 [00:10<00:31, 18.58it/s]
 25%|##5       | 199/781 [00:10<00:31, 18.74it/s]
 26%|##5       | 201/781 [00:10<00:30, 18.82it/s]
 26%|##5       | 203/781 [00:10<00:30, 18.68it/s]
 26%|##6       | 205/781 [00:10<00:30, 18.74it/s]
 27%|##6       | 207/781 [00:10<00:30, 18.72it/s]
 27%|##6       | 209/781 [00:10<00:30, 18.85it/s]
 27%|##7       | 211/781 [00:10<00:30, 18.64it/s]
 27%|##7       | 213/781 [00:11<00:31, 18.20it/s]
 28%|##7       | 215/781 [00:11<00:30, 18.32it/s]
 28%|##7       | 217/781 [00:11<00:30, 18.33it/s]
 28%|##8       | 219/781 [00:11<00:30, 18.44it/s]
 28%|##8       | 221/781 [00:11<00:30, 18.54it/s]
 29%|##8       | 223/781 [00:11<00:29, 18.70it/s]
 29%|##8       | 225/781 [00:11<00:29, 18.75it/s]
 29%|##9       | 227/781 [00:11<00:29, 18.83it/s]
 29%|##9       | 229/781 [00:11<00:29, 18.70it/s]
 30%|##9       | 231/781 [00:12<00:29, 18.63it/s]
 30%|##9       | 233/781 [00:12<00:29, 18.61it/s]
 30%|###       | 235/781 [00:12<00:29, 18.61it/s]
 30%|###       | 237/781 [00:12<00:29, 18.22it/s]
 31%|###       | 239/781 [00:12<00:29, 18.41it/s]
 31%|###       | 241/781 [00:12<00:29, 18.56it/s]
 31%|###1      | 243/781 [00:12<00:28, 18.58it/s]
 31%|###1      | 245/781 [00:12<00:28, 18.75it/s]
 32%|###1      | 247/781 [00:12<00:28, 18.85it/s]
 32%|###1      | 249/781 [00:13<00:28, 18.91it/s]
 32%|###2      | 251/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 253/781 [00:13<00:28, 18.41it/s]
 33%|###2      | 255/781 [00:13<00:28, 18.60it/s]
 33%|###2      | 257/781 [00:13<00:27, 18.76it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 261/781 [00:13<00:27, 18.80it/s]
 34%|###3      | 263/781 [00:13<00:28, 18.50it/s]
 34%|###3      | 265/781 [00:13<00:27, 18.43it/s]
 34%|###4      | 267/781 [00:14<00:28, 18.34it/s]
 34%|###4      | 269/781 [00:14<00:27, 18.50it/s]
 35%|###4      | 271/781 [00:14<00:27, 18.65it/s]
 35%|###4      | 273/781 [00:14<00:27, 18.79it/s]
 35%|###5      | 275/781 [00:14<00:26, 18.86it/s]
 35%|###5      | 277/781 [00:14<00:26, 18.82it/s]
 36%|###5      | 279/781 [00:14<00:26, 18.74it/s]
 36%|###5      | 281/781 [00:14<00:26, 18.74it/s]
 36%|###6      | 283/781 [00:14<00:26, 18.83it/s]
 36%|###6      | 285/781 [00:14<00:26, 18.86it/s]
 37%|###6      | 287/781 [00:15<00:26, 18.88it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.03it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.12it/s]
 38%|###7      | 293/781 [00:15<00:25, 18.91it/s]
 38%|###7      | 295/781 [00:15<00:25, 18.91it/s]
 38%|###8      | 297/781 [00:15<00:25, 18.99it/s]
 38%|###8      | 299/781 [00:15<00:25, 18.93it/s]
 39%|###8      | 301/781 [00:15<00:25, 18.70it/s]
 39%|###8      | 303/781 [00:15<00:25, 18.46it/s]
 39%|###9      | 305/781 [00:16<00:25, 18.66it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.30it/s]
 40%|###9      | 309/781 [00:16<00:25, 18.32it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.44it/s]
 40%|####      | 313/781 [00:16<00:25, 18.66it/s]
 40%|####      | 315/781 [00:16<00:24, 18.74it/s]
 41%|####      | 317/781 [00:16<00:24, 18.71it/s]
 41%|####      | 319/781 [00:16<00:24, 18.64it/s]
 41%|####1     | 321/781 [00:16<00:24, 18.48it/s]
 41%|####1     | 323/781 [00:17<00:24, 18.67it/s]
 42%|####1     | 325/781 [00:17<00:24, 18.74it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.87it/s]
 42%|####2     | 329/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.68it/s]
 43%|####2     | 333/781 [00:17<00:23, 18.83it/s]
 43%|####2     | 335/781 [00:17<00:23, 18.83it/s]
 43%|####3     | 337/781 [00:17<00:23, 18.91it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.98it/s]
 44%|####3     | 341/781 [00:17<00:23, 18.73it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.69it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.72it/s]
 44%|####4     | 347/781 [00:18<00:22, 18.87it/s]
 45%|####4     | 349/781 [00:18<00:22, 18.98it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.00it/s]
 45%|####5     | 353/781 [00:18<00:22, 18.71it/s]
 45%|####5     | 355/781 [00:18<00:22, 18.59it/s]
 46%|####5     | 357/781 [00:18<00:22, 18.61it/s]
 46%|####5     | 359/781 [00:18<00:22, 18.74it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.86it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.77it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.70it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.69it/s]
 47%|####7     | 369/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 371/781 [00:19<00:21, 18.88it/s]
 48%|####7     | 373/781 [00:19<00:21, 18.87it/s]
 48%|####8     | 375/781 [00:19<00:21, 18.93it/s]
 48%|####8     | 377/781 [00:19<00:21, 19.01it/s]
 49%|####8     | 379/781 [00:19<00:21, 19.08it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.11it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.95it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.84it/s]
 50%|####9     | 387/781 [00:20<00:20, 18.81it/s]
 50%|####9     | 389/781 [00:20<00:21, 18.65it/s]
 50%|#####     | 391/781 [00:20<00:20, 18.74it/s]
 50%|#####     | 393/781 [00:20<00:20, 18.66it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.44it/s]
 51%|#####     | 397/781 [00:20<00:20, 18.48it/s]
 51%|#####1    | 399/781 [00:21<00:20, 18.56it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.71it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.56it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.49it/s]
 52%|#####2    | 407/781 [00:21<00:20, 18.60it/s]
 52%|#####2    | 409/781 [00:21<00:20, 18.59it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.72it/s]
 53%|#####2    | 413/781 [00:21<00:19, 18.82it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.69it/s]
 53%|#####3    | 417/781 [00:22<00:19, 18.81it/s]
 54%|#####3    | 419/781 [00:22<00:19, 18.90it/s]
 54%|#####3    | 421/781 [00:22<00:19, 18.94it/s]
 54%|#####4    | 423/781 [00:22<00:18, 18.91it/s]
 54%|#####4    | 425/781 [00:22<00:18, 18.98it/s]
 55%|#####4    | 427/781 [00:22<00:18, 18.99it/s]
 55%|#####4    | 429/781 [00:22<00:18, 18.98it/s]
 55%|#####5    | 431/781 [00:22<00:18, 19.01it/s]
 55%|#####5    | 433/781 [00:22<00:18, 19.06it/s]
 56%|#####5    | 435/781 [00:22<00:18, 19.15it/s]
 56%|#####5    | 437/781 [00:23<00:18, 18.98it/s]
 56%|#####6    | 439/781 [00:23<00:18, 18.95it/s]
 56%|#####6    | 441/781 [00:23<00:17, 18.99it/s]
 57%|#####6    | 443/781 [00:23<00:17, 18.88it/s]
 57%|#####6    | 445/781 [00:23<00:18, 18.64it/s]
 57%|#####7    | 447/781 [00:23<00:17, 18.64it/s]
 57%|#####7    | 449/781 [00:23<00:17, 18.52it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.57it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.48it/s]
 58%|#####8    | 455/781 [00:24<00:17, 18.55it/s]
 59%|#####8    | 457/781 [00:24<00:17, 18.63it/s]
 59%|#####8    | 459/781 [00:24<00:17, 18.60it/s]
 59%|#####9    | 461/781 [00:24<00:17, 18.73it/s]
 59%|#####9    | 463/781 [00:24<00:16, 18.88it/s]
 60%|#####9    | 465/781 [00:24<00:16, 18.97it/s]
 60%|#####9    | 467/781 [00:24<00:16, 18.90it/s]
 60%|######    | 469/781 [00:24<00:16, 18.88it/s]
 60%|######    | 471/781 [00:24<00:16, 18.96it/s]
 61%|######    | 473/781 [00:24<00:16, 18.94it/s]
 61%|######    | 475/781 [00:25<00:16, 18.99it/s]
 61%|######1   | 477/781 [00:25<00:16, 18.81it/s]
 61%|######1   | 479/781 [00:25<00:15, 18.89it/s]
 62%|######1   | 481/781 [00:25<00:15, 18.83it/s]
 62%|######1   | 483/781 [00:25<00:15, 18.92it/s]
 62%|######2   | 485/781 [00:25<00:15, 18.91it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.93it/s]
 63%|######2   | 489/781 [00:25<00:15, 18.93it/s]
 63%|######2   | 491/781 [00:25<00:15, 18.97it/s]
 63%|######3   | 493/781 [00:26<00:15, 19.02it/s]
 63%|######3   | 495/781 [00:26<00:15, 18.97it/s]
 64%|######3   | 497/781 [00:26<00:15, 18.80it/s]
 64%|######3   | 499/781 [00:26<00:15, 18.79it/s]
 64%|######4   | 501/781 [00:26<00:14, 18.76it/s]
 64%|######4   | 503/781 [00:26<00:14, 18.86it/s]
 65%|######4   | 505/781 [00:26<00:14, 18.76it/s]
 65%|######4   | 507/781 [00:26<00:14, 18.63it/s]
 65%|######5   | 509/781 [00:26<00:14, 18.54it/s]
 65%|######5   | 511/781 [00:27<00:14, 18.68it/s]
 66%|######5   | 513/781 [00:27<00:14, 18.82it/s]
 66%|######5   | 515/781 [00:27<00:14, 18.94it/s]
 66%|######6   | 517/781 [00:27<00:13, 18.88it/s]
 66%|######6   | 519/781 [00:27<00:13, 18.93it/s]
 67%|######6   | 521/781 [00:27<00:13, 18.95it/s]
 67%|######6   | 523/781 [00:27<00:13, 19.01it/s]
 67%|######7   | 525/781 [00:27<00:13, 19.03it/s]
 67%|######7   | 527/781 [00:27<00:13, 19.04it/s]
 68%|######7   | 529/781 [00:27<00:13, 19.04it/s]
 68%|######7   | 531/781 [00:28<00:13, 18.76it/s]
 68%|######8   | 533/781 [00:28<00:13, 18.85it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.89it/s]
 69%|######8   | 537/781 [00:28<00:12, 18.93it/s]
 69%|######9   | 539/781 [00:28<00:12, 18.99it/s]
 69%|######9   | 541/781 [00:28<00:12, 18.93it/s]
 70%|######9   | 543/781 [00:28<00:12, 18.92it/s]
 70%|######9   | 545/781 [00:28<00:12, 18.85it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.88it/s]
 70%|#######   | 549/781 [00:29<00:12, 18.68it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.70it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.74it/s]
 71%|#######1  | 555/781 [00:29<00:11, 18.87it/s]
 71%|#######1  | 557/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 559/781 [00:29<00:11, 18.83it/s]
 72%|#######1  | 561/781 [00:29<00:11, 18.86it/s]
 72%|#######2  | 563/781 [00:29<00:11, 18.93it/s]
 72%|#######2  | 565/781 [00:29<00:11, 18.92it/s]
 73%|#######2  | 567/781 [00:29<00:11, 18.86it/s]
 73%|#######2  | 569/781 [00:30<00:11, 18.60it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.45it/s]
 73%|#######3  | 573/781 [00:30<00:11, 18.40it/s]
 74%|#######3  | 575/781 [00:30<00:11, 18.32it/s]
 74%|#######3  | 577/781 [00:30<00:11, 18.50it/s]
 74%|#######4  | 579/781 [00:30<00:10, 18.61it/s]
 74%|#######4  | 581/781 [00:30<00:10, 18.65it/s]
 75%|#######4  | 583/781 [00:30<00:10, 18.73it/s]
 75%|#######4  | 585/781 [00:30<00:10, 18.63it/s]
 75%|#######5  | 587/781 [00:31<00:10, 18.57it/s]
 75%|#######5  | 589/781 [00:31<00:10, 18.53it/s]
 76%|#######5  | 591/781 [00:31<00:10, 18.56it/s]
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Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:10<00:00, 10.57s/it]
100%|##########| 1/1 [00:10<00:00, 10.57s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.09it/s]
  3%|2         | 4/157 [00:00<00:10, 14.84it/s]
  4%|3         | 6/157 [00:00<00:10, 14.93it/s]
  5%|5         | 8/157 [00:00<00:09, 16.07it/s]
  6%|6         | 10/157 [00:00<00:08, 16.69it/s]
  8%|7         | 12/157 [00:00<00:08, 17.05it/s]
  9%|8         | 14/157 [00:00<00:08, 17.40it/s]
 10%|#         | 16/157 [00:00<00:08, 17.59it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.65it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.82it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.86it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.84it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.90it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.91it/s]
 19%|#9        | 30/157 [00:01<00:07, 18.00it/s]
 20%|##        | 32/157 [00:01<00:07, 17.83it/s]
 22%|##1       | 34/157 [00:01<00:06, 17.91it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.96it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.78it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.87it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.98it/s]
 28%|##8       | 44/157 [00:02<00:06, 18.09it/s]
 29%|##9       | 46/157 [00:02<00:06, 18.15it/s]
 31%|###       | 48/157 [00:02<00:06, 18.03it/s]
 32%|###1      | 50/157 [00:02<00:05, 17.91it/s]
 33%|###3      | 52/157 [00:02<00:05, 17.73it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.81it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.47it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.92it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.87it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.97it/s]
 41%|####      | 64/157 [00:03<00:05, 16.85it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.61it/s]
 43%|####3     | 68/157 [00:03<00:05, 16.68it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.00it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.98it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.31it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.46it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.52it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.68it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.71it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.87it/s]
 55%|#####4    | 86/157 [00:04<00:03, 17.93it/s]
 56%|#####6    | 88/157 [00:05<00:03, 18.02it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.94it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.00it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.09it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.92it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.62it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.47it/s]
 65%|######4   | 102/157 [00:05<00:03, 17.61it/s]
 66%|######6   | 104/157 [00:05<00:03, 17.35it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.59it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.43it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.71it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.85it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.90it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.90it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.86it/s]
 76%|#######6  | 120/157 [00:06<00:02, 17.84it/s]
 78%|#######7  | 122/157 [00:06<00:01, 18.06it/s]
 79%|#######8  | 124/157 [00:07<00:01, 18.05it/s]
 80%|########  | 126/157 [00:07<00:01, 18.09it/s]
 82%|########1 | 128/157 [00:07<00:01, 18.15it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.90it/s]
 84%|########4 | 132/157 [00:07<00:01, 18.00it/s]
 85%|########5 | 134/157 [00:07<00:01, 18.13it/s]
 87%|########6 | 136/157 [00:07<00:01, 18.06it/s]
 88%|########7 | 138/157 [00:07<00:01, 18.01it/s]
 89%|########9 | 140/157 [00:07<00:00, 18.12it/s]
 90%|######### | 142/157 [00:08<00:00, 18.07it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.90it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.25it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.19it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.10it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.72it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.20it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.33it/s]
100%|##########| 157/157 [00:08<00:00, 17.63it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.64it/s]
  1%|          | 4/781 [00:00<00:41, 18.54it/s]
  1%|          | 6/781 [00:00<00:43, 17.86it/s]
  1%|1         | 9/781 [00:00<00:40, 19.00it/s]
  2%|1         | 12/781 [00:00<00:39, 19.69it/s]
  2%|1         | 15/781 [00:00<00:38, 20.10it/s]
  2%|2         | 18/781 [00:00<00:37, 20.28it/s]
  3%|2         | 21/781 [00:01<00:37, 20.22it/s]
  3%|3         | 24/781 [00:01<00:37, 20.21it/s]
  3%|3         | 27/781 [00:01<00:37, 20.23it/s]
  4%|3         | 30/781 [00:01<00:36, 20.31it/s]
  4%|4         | 33/781 [00:01<00:36, 20.45it/s]
  5%|4         | 36/781 [00:01<00:36, 20.44it/s]
  5%|4         | 39/781 [00:01<00:36, 20.58it/s]
  5%|5         | 42/781 [00:02<00:35, 20.58it/s]
  6%|5         | 45/781 [00:02<00:35, 20.75it/s]
  6%|6         | 48/781 [00:02<00:35, 20.82it/s]
  7%|6         | 51/781 [00:02<00:34, 20.86it/s]
  7%|6         | 54/781 [00:02<00:34, 20.88it/s]
  7%|7         | 57/781 [00:02<00:34, 20.79it/s]
  8%|7         | 60/781 [00:02<00:34, 20.67it/s]
  8%|8         | 63/781 [00:03<00:34, 20.63it/s]
  8%|8         | 66/781 [00:03<00:34, 20.73it/s]
  9%|8         | 69/781 [00:03<00:34, 20.73it/s]
  9%|9         | 72/781 [00:03<00:34, 20.77it/s]
 10%|9         | 75/781 [00:03<00:33, 20.79it/s]
 10%|9         | 78/781 [00:03<00:34, 20.65it/s]
 10%|#         | 81/781 [00:03<00:34, 20.57it/s]
 11%|#         | 84/781 [00:04<00:33, 20.61it/s]
 11%|#1        | 87/781 [00:04<00:33, 20.61it/s]
 12%|#1        | 90/781 [00:04<00:33, 20.63it/s]
 12%|#1        | 93/781 [00:04<00:33, 20.27it/s]
 12%|#2        | 96/781 [00:04<00:34, 19.91it/s]
 13%|#2        | 98/781 [00:04<00:34, 19.90it/s]
 13%|#2        | 101/781 [00:04<00:33, 20.11it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.85it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.19it/s]
 14%|#4        | 110/781 [00:05<00:33, 20.14it/s]
 14%|#4        | 113/781 [00:05<00:33, 20.17it/s]
 15%|#4        | 116/781 [00:05<00:32, 20.15it/s]
 15%|#5        | 119/781 [00:05<00:32, 20.20it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.23it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.17it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.37it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.43it/s]
 17%|#7        | 134/781 [00:06<00:31, 20.49it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.54it/s]
 18%|#7        | 140/781 [00:06<00:31, 20.24it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.18it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.40it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.63it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.50it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.70it/s]
 20%|##        | 158/781 [00:07<00:29, 20.81it/s]
 21%|##        | 161/781 [00:07<00:29, 20.82it/s]
 21%|##        | 164/781 [00:08<00:29, 20.69it/s]
 21%|##1       | 167/781 [00:08<00:29, 20.60it/s]
 22%|##1       | 170/781 [00:08<00:29, 20.47it/s]
 22%|##2       | 173/781 [00:08<00:29, 20.59it/s]
 23%|##2       | 176/781 [00:08<00:29, 20.60it/s]
 23%|##2       | 179/781 [00:08<00:29, 20.48it/s]
 23%|##3       | 182/781 [00:08<00:29, 20.57it/s]
 24%|##3       | 185/781 [00:09<00:28, 20.64it/s]
 24%|##4       | 188/781 [00:09<00:28, 20.73it/s]
 24%|##4       | 191/781 [00:09<00:28, 20.85it/s]
 25%|##4       | 194/781 [00:09<00:28, 20.91it/s]
 25%|##5       | 197/781 [00:09<00:27, 20.96it/s]
 26%|##5       | 200/781 [00:09<00:27, 20.98it/s]
 26%|##5       | 203/781 [00:09<00:27, 20.79it/s]
 26%|##6       | 206/781 [00:10<00:27, 20.58it/s]
 27%|##6       | 209/781 [00:10<00:27, 20.55it/s]
 27%|##7       | 212/781 [00:10<00:27, 20.65it/s]
 28%|##7       | 215/781 [00:10<00:27, 20.68it/s]
 28%|##7       | 218/781 [00:10<00:27, 20.60it/s]
 28%|##8       | 221/781 [00:10<00:27, 20.61it/s]
 29%|##8       | 224/781 [00:10<00:26, 20.75it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.29it/s]
 29%|##9       | 230/781 [00:11<00:26, 20.42it/s]
 30%|##9       | 233/781 [00:11<00:26, 20.57it/s]
 30%|###       | 236/781 [00:11<00:26, 20.46it/s]
 31%|###       | 239/781 [00:11<00:26, 20.52it/s]
 31%|###       | 242/781 [00:11<00:26, 20.61it/s]
 31%|###1      | 245/781 [00:11<00:25, 20.72it/s]
 32%|###1      | 248/781 [00:12<00:25, 20.82it/s]
 32%|###2      | 251/781 [00:12<00:25, 20.97it/s]
 33%|###2      | 254/781 [00:12<00:25, 21.04it/s]
 33%|###2      | 257/781 [00:12<00:24, 21.03it/s]
 33%|###3      | 260/781 [00:12<00:24, 20.93it/s]
 34%|###3      | 263/781 [00:12<00:24, 20.73it/s]
 34%|###4      | 266/781 [00:12<00:24, 20.61it/s]
 34%|###4      | 269/781 [00:13<00:24, 20.72it/s]
 35%|###4      | 272/781 [00:13<00:24, 20.79it/s]
 35%|###5      | 275/781 [00:13<00:24, 20.76it/s]
 36%|###5      | 278/781 [00:13<00:24, 20.75it/s]
 36%|###5      | 281/781 [00:13<00:24, 20.60it/s]
 36%|###6      | 284/781 [00:13<00:23, 20.75it/s]
 37%|###6      | 287/781 [00:13<00:23, 20.78it/s]
 37%|###7      | 290/781 [00:14<00:23, 20.81it/s]
 38%|###7      | 293/781 [00:14<00:23, 20.93it/s]
 38%|###7      | 296/781 [00:14<00:23, 20.93it/s]
 38%|###8      | 299/781 [00:14<00:23, 20.64it/s]
 39%|###8      | 302/781 [00:14<00:23, 20.81it/s]
 39%|###9      | 305/781 [00:14<00:23, 20.60it/s]
 39%|###9      | 308/781 [00:14<00:22, 20.70it/s]
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 40%|####      | 314/781 [00:15<00:22, 20.61it/s]
 41%|####      | 317/781 [00:15<00:22, 20.68it/s]
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 41%|####1     | 323/781 [00:15<00:22, 20.58it/s]
 42%|####1     | 326/781 [00:15<00:22, 20.49it/s]
 42%|####2     | 329/781 [00:16<00:22, 20.44it/s]
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 43%|####2     | 335/781 [00:16<00:21, 20.61it/s]
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 45%|####5     | 353/781 [00:17<00:20, 20.55it/s]
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 46%|####5     | 359/781 [00:17<00:20, 20.11it/s]
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 48%|####7     | 371/781 [00:18<00:19, 20.52it/s]
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 48%|####8     | 377/781 [00:18<00:19, 20.41it/s]
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 49%|####9     | 386/781 [00:18<00:19, 20.69it/s]
 50%|####9     | 389/781 [00:18<00:18, 20.65it/s]
 50%|#####     | 392/781 [00:19<00:18, 20.62it/s]
 51%|#####     | 395/781 [00:19<00:18, 20.67it/s]
 51%|#####     | 398/781 [00:19<00:18, 20.66it/s]
 51%|#####1    | 401/781 [00:19<00:18, 20.80it/s]
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 52%|#####2    | 407/781 [00:19<00:18, 20.67it/s]
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 53%|#####2    | 413/781 [00:20<00:17, 20.73it/s]
 53%|#####3    | 416/781 [00:20<00:17, 20.52it/s]
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 54%|#####4    | 422/781 [00:20<00:17, 20.67it/s]
 54%|#####4    | 425/781 [00:20<00:17, 20.73it/s]
 55%|#####4    | 428/781 [00:20<00:16, 20.77it/s]
 55%|#####5    | 431/781 [00:20<00:16, 20.85it/s]
 56%|#####5    | 434/781 [00:21<00:16, 20.83it/s]
 56%|#####5    | 437/781 [00:21<00:16, 20.85it/s]
 56%|#####6    | 440/781 [00:21<00:16, 20.80it/s]
 57%|#####6    | 443/781 [00:21<00:16, 20.83it/s]
 57%|#####7    | 446/781 [00:21<00:15, 20.94it/s]
 57%|#####7    | 449/781 [00:21<00:15, 20.91it/s]
 58%|#####7    | 452/781 [00:21<00:15, 20.78it/s]
 58%|#####8    | 455/781 [00:22<00:15, 20.87it/s]
 59%|#####8    | 458/781 [00:22<00:15, 20.84it/s]
 59%|#####9    | 461/781 [00:22<00:15, 20.93it/s]
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 60%|#####9    | 467/781 [00:22<00:15, 20.80it/s]
 60%|######    | 470/781 [00:22<00:14, 20.87it/s]
 61%|######    | 473/781 [00:22<00:14, 20.86it/s]
 61%|######    | 476/781 [00:23<00:14, 20.87it/s]
 61%|######1   | 479/781 [00:23<00:14, 20.81it/s]
 62%|######1   | 482/781 [00:23<00:14, 20.76it/s]
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 62%|######2   | 488/781 [00:23<00:14, 20.90it/s]
 63%|######2   | 491/781 [00:23<00:13, 20.83it/s]
 63%|######3   | 494/781 [00:23<00:13, 20.90it/s]
 64%|######3   | 497/781 [00:24<00:13, 20.58it/s]
 64%|######4   | 500/781 [00:24<00:13, 20.69it/s]
 64%|######4   | 503/781 [00:24<00:13, 20.61it/s]
 65%|######4   | 506/781 [00:24<00:13, 20.71it/s]
 65%|######5   | 509/781 [00:24<00:13, 20.68it/s]
 66%|######5   | 512/781 [00:24<00:13, 20.19it/s]
 66%|######5   | 515/781 [00:25<00:13, 20.31it/s]
 66%|######6   | 518/781 [00:25<00:13, 20.11it/s]
 67%|######6   | 521/781 [00:25<00:12, 20.22it/s]
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 67%|######7   | 527/781 [00:25<00:12, 20.09it/s]
 68%|######7   | 530/781 [00:25<00:12, 20.21it/s]
 68%|######8   | 533/781 [00:25<00:12, 20.12it/s]
 69%|######8   | 536/781 [00:26<00:12, 20.18it/s]
 69%|######9   | 539/781 [00:26<00:11, 20.32it/s]
 69%|######9   | 542/781 [00:26<00:11, 20.26it/s]
 70%|######9   | 545/781 [00:26<00:11, 20.39it/s]
 70%|#######   | 548/781 [00:26<00:11, 20.40it/s]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:11<00:00, 11.19s/it]
100%|##########| 1/1 [00:11<00:00, 11.19s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.47it/s]
  3%|2         | 4/157 [00:00<00:10, 14.62it/s]
  4%|3         | 6/157 [00:00<00:09, 15.53it/s]
  5%|5         | 8/157 [00:00<00:09, 15.93it/s]
  6%|6         | 10/157 [00:00<00:09, 15.91it/s]
  8%|7         | 12/157 [00:00<00:08, 16.19it/s]
  9%|8         | 14/157 [00:00<00:08, 16.29it/s]
 10%|#         | 16/157 [00:01<00:08, 16.14it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.17it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.36it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.45it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.41it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.39it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.67it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.69it/s]
 20%|##        | 32/157 [00:01<00:07, 16.33it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.62it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.58it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.82it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.71it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.92it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.58it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.51it/s]
 31%|###       | 48/157 [00:02<00:06, 16.46it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.60it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.63it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.68it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.56it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.65it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.72it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.81it/s]
 41%|####      | 64/157 [00:03<00:05, 16.90it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.92it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.93it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.01it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.05it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.06it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.07it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.11it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.82it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.75it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.85it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.96it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.06it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.05it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.07it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.02it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.96it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.69it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.76it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.73it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.78it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.91it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.90it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.96it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.92it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.87it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.84it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.94it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.03it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.00it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.06it/s]
 80%|########  | 126/157 [00:07<00:01, 16.73it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.82it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.88it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.96it/s]
 85%|########5 | 134/157 [00:08<00:01, 17.02it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.94it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.73it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.74it/s]
 90%|######### | 142/157 [00:08<00:00, 16.76it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.60it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.66it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.79it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.83it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.86it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.75it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.83it/s]
100%|##########| 157/157 [00:09<00:00, 16.76it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.56it/s]
  1%|          | 4/781 [00:00<00:42, 18.11it/s]
  1%|          | 6/781 [00:00<00:42, 18.18it/s]
  1%|1         | 8/781 [00:00<00:41, 18.75it/s]
  1%|1         | 10/781 [00:00<00:41, 18.76it/s]
  2%|1         | 12/781 [00:00<00:41, 18.64it/s]
  2%|1         | 14/781 [00:00<00:40, 18.72it/s]
  2%|2         | 16/781 [00:00<00:40, 18.78it/s]
  2%|2         | 18/781 [00:00<00:39, 19.08it/s]
  3%|2         | 20/781 [00:01<00:41, 18.37it/s]
  3%|2         | 22/781 [00:01<00:40, 18.60it/s]
  3%|3         | 24/781 [00:01<00:40, 18.69it/s]
  3%|3         | 26/781 [00:01<00:40, 18.61it/s]
  4%|3         | 28/781 [00:01<00:40, 18.78it/s]
  4%|3         | 30/781 [00:01<00:39, 18.84it/s]
  4%|4         | 32/781 [00:01<00:39, 18.93it/s]
  4%|4         | 34/781 [00:01<00:38, 19.16it/s]
  5%|4         | 36/781 [00:01<00:38, 19.14it/s]
  5%|4         | 38/781 [00:02<00:38, 19.31it/s]
  5%|5         | 40/781 [00:02<00:38, 19.43it/s]
  5%|5         | 42/781 [00:02<00:37, 19.54it/s]
  6%|5         | 44/781 [00:02<00:37, 19.67it/s]
  6%|5         | 46/781 [00:02<00:37, 19.67it/s]
  6%|6         | 48/781 [00:02<00:37, 19.56it/s]
  6%|6         | 50/781 [00:02<00:37, 19.68it/s]
  7%|6         | 52/781 [00:02<00:37, 19.52it/s]
  7%|6         | 54/781 [00:02<00:38, 19.00it/s]
  7%|7         | 56/781 [00:02<00:38, 19.06it/s]
  7%|7         | 58/781 [00:03<00:37, 19.16it/s]
  8%|7         | 60/781 [00:03<00:37, 19.22it/s]
  8%|7         | 62/781 [00:03<00:37, 19.23it/s]
  8%|8         | 64/781 [00:03<00:36, 19.44it/s]
  8%|8         | 66/781 [00:03<00:36, 19.49it/s]
  9%|8         | 68/781 [00:03<00:36, 19.49it/s]
  9%|8         | 70/781 [00:03<00:36, 19.42it/s]
  9%|9         | 72/781 [00:03<00:36, 19.46it/s]
  9%|9         | 74/781 [00:03<00:36, 19.53it/s]
 10%|9         | 76/781 [00:03<00:35, 19.64it/s]
 10%|9         | 78/781 [00:04<00:35, 19.66it/s]
 10%|#         | 80/781 [00:04<00:35, 19.70it/s]
 10%|#         | 82/781 [00:04<00:35, 19.71it/s]
 11%|#         | 84/781 [00:04<00:35, 19.56it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.30it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.40it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.35it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.46it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.49it/s]
 12%|#2        | 96/781 [00:04<00:34, 19.58it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.62it/s]
 13%|#2        | 100/781 [00:05<00:34, 19.52it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.59it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.60it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.62it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.65it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.69it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.64it/s]
 15%|#4        | 114/781 [00:06<01:01, 10.78it/s]
 15%|#4        | 116/781 [00:06<00:53, 12.48it/s]
 15%|#5        | 118/781 [00:06<00:47, 14.01it/s]
 15%|#5        | 120/781 [00:06<00:43, 15.35it/s]
 16%|#5        | 122/781 [00:06<00:40, 16.42it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.31it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.93it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.32it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.63it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.84it/s]
 17%|#7        | 134/781 [00:07<00:34, 19.01it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.14it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.36it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.51it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.49it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.43it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.63it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.70it/s]
 19%|#9        | 151/781 [00:08<00:31, 19.72it/s]
 20%|#9        | 154/781 [00:08<00:31, 19.73it/s]
 20%|#9        | 156/781 [00:08<00:31, 19.56it/s]
 20%|##        | 158/781 [00:08<00:32, 19.37it/s]
 20%|##        | 160/781 [00:08<00:32, 19.11it/s]
 21%|##        | 162/781 [00:08<00:32, 19.10it/s]
 21%|##        | 164/781 [00:08<00:31, 19.31it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.14it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.16it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.15it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.31it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.47it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.58it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.62it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.64it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.72it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.79it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.80it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.49it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.25it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.00it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.97it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.15it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.15it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.94it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.77it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.68it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.58it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.62it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.82it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.94it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.06it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.27it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.26it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.37it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.50it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.25it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.35it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.34it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.37it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.50it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.59it/s]
 30%|###       | 236/781 [00:12<00:27, 19.62it/s]
 30%|###       | 238/781 [00:12<00:27, 19.49it/s]
 31%|###       | 240/781 [00:12<00:28, 19.28it/s]
 31%|###       | 242/781 [00:12<00:27, 19.31it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.36it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.33it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.33it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.35it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.39it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.47it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.85it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.13it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.45it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.49it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.41it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.32it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.47it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.53it/s]
 35%|###4      | 273/781 [00:14<00:25, 19.57it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.63it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.50it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.50it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.56it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.42it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.26it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.17it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.11it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.30it/s]
 38%|###7      | 293/781 [00:15<00:25, 19.37it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.47it/s]
 38%|###8      | 297/781 [00:15<00:24, 19.41it/s]
 38%|###8      | 299/781 [00:15<00:25, 19.19it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.38it/s]
 39%|###8      | 303/781 [00:15<00:25, 19.11it/s]
 39%|###9      | 305/781 [00:16<00:25, 18.99it/s]
 39%|###9      | 307/781 [00:16<00:24, 18.98it/s]
 40%|###9      | 309/781 [00:16<00:24, 18.90it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.74it/s]
 40%|####      | 313/781 [00:16<00:25, 18.48it/s]
 40%|####      | 315/781 [00:16<00:24, 18.78it/s]
 41%|####      | 317/781 [00:16<00:24, 18.74it/s]
 41%|####      | 319/781 [00:16<00:24, 18.76it/s]
 41%|####1     | 321/781 [00:16<00:24, 18.80it/s]
 41%|####1     | 323/781 [00:17<00:25, 18.32it/s]
 42%|####1     | 325/781 [00:17<00:24, 18.53it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.24it/s]
 42%|####2     | 329/781 [00:17<00:24, 18.55it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.71it/s]
 43%|####2     | 333/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 335/781 [00:17<00:23, 18.98it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.25it/s]
 43%|####3     | 339/781 [00:17<00:22, 19.26it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.22it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.32it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.34it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.44it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.58it/s]
 45%|####4     | 351/781 [00:18<00:21, 19.58it/s]
 45%|####5     | 353/781 [00:18<00:21, 19.56it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.13it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.20it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.22it/s]
 46%|####6     | 361/781 [00:19<00:21, 19.15it/s]
 46%|####6     | 363/781 [00:19<00:21, 19.09it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.12it/s]
 47%|####6     | 367/781 [00:19<00:21, 19.18it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.15it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.24it/s]
 48%|####7     | 373/781 [00:19<00:21, 19.36it/s]
 48%|####8     | 375/781 [00:19<00:20, 19.36it/s]
 48%|####8     | 377/781 [00:19<00:20, 19.46it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.58it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.50it/s]
 49%|####9     | 383/781 [00:20<00:20, 19.26it/s]
 49%|####9     | 385/781 [00:20<00:20, 19.32it/s]
 50%|####9     | 387/781 [00:20<00:20, 19.41it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.09it/s]
 50%|#####     | 391/781 [00:20<00:20, 19.06it/s]
 50%|#####     | 393/781 [00:20<00:20, 19.07it/s]
 51%|#####     | 395/781 [00:20<00:20, 19.18it/s]
 51%|#####     | 397/781 [00:20<00:20, 19.16it/s]
 51%|#####1    | 399/781 [00:20<00:19, 19.36it/s]
 51%|#####1    | 401/781 [00:21<00:19, 19.50it/s]
 52%|#####1    | 403/781 [00:21<00:19, 19.46it/s]
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100%|##########| 781/781 [00:40<00:00, 19.38it/s]
100%|##########| 781/781 [00:40<00:00, 19.23it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:27<00:22,  1.18s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.17s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:21,  1.17s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:19,  1.17s/it]
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Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.16s/it]
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Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.24s/it]
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Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
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Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.19s/it]
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Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
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Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
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Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.22s/it]
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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

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100%|##########| 1/1 [00:12<00:00, 12.01s/it]
100%|##########| 1/1 [00:12<00:00, 12.01s/it]

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100%|##########| 157/157 [00:09<00:00, 16.85it/s]

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 35%|###4      | 270/781 [00:13<00:24, 20.64it/s]
 35%|###4      | 273/781 [00:13<00:24, 20.68it/s]
 35%|###5      | 276/781 [00:13<00:24, 20.91it/s]
 36%|###5      | 279/781 [00:13<00:23, 21.01it/s]
 36%|###6      | 282/781 [00:13<00:23, 21.09it/s]
 36%|###6      | 285/781 [00:13<00:23, 20.94it/s]
 37%|###6      | 288/781 [00:13<00:23, 21.07it/s]
 37%|###7      | 291/781 [00:14<00:23, 21.20it/s]
 38%|###7      | 294/781 [00:14<00:23, 21.02it/s]
 38%|###8      | 297/781 [00:14<00:23, 20.92it/s]
 38%|###8      | 300/781 [00:14<00:23, 20.73it/s]
 39%|###8      | 303/781 [00:14<00:23, 20.76it/s]
 39%|###9      | 306/781 [00:14<00:22, 20.93it/s]
 40%|###9      | 309/781 [00:14<00:22, 21.09it/s]
 40%|###9      | 312/781 [00:15<00:22, 21.09it/s]
 40%|####      | 315/781 [00:15<00:22, 21.16it/s]
 41%|####      | 318/781 [00:15<00:21, 21.22it/s]
 41%|####1     | 321/781 [00:15<00:21, 20.93it/s]
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 42%|####1     | 327/781 [00:15<00:22, 20.58it/s]
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 43%|####2     | 333/781 [00:16<00:21, 20.61it/s]
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 43%|####3     | 339/781 [00:16<00:21, 20.47it/s]
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 61%|######1   | 479/781 [00:24<00:15, 19.87it/s]
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 80%|########  | 627/781 [00:31<00:07, 20.58it/s]
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100%|#########9| 779/781 [00:39<00:00, 19.73it/s]
100%|##########| 781/781 [00:39<00:00, 19.96it/s]




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Validation Progress:  45%|####5     | 20/44 [00:21<00:26,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [00:22<00:25,  1.11s/it]
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Validation Progress:  48%|####7     | 21/44 [00:22<00:25,  1.11s/it]
Validation Progress:  48%|####7     | 21/44 [00:22<00:25,  1.12s/it]
Validation Progress:  50%|#####     | 22/44 [00:24<00:24,  1.13s/it]
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Validation Progress:  52%|#####2    | 23/44 [00:25<00:24,  1.18s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.16s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:22,  1.17s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.16s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

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100%|##########| 1/1 [00:12<00:00, 12.60s/it]
100%|##########| 1/1 [00:12<00:00, 12.60s/it]

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 10%|#         | 16/157 [00:01<00:09, 15.55it/s]
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100%|##########| 157/157 [00:10<00:00, 15.66it/s]

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 23%|##2       | 178/781 [00:09<00:32, 18.70it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.75it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.84it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.05it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.66it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.38it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.42it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.47it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.45it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.65it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.75it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.83it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.83it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.86it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.82it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.58it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.61it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.61it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.66it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.52it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.60it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.63it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.84it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.96it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.95it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.95it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.91it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.38it/s]
 30%|###       | 236/781 [00:12<00:29, 18.39it/s]
 30%|###       | 238/781 [00:12<00:29, 18.54it/s]
 31%|###       | 240/781 [00:12<00:28, 18.71it/s]
 31%|###       | 242/781 [00:12<00:28, 18.83it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.86it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.90it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.82it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.82it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.82it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.49it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.60it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.58it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.35it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.54it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.65it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.68it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.79it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.68it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.75it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.75it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.83it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.66it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.81it/s]
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 37%|###6      | 286/781 [00:15<00:26, 18.94it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.03it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.11it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.13it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.10it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.08it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.16it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.14it/s]
 39%|###8      | 302/781 [00:16<00:25, 19.09it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.96it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.08it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.15it/s]
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 40%|###9      | 312/781 [00:16<00:24, 19.16it/s]
 40%|####      | 314/781 [00:16<00:24, 19.16it/s]
 40%|####      | 316/781 [00:16<00:24, 19.20it/s]
 41%|####      | 318/781 [00:16<00:24, 19.27it/s]
 41%|####      | 320/781 [00:17<00:23, 19.26it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.28it/s]
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 42%|####1     | 328/781 [00:17<00:24, 18.70it/s]
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 48%|####8     | 376/781 [00:20<00:22, 18.11it/s]
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 49%|####8     | 380/781 [00:20<00:21, 18.28it/s]
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 50%|####9     | 388/781 [00:20<00:20, 19.01it/s]
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 50%|#####     | 392/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.96it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.03it/s]
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 51%|#####1    | 400/781 [00:21<00:19, 19.18it/s]
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 71%|#######1  | 556/781 [00:29<00:11, 19.58it/s]
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 72%|#######1  | 560/781 [00:29<00:11, 19.58it/s]
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100%|##########| 781/781 [00:40<00:00, 19.09it/s]




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 83%|########2 | 130/157 [00:08<00:01, 15.47it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.48it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.30it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.38it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.53it/s]
 89%|########9 | 140/157 [00:09<00:01, 15.21it/s]
 90%|######### | 142/157 [00:09<00:00, 15.44it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.58it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.68it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.62it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.39it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.45it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.58it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.68it/s]
100%|##########| 157/157 [00:10<00:00, 15.48it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:53, 14.59it/s]
  1%|          | 4/781 [00:00<00:56, 13.79it/s]
  1%|          | 6/781 [00:00<00:54, 14.23it/s]
  1%|1         | 8/781 [00:00<00:49, 15.68it/s]
  1%|1         | 10/781 [00:00<00:46, 16.55it/s]
  2%|1         | 12/781 [00:00<00:44, 17.10it/s]
  2%|1         | 14/781 [00:00<00:43, 17.66it/s]
  2%|2         | 16/781 [00:00<00:42, 18.07it/s]
  2%|2         | 18/781 [00:01<00:41, 18.35it/s]
  3%|2         | 20/781 [00:01<00:41, 18.41it/s]
  3%|2         | 22/781 [00:01<00:40, 18.53it/s]
  3%|3         | 24/781 [00:01<00:40, 18.53it/s]
  3%|3         | 26/781 [00:01<00:40, 18.62it/s]
  4%|3         | 28/781 [00:01<00:41, 18.19it/s]
  4%|3         | 30/781 [00:01<00:41, 18.23it/s]
  4%|4         | 32/781 [00:01<00:40, 18.36it/s]
  4%|4         | 34/781 [00:01<00:40, 18.24it/s]
  5%|4         | 36/781 [00:02<00:40, 18.30it/s]
  5%|4         | 38/781 [00:02<00:40, 18.36it/s]
  5%|5         | 40/781 [00:02<00:40, 18.48it/s]
  5%|5         | 42/781 [00:02<00:40, 18.41it/s]
  6%|5         | 44/781 [00:02<00:39, 18.45it/s]
  6%|5         | 46/781 [00:02<00:39, 18.53it/s]
  6%|6         | 48/781 [00:02<00:39, 18.68it/s]
  6%|6         | 50/781 [00:02<00:38, 18.79it/s]
  7%|6         | 52/781 [00:02<00:38, 18.71it/s]
  7%|6         | 54/781 [00:03<00:39, 18.58it/s]
  7%|7         | 56/781 [00:03<00:38, 18.69it/s]
  7%|7         | 58/781 [00:03<00:38, 18.81it/s]
  8%|7         | 60/781 [00:03<00:38, 18.91it/s]
  8%|7         | 62/781 [00:03<00:37, 19.01it/s]
  8%|8         | 64/781 [00:03<00:37, 18.99it/s]
  8%|8         | 66/781 [00:03<00:37, 19.03it/s]
  9%|8         | 68/781 [00:03<00:37, 18.95it/s]
  9%|8         | 70/781 [00:03<00:37, 18.79it/s]
  9%|9         | 72/781 [00:03<00:37, 18.80it/s]
  9%|9         | 74/781 [00:04<00:37, 18.66it/s]
 10%|9         | 76/781 [00:04<00:37, 18.58it/s]
 10%|9         | 78/781 [00:04<00:37, 18.73it/s]
 10%|#         | 80/781 [00:04<00:37, 18.77it/s]
 10%|#         | 82/781 [00:04<00:37, 18.83it/s]
 11%|#         | 84/781 [00:04<00:36, 18.86it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.59it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.72it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.92it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.79it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.68it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.59it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.52it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.61it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.72it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.83it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.88it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.92it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.86it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.77it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.71it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.49it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.65it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.74it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.49it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.77it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.84it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.85it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.84it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.52it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.55it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.77it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.34it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.25it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.54it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.54it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.39it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.53it/s]
 20%|##        | 158/781 [00:08<00:33, 18.65it/s]
 20%|##        | 160/781 [00:08<00:33, 18.71it/s]
 21%|##        | 162/781 [00:08<00:32, 18.96it/s]
 21%|##        | 164/781 [00:08<00:32, 19.24it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.40it/s]
 22%|##1       | 168/781 [00:09<00:31, 19.27it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.32it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.45it/s]
 22%|##2       | 174/781 [00:09<00:30, 19.60it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.62it/s]
 23%|##2       | 179/781 [00:09<00:30, 19.84it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.45it/s]
 23%|##3       | 183/781 [00:09<00:30, 19.56it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.59it/s]
 24%|##3       | 187/781 [00:10<00:30, 19.62it/s]
 24%|##4       | 189/781 [00:10<00:30, 19.61it/s]
 24%|##4       | 191/781 [00:10<00:30, 19.54it/s]
 25%|##4       | 193/781 [00:10<00:30, 19.49it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.46it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.42it/s]
 25%|##5       | 199/781 [00:10<00:29, 19.44it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.43it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.45it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.39it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.60it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.64it/s]
 27%|##7       | 212/781 [00:11<00:28, 19.67it/s]
 27%|##7       | 214/781 [00:11<00:28, 19.70it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.73it/s]
 28%|##8       | 219/781 [00:11<00:28, 19.90it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.02it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.06it/s]
 29%|##9       | 228/781 [00:12<00:27, 20.05it/s]
 30%|##9       | 231/781 [00:12<00:27, 20.05it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.86it/s]
 30%|###       | 237/781 [00:12<00:27, 20.00it/s]
 31%|###       | 239/781 [00:12<00:27, 19.87it/s]
 31%|###       | 241/781 [00:12<00:27, 19.89it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.77it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.68it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.64it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.57it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.58it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.61it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.55it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.38it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.37it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.50it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.73it/s]
 34%|###4      | 268/781 [00:14<00:25, 19.87it/s]
 35%|###4      | 270/781 [00:14<00:25, 19.79it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.67it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.23it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.34it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.49it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.18it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.00it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.85it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.16it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.39it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.49it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.54it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.76it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.82it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.95it/s]
 39%|###8      | 304/781 [00:16<00:23, 19.99it/s]
 39%|###9      | 307/781 [00:16<00:23, 20.04it/s]
 40%|###9      | 310/781 [00:16<00:23, 19.79it/s]
 40%|####      | 313/781 [00:16<00:23, 19.88it/s]
 40%|####      | 315/781 [00:16<00:23, 19.91it/s]
 41%|####      | 318/781 [00:16<00:23, 19.98it/s]
 41%|####      | 320/781 [00:16<00:23, 19.63it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.71it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.56it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.49it/s]
 42%|####2     | 329/781 [00:17<00:22, 19.70it/s]
 42%|####2     | 331/781 [00:17<00:22, 19.66it/s]
 43%|####2     | 333/781 [00:17<00:22, 19.56it/s]
 43%|####2     | 335/781 [00:17<00:22, 19.68it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.72it/s]
 43%|####3     | 339/781 [00:17<00:22, 19.41it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.45it/s]
 44%|####3     | 343/781 [00:17<00:23, 18.95it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.69it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.58it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.38it/s]
 45%|####4     | 351/781 [00:18<00:23, 18.36it/s]
 45%|####5     | 353/781 [00:18<00:23, 18.48it/s]
 45%|####5     | 355/781 [00:18<00:23, 18.41it/s]
 46%|####5     | 357/781 [00:18<00:22, 18.50it/s]
 46%|####5     | 359/781 [00:18<00:22, 18.49it/s]
 46%|####6     | 361/781 [00:18<00:22, 18.52it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.68it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.62it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.68it/s]
 47%|####7     | 369/781 [00:19<00:21, 18.79it/s]
 48%|####7     | 371/781 [00:19<00:21, 18.88it/s]
 48%|####7     | 373/781 [00:19<00:21, 18.58it/s]
 48%|####8     | 375/781 [00:19<00:21, 18.74it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.68it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.49it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.42it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.64it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.79it/s]
 50%|####9     | 387/781 [00:20<00:21, 18.68it/s]
 50%|####9     | 389/781 [00:20<00:20, 18.68it/s]
 50%|#####     | 391/781 [00:20<00:21, 18.56it/s]
 50%|#####     | 393/781 [00:20<00:20, 18.59it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.64it/s]
 51%|#####     | 397/781 [00:20<00:20, 18.72it/s]
 51%|#####1    | 399/781 [00:21<00:20, 18.77it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.78it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.66it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.63it/s]
 52%|#####2    | 407/781 [00:21<00:20, 18.59it/s]
 52%|#####2    | 409/781 [00:21<00:19, 18.61it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.60it/s]
 53%|#####2    | 413/781 [00:21<00:19, 18.71it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.68it/s]
 53%|#####3    | 417/781 [00:21<00:19, 18.72it/s]
 54%|#####3    | 419/781 [00:22<00:19, 18.84it/s]
 54%|#####3    | 421/781 [00:22<00:19, 18.92it/s]
 54%|#####4    | 423/781 [00:22<00:18, 18.84it/s]
 54%|#####4    | 425/781 [00:22<00:18, 18.84it/s]
 55%|#####4    | 427/781 [00:22<00:18, 18.89it/s]
 55%|#####4    | 429/781 [00:22<00:18, 18.92it/s]
 55%|#####5    | 431/781 [00:22<00:18, 18.80it/s]
 55%|#####5    | 433/781 [00:22<00:18, 18.72it/s]
 56%|#####5    | 435/781 [00:22<00:18, 18.80it/s]
 56%|#####5    | 437/781 [00:23<00:18, 18.84it/s]
 56%|#####6    | 439/781 [00:23<00:18, 18.86it/s]
 56%|#####6    | 441/781 [00:23<00:18, 18.84it/s]
 57%|#####6    | 443/781 [00:23<00:17, 18.81it/s]
 57%|#####6    | 445/781 [00:23<00:17, 18.76it/s]
 57%|#####7    | 447/781 [00:23<00:17, 18.82it/s]
 57%|#####7    | 449/781 [00:23<00:17, 18.52it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.66it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.77it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.85it/s]
 59%|#####8    | 457/781 [00:24<00:17, 18.97it/s]
 59%|#####8    | 459/781 [00:24<00:16, 19.05it/s]
 59%|#####9    | 461/781 [00:24<00:16, 18.90it/s]
 59%|#####9    | 463/781 [00:24<00:16, 18.82it/s]
 60%|#####9    | 465/781 [00:24<00:16, 18.71it/s]
 60%|#####9    | 467/781 [00:24<00:16, 18.71it/s]
 60%|######    | 469/781 [00:24<00:16, 18.85it/s]
 60%|######    | 471/781 [00:24<00:16, 18.84it/s]
 61%|######    | 473/781 [00:24<00:16, 18.94it/s]
 61%|######    | 475/781 [00:25<00:16, 19.03it/s]
 61%|######1   | 477/781 [00:25<00:16, 18.97it/s]
 61%|######1   | 479/781 [00:25<00:16, 18.51it/s]
 62%|######1   | 481/781 [00:25<00:16, 18.65it/s]
 62%|######1   | 483/781 [00:25<00:15, 18.79it/s]
 62%|######2   | 485/781 [00:25<00:15, 18.56it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.55it/s]
 63%|######2   | 489/781 [00:25<00:15, 18.71it/s]
 63%|######2   | 491/781 [00:25<00:15, 18.60it/s]
 63%|######3   | 493/781 [00:26<00:15, 18.62it/s]
 63%|######3   | 495/781 [00:26<00:15, 18.63it/s]
 64%|######3   | 497/781 [00:26<00:15, 18.65it/s]
 64%|######3   | 499/781 [00:26<00:15, 18.66it/s]
 64%|######4   | 501/781 [00:26<00:14, 18.78it/s]
 64%|######4   | 503/781 [00:26<00:14, 18.85it/s]
 65%|######4   | 505/781 [00:26<00:14, 18.83it/s]
 65%|######4   | 507/781 [00:26<00:14, 18.71it/s]
 65%|######5   | 509/781 [00:26<00:14, 18.70it/s]
 65%|######5   | 511/781 [00:26<00:14, 18.66it/s]
 66%|######5   | 513/781 [00:27<00:14, 18.76it/s]
 66%|######5   | 515/781 [00:27<00:14, 18.87it/s]
 66%|######6   | 517/781 [00:27<00:13, 18.93it/s]
 66%|######6   | 519/781 [00:27<00:13, 18.87it/s]
 67%|######6   | 521/781 [00:27<00:13, 18.72it/s]
 67%|######6   | 523/781 [00:27<00:13, 18.65it/s]
 67%|######7   | 525/781 [00:27<00:13, 18.41it/s]
 67%|######7   | 527/781 [00:27<00:13, 18.58it/s]
 68%|######7   | 529/781 [00:27<00:13, 18.41it/s]
 68%|######7   | 531/781 [00:28<00:13, 18.25it/s]
 68%|######8   | 533/781 [00:28<00:13, 18.42it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.58it/s]
 69%|######8   | 537/781 [00:28<00:13, 18.41it/s]
 69%|######9   | 539/781 [00:28<00:13, 18.48it/s]
 69%|######9   | 541/781 [00:28<00:12, 18.57it/s]
 70%|######9   | 543/781 [00:28<00:12, 18.59it/s]
 70%|######9   | 545/781 [00:28<00:12, 18.60it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.63it/s]
 70%|#######   | 549/781 [00:29<00:12, 18.76it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.77it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.78it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.61it/s]
 71%|#######1  | 557/781 [00:29<00:12, 18.63it/s]
 72%|#######1  | 559/781 [00:29<00:11, 18.61it/s]
 72%|#######1  | 561/781 [00:29<00:11, 18.66it/s]
 72%|#######2  | 563/781 [00:29<00:11, 18.79it/s]
 72%|#######2  | 565/781 [00:29<00:11, 18.27it/s]
 73%|#######2  | 567/781 [00:29<00:11, 18.40it/s]
 73%|#######2  | 569/781 [00:30<00:11, 18.60it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.62it/s]
 73%|#######3  | 573/781 [00:30<00:11, 18.59it/s]
 74%|#######3  | 575/781 [00:30<00:11, 18.56it/s]
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100%|##########| 781/781 [00:41<00:00, 18.83it/s]




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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:14<00:00, 14.13s/it]
100%|##########| 1/1 [00:14<00:00, 14.13s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 12.93it/s]
  3%|2         | 4/157 [00:00<00:10, 14.04it/s]
  4%|3         | 6/157 [00:00<00:10, 15.05it/s]
  5%|5         | 8/157 [00:00<00:09, 15.44it/s]
  6%|6         | 10/157 [00:00<00:09, 15.76it/s]
  8%|7         | 12/157 [00:00<00:09, 16.06it/s]
  9%|8         | 14/157 [00:00<00:08, 16.08it/s]
 10%|#         | 16/157 [00:01<00:08, 16.22it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.28it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.41it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.54it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.45it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.40it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.36it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.49it/s]
 20%|##        | 32/157 [00:01<00:07, 16.31it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.31it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.46it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.54it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.50it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.49it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.55it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.60it/s]
 31%|###       | 48/157 [00:02<00:06, 16.60it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.70it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.74it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.64it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.55it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.45it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.40it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.25it/s]
 41%|####      | 64/157 [00:03<00:05, 16.36it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.50it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.59it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.66it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.46it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.45it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.42it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.47it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.58it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.61it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.66it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.35it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.40it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.51it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.55it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.57it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.63it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.56it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.67it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.78it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.62it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.56it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.61it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.58it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.56it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.44it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.55it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.63it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.71it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.63it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.60it/s]
 80%|########  | 126/157 [00:07<00:01, 16.66it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.46it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.47it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.36it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.48it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.20it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.38it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.48it/s]
 90%|######### | 142/157 [00:08<00:00, 16.51it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.25it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.14it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.27it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.22it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.47it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.64it/s]
100%|##########| 157/157 [00:09<00:00, 16.47it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.26it/s]
  1%|          | 4/781 [00:00<00:43, 18.00it/s]
  1%|          | 6/781 [00:00<00:41, 18.70it/s]
  1%|1         | 8/781 [00:00<00:40, 18.96it/s]
  1%|1         | 10/781 [00:00<00:40, 19.01it/s]
  2%|1         | 12/781 [00:00<00:40, 18.99it/s]
  2%|1         | 14/781 [00:00<00:40, 18.88it/s]
  2%|2         | 16/781 [00:00<00:40, 18.99it/s]
  2%|2         | 18/781 [00:00<00:40, 19.05it/s]
  3%|2         | 20/781 [00:01<00:39, 19.19it/s]
  3%|2         | 22/781 [00:01<00:39, 19.35it/s]
  3%|3         | 24/781 [00:01<00:38, 19.42it/s]
  3%|3         | 26/781 [00:01<00:38, 19.41it/s]
  4%|3         | 28/781 [00:01<00:38, 19.39it/s]
  4%|3         | 30/781 [00:01<00:38, 19.38it/s]
  4%|4         | 32/781 [00:01<00:39, 19.20it/s]
  4%|4         | 34/781 [00:01<00:39, 18.91it/s]
  5%|4         | 36/781 [00:01<00:39, 19.08it/s]
  5%|4         | 38/781 [00:01<00:38, 19.29it/s]
  5%|5         | 40/781 [00:02<00:38, 19.42it/s]
  5%|5         | 42/781 [00:02<00:37, 19.57it/s]
  6%|5         | 44/781 [00:02<00:37, 19.41it/s]
  6%|5         | 46/781 [00:02<00:37, 19.35it/s]
  6%|6         | 48/781 [00:02<00:37, 19.50it/s]
  6%|6         | 50/781 [00:02<00:37, 19.46it/s]
  7%|6         | 52/781 [00:02<00:37, 19.48it/s]
  7%|6         | 54/781 [00:02<00:37, 19.43it/s]
  7%|7         | 56/781 [00:02<00:37, 19.52it/s]
  7%|7         | 58/781 [00:03<00:36, 19.59it/s]
  8%|7         | 60/781 [00:03<00:36, 19.64it/s]
  8%|7         | 62/781 [00:03<00:36, 19.62it/s]
  8%|8         | 64/781 [00:03<00:36, 19.58it/s]
  8%|8         | 66/781 [00:03<00:36, 19.68it/s]
  9%|8         | 68/781 [00:03<00:36, 19.74it/s]
  9%|8         | 70/781 [00:03<00:36, 19.49it/s]
  9%|9         | 72/781 [00:03<00:36, 19.50it/s]
  9%|9         | 74/781 [00:03<00:36, 19.57it/s]
 10%|9         | 76/781 [00:03<00:35, 19.65it/s]
 10%|9         | 78/781 [00:04<00:35, 19.73it/s]
 10%|#         | 80/781 [00:04<00:35, 19.67it/s]
 10%|#         | 82/781 [00:04<00:36, 19.39it/s]
 11%|#         | 84/781 [00:04<00:36, 19.29it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.45it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.57it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.65it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.66it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.61it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.56it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.63it/s]
 13%|#2        | 100/781 [00:05<00:34, 19.69it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.62it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.56it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.65it/s]
 14%|#3        | 109/781 [00:05<00:34, 19.53it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.21it/s]
 14%|#4        | 113/781 [00:05<00:34, 19.12it/s]
 15%|#4        | 115/781 [00:05<00:34, 19.11it/s]
 15%|#4        | 117/781 [00:06<00:34, 19.16it/s]
 15%|#5        | 119/781 [00:06<00:34, 19.25it/s]
 15%|#5        | 121/781 [00:06<00:34, 19.29it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.46it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.52it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.65it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.58it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.36it/s]
 17%|#7        | 133/781 [00:06<00:33, 19.15it/s]
 17%|#7        | 135/781 [00:06<00:33, 19.15it/s]
 18%|#7        | 137/781 [00:07<00:33, 19.15it/s]
 18%|#7        | 139/781 [00:07<00:33, 19.16it/s]
 18%|#8        | 141/781 [00:07<00:33, 19.11it/s]
 18%|#8        | 143/781 [00:07<00:33, 19.30it/s]
 19%|#8        | 145/781 [00:07<00:32, 19.32it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.40it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.53it/s]
 19%|#9        | 151/781 [00:07<00:32, 19.36it/s]
 20%|#9        | 153/781 [00:07<00:33, 19.02it/s]
 20%|#9        | 155/781 [00:08<00:32, 19.09it/s]
 20%|##        | 157/781 [00:08<00:32, 19.09it/s]
 20%|##        | 159/781 [00:08<00:32, 19.30it/s]
 21%|##        | 161/781 [00:08<00:32, 19.33it/s]
 21%|##        | 163/781 [00:08<00:32, 19.07it/s]
 21%|##1       | 165/781 [00:08<00:32, 19.21it/s]
 21%|##1       | 167/781 [00:08<00:31, 19.37it/s]
 22%|##1       | 169/781 [00:08<00:31, 19.36it/s]
 22%|##1       | 171/781 [00:08<00:31, 19.35it/s]
 22%|##2       | 173/781 [00:08<00:31, 19.44it/s]
 22%|##2       | 175/781 [00:09<00:31, 19.50it/s]
 23%|##2       | 177/781 [00:09<00:30, 19.52it/s]
 23%|##2       | 179/781 [00:09<00:30, 19.47it/s]
 23%|##3       | 181/781 [00:09<00:31, 19.29it/s]
 23%|##3       | 183/781 [00:09<00:31, 19.17it/s]
 24%|##3       | 185/781 [00:09<00:31, 18.99it/s]
 24%|##3       | 187/781 [00:09<00:31, 18.94it/s]
 24%|##4       | 189/781 [00:09<00:31, 19.09it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.24it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.36it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.33it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.30it/s]
 25%|##5       | 199/781 [00:10<00:29, 19.49it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.56it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.63it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.67it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.61it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.47it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.38it/s]
 27%|##7       | 213/781 [00:11<00:29, 19.38it/s]
 28%|##7       | 215/781 [00:11<00:29, 19.25it/s]
 28%|##7       | 217/781 [00:11<00:29, 19.40it/s]
 28%|##8       | 219/781 [00:11<00:28, 19.53it/s]
 28%|##8       | 221/781 [00:11<00:28, 19.64it/s]
 29%|##8       | 223/781 [00:11<00:28, 19.58it/s]
 29%|##8       | 225/781 [00:11<00:28, 19.54it/s]
 29%|##9       | 227/781 [00:11<00:28, 19.61it/s]
 29%|##9       | 229/781 [00:11<00:28, 19.55it/s]
 30%|##9       | 231/781 [00:11<00:28, 19.36it/s]
 30%|##9       | 233/781 [00:12<00:28, 19.25it/s]
 30%|###       | 235/781 [00:12<00:28, 19.16it/s]
 30%|###       | 237/781 [00:12<00:28, 19.19it/s]
 31%|###       | 239/781 [00:12<00:28, 19.33it/s]
 31%|###       | 241/781 [00:12<00:27, 19.34it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.40it/s]
 31%|###1      | 245/781 [00:12<00:27, 19.42it/s]
 32%|###1      | 247/781 [00:12<00:27, 19.57it/s]
 32%|###1      | 249/781 [00:12<00:27, 19.68it/s]
 32%|###2      | 251/781 [00:12<00:26, 19.72it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.73it/s]
 33%|###2      | 255/781 [00:13<00:26, 19.75it/s]
 33%|###2      | 257/781 [00:13<00:26, 19.76it/s]
 33%|###3      | 259/781 [00:13<00:26, 19.41it/s]
 33%|###3      | 261/781 [00:13<00:27, 19.05it/s]
 34%|###3      | 263/781 [00:13<00:27, 19.17it/s]
 34%|###3      | 265/781 [00:13<00:27, 19.05it/s]
 34%|###4      | 267/781 [00:13<00:26, 19.07it/s]
 34%|###4      | 269/781 [00:13<00:26, 19.04it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.14it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.10it/s]
 35%|###5      | 275/781 [00:14<00:26, 19.15it/s]
 35%|###5      | 277/781 [00:14<00:26, 19.27it/s]
 36%|###5      | 279/781 [00:14<00:26, 19.27it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.24it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.34it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.35it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.43it/s]
 37%|###7      | 289/781 [00:14<00:25, 19.50it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.49it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.61it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.50it/s]
 38%|###8      | 297/781 [00:15<00:24, 19.49it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.42it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.36it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.47it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.49it/s]
 39%|###9      | 307/781 [00:15<00:24, 19.62it/s]
 40%|###9      | 309/781 [00:15<00:24, 19.65it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.44it/s]
 40%|####      | 313/781 [00:16<00:24, 19.05it/s]
 40%|####      | 315/781 [00:16<00:24, 18.92it/s]
 41%|####      | 317/781 [00:16<00:24, 18.81it/s]
 41%|####      | 319/781 [00:16<00:24, 18.99it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.22it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.26it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.37it/s]
 42%|####1     | 327/781 [00:16<00:23, 19.38it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.09it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.04it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.04it/s]
 43%|####2     | 335/781 [00:17<00:23, 19.20it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.27it/s]
 43%|####3     | 339/781 [00:17<00:22, 19.25it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.43it/s]
 44%|####3     | 343/781 [00:17<00:22, 19.43it/s]
 44%|####4     | 345/781 [00:17<00:22, 19.44it/s]
 44%|####4     | 347/781 [00:17<00:22, 19.52it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.63it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.44it/s]
 45%|####5     | 353/781 [00:18<00:22, 19.37it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.24it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.18it/s]
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100%|#########9| 780/781 [00:40<00:00, 19.70it/s]
100%|##########| 781/781 [00:40<00:00, 19.10it/s]




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 17%|#7        | 136/781 [00:07<00:33, 19.48it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.30it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.43it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.55it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.60it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.66it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.72it/s]
 19%|#9        | 150/781 [00:07<00:31, 19.76it/s]
 19%|#9        | 152/781 [00:07<00:31, 19.79it/s]
 20%|#9        | 154/781 [00:07<00:31, 19.76it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.15it/s]
 20%|##        | 158/781 [00:08<00:32, 19.07it/s]
 20%|##        | 160/781 [00:08<00:32, 19.22it/s]
 21%|##        | 162/781 [00:08<00:32, 19.15it/s]
 21%|##        | 164/781 [00:08<00:32, 19.26it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.85it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.94it/s]
 22%|##1       | 170/781 [00:08<00:32, 19.08it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.96it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.14it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.32it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.39it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.52it/s]
 23%|##3       | 183/781 [00:09<00:30, 19.75it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.79it/s]
 24%|##3       | 187/781 [00:09<00:30, 19.72it/s]
 24%|##4       | 189/781 [00:09<00:30, 19.67it/s]
 25%|##4       | 192/781 [00:09<00:29, 19.79it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.52it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.54it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.58it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.69it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.69it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.70it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.77it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.30it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.06it/s]
 27%|##7       | 212/781 [00:10<00:30, 18.94it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.20it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.91it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.94it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.06it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.23it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.21it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.33it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.49it/s]
 30%|##9       | 232/781 [00:11<00:28, 19.38it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.40it/s]
 30%|###       | 236/781 [00:12<00:28, 19.45it/s]
 30%|###       | 238/781 [00:12<00:27, 19.46it/s]
 31%|###       | 240/781 [00:12<00:27, 19.55it/s]
 31%|###       | 242/781 [00:12<00:27, 19.62it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.65it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.68it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.52it/s]
 32%|###2      | 250/781 [00:12<00:27, 19.61it/s]
 32%|###2      | 252/781 [00:13<00:26, 19.66it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.26it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.47it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.59it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.75it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.77it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.71it/s]
 34%|###4      | 267/781 [00:13<00:26, 19.66it/s]
 34%|###4      | 269/781 [00:13<00:26, 19.51it/s]
 35%|###4      | 271/781 [00:13<00:26, 19.52it/s]
 35%|###4      | 273/781 [00:14<00:25, 19.61it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.61it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.40it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.46it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.44it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.36it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.18it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.22it/s]
 37%|###7      | 289/781 [00:14<00:26, 18.90it/s]
 37%|###7      | 291/781 [00:15<00:25, 18.87it/s]
 38%|###7      | 293/781 [00:15<00:25, 18.82it/s]
 38%|###7      | 295/781 [00:15<00:25, 18.79it/s]
 38%|###8      | 297/781 [00:15<00:25, 18.78it/s]
 38%|###8      | 299/781 [00:15<00:26, 18.47it/s]
 39%|###8      | 301/781 [00:15<00:25, 18.75it/s]
 39%|###8      | 303/781 [00:15<00:25, 18.98it/s]
 39%|###9      | 305/781 [00:15<00:25, 18.56it/s]
 39%|###9      | 307/781 [00:15<00:25, 18.37it/s]
 40%|###9      | 309/781 [00:15<00:25, 18.42it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.26it/s]
 40%|####      | 313/781 [00:16<00:25, 18.27it/s]
 40%|####      | 315/781 [00:16<00:25, 18.21it/s]
 41%|####      | 317/781 [00:16<00:25, 18.52it/s]
 41%|####      | 319/781 [00:16<00:24, 18.77it/s]
 41%|####1     | 321/781 [00:16<00:24, 19.01it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.11it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.33it/s]
 42%|####1     | 327/781 [00:16<00:23, 19.48it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.56it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.37it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.27it/s]
 43%|####2     | 335/781 [00:17<00:23, 19.29it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.25it/s]
 43%|####3     | 339/781 [00:17<00:23, 19.19it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.51it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.50it/s]
 44%|####4     | 346/781 [00:17<00:22, 19.53it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.62it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.51it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.43it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.48it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.58it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.69it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.69it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.75it/s]
 47%|####6     | 364/781 [00:18<00:21, 19.59it/s]
 47%|####6     | 366/781 [00:18<00:21, 19.10it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.30it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.46it/s]
 48%|####7     | 372/781 [00:19<00:20, 19.50it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.54it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.33it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.38it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.10it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.03it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.21it/s]
 49%|####9     | 386/781 [00:19<00:20, 19.29it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.40it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.54it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.64it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.69it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.71it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.69it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.57it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.38it/s]
 52%|#####1    | 404/781 [00:20<00:19, 19.32it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.25it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.21it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.28it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.22it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.27it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.38it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.55it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.44it/s]
 54%|#####4    | 422/781 [00:21<00:18, 19.25it/s]
 54%|#####4    | 424/781 [00:21<00:18, 19.14it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.18it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.11it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.11it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.19it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.28it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.39it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.51it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.61it/s]
 57%|#####6    | 442/781 [00:22<00:17, 19.60it/s]
 57%|#####6    | 444/781 [00:22<00:17, 19.57it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.43it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.38it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.31it/s]
 58%|#####7    | 452/781 [00:23<00:16, 19.45it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.46it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.50it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.51it/s]
 59%|#####8    | 460/781 [00:23<00:16, 19.02it/s]
 59%|#####9    | 462/781 [00:23<00:17, 18.73it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.62it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.30it/s]
 60%|#####9    | 468/781 [00:24<00:17, 17.88it/s]
 60%|######    | 470/781 [00:24<00:17, 17.94it/s]
 60%|######    | 472/781 [00:24<00:17, 18.12it/s]
 61%|######    | 474/781 [00:24<00:17, 17.95it/s]
 61%|######    | 476/781 [00:24<00:16, 18.21it/s]
 61%|######1   | 478/781 [00:24<00:16, 18.22it/s]
 61%|######1   | 480/781 [00:24<00:16, 18.26it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.29it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.45it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.63it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.31it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.47it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.61it/s]
 63%|######3   | 494/781 [00:25<00:15, 18.79it/s]
 64%|######3   | 496/781 [00:25<00:15, 18.82it/s]
 64%|######3   | 498/781 [00:25<00:15, 18.84it/s]
 64%|######4   | 500/781 [00:25<00:14, 18.94it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.96it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.69it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.69it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.85it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.95it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.91it/s]
 66%|######5   | 514/781 [00:26<00:14, 18.83it/s]
 66%|######6   | 516/781 [00:26<00:14, 18.73it/s]
 66%|######6   | 518/781 [00:26<00:14, 18.75it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.51it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.60it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.62it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.66it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.57it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.74it/s]
 68%|######8   | 532/781 [00:27<00:13, 18.67it/s]
 68%|######8   | 534/781 [00:27<00:13, 18.54it/s]
 69%|######8   | 536/781 [00:27<00:13, 18.54it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.66it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.76it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.89it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.74it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.80it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.84it/s]
 70%|#######   | 550/781 [00:28<00:12, 18.48it/s]
 71%|#######   | 552/781 [00:28<00:12, 18.69it/s]
 71%|#######   | 554/781 [00:28<00:12, 18.85it/s]
 71%|#######1  | 556/781 [00:28<00:11, 18.96it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.64it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.70it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.89it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.93it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.99it/s]
 73%|#######2  | 570/781 [00:29<00:11, 19.03it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.02it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.07it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.10it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.12it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.14it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.17it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.68it/s]
 75%|#######5  | 586/781 [00:30<00:10, 18.60it/s]
 75%|#######5  | 588/781 [00:30<00:10, 18.52it/s]
 76%|#######5  | 590/781 [00:30<00:10, 18.55it/s]
 76%|#######5  | 592/781 [00:30<00:10, 18.59it/s]
 76%|#######6  | 594/781 [00:30<00:10, 18.55it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.66it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.79it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.67it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.88it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.00it/s]
 78%|#######7  | 606/781 [00:31<00:09, 19.00it/s]
 78%|#######7  | 608/781 [00:31<00:09, 18.75it/s]
 78%|#######8  | 610/781 [00:31<00:09, 18.52it/s]
 78%|#######8  | 612/781 [00:31<00:09, 18.66it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.84it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.95it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.04it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.93it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.89it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.84it/s]
 80%|########  | 626/781 [00:32<00:08, 18.77it/s]
 80%|########  | 628/781 [00:32<00:08, 18.73it/s]
 81%|########  | 630/781 [00:32<00:08, 18.64it/s]
 81%|########  | 632/781 [00:33<00:08, 18.48it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.56it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.52it/s]
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 82%|########1 | 640/781 [00:33<00:07, 18.84it/s]
 82%|########2 | 642/781 [00:33<00:07, 18.63it/s]
 82%|########2 | 644/781 [00:33<00:07, 18.72it/s]
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 83%|########2 | 648/781 [00:33<00:07, 18.57it/s]
 83%|########3 | 650/781 [00:33<00:07, 18.62it/s]
 83%|########3 | 652/781 [00:34<00:07, 18.42it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.50it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.68it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.79it/s]
 85%|########4 | 660/781 [00:34<00:06, 18.58it/s]
 85%|########4 | 662/781 [00:34<00:06, 18.69it/s]
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 85%|########5 | 666/781 [00:34<00:06, 18.72it/s]
 86%|########5 | 668/781 [00:34<00:06, 18.58it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.65it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.61it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.49it/s]
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 87%|########7 | 680/781 [00:35<00:05, 18.90it/s]
 87%|########7 | 682/781 [00:35<00:05, 18.88it/s]
 88%|########7 | 684/781 [00:35<00:05, 19.00it/s]
 88%|########7 | 686/781 [00:35<00:05, 18.66it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.69it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.80it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.51it/s]
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 89%|########9 | 696/781 [00:36<00:04, 18.74it/s]
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 90%|########9 | 700/781 [00:36<00:04, 18.93it/s]
 90%|########9 | 702/781 [00:36<00:04, 18.97it/s]
 90%|######### | 704/781 [00:36<00:04, 19.00it/s]
 90%|######### | 706/781 [00:36<00:03, 18.94it/s]
 91%|######### | 708/781 [00:37<00:03, 18.92it/s]
 91%|######### | 710/781 [00:37<00:03, 18.96it/s]
 91%|#########1| 712/781 [00:37<00:03, 19.04it/s]
 91%|#########1| 714/781 [00:37<00:03, 19.05it/s]
 92%|#########1| 716/781 [00:37<00:03, 18.80it/s]
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100%|##########| 781/781 [00:40<00:00, 19.05it/s]




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 51%|#####     | 80/157 [00:04<00:04, 16.27it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.27it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.04it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.75it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.89it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.87it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.99it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.14it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.22it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.09it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.08it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.16it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.26it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.25it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.39it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.37it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.27it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.22it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.29it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.29it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.33it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.29it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.34it/s]
 80%|########  | 126/157 [00:07<00:01, 16.01it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.13it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.04it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.29it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.45it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.55it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.50it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.44it/s]
 90%|######### | 142/157 [00:08<00:00, 16.39it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.37it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.41it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.50it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.51it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.60it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.58it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.29it/s]
100%|##########| 157/157 [00:09<00:00, 16.26it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:51, 15.15it/s]
  1%|          | 4/781 [00:00<00:45, 17.04it/s]
  1%|          | 6/781 [00:00<00:43, 17.88it/s]
  1%|1         | 8/781 [00:00<00:42, 18.21it/s]
  1%|1         | 10/781 [00:00<00:42, 18.18it/s]
  2%|1         | 12/781 [00:00<00:42, 17.97it/s]
  2%|1         | 14/781 [00:00<00:42, 18.19it/s]
  2%|2         | 16/781 [00:00<00:41, 18.34it/s]
  2%|2         | 18/781 [00:00<00:41, 18.39it/s]
  3%|2         | 20/781 [00:01<00:41, 18.48it/s]
  3%|2         | 22/781 [00:01<00:40, 18.66it/s]
  3%|3         | 24/781 [00:01<00:40, 18.80it/s]
  3%|3         | 26/781 [00:01<00:39, 18.93it/s]
  4%|3         | 28/781 [00:01<00:39, 19.05it/s]
  4%|3         | 30/781 [00:01<00:39, 19.03it/s]
  4%|4         | 32/781 [00:01<00:39, 19.00it/s]
  4%|4         | 34/781 [00:01<00:39, 18.91it/s]
  5%|4         | 36/781 [00:01<00:39, 19.01it/s]
  5%|4         | 38/781 [00:02<00:38, 19.05it/s]
  5%|5         | 40/781 [00:02<00:38, 19.14it/s]
  5%|5         | 42/781 [00:02<00:38, 19.20it/s]
  6%|5         | 44/781 [00:02<00:38, 19.24it/s]
  6%|5         | 46/781 [00:02<00:38, 18.96it/s]
  6%|6         | 48/781 [00:02<00:38, 18.80it/s]
  6%|6         | 50/781 [00:02<00:38, 18.82it/s]
  7%|6         | 52/781 [00:02<00:38, 18.89it/s]
  7%|6         | 54/781 [00:02<00:38, 18.94it/s]
  7%|7         | 56/781 [00:02<00:38, 18.96it/s]
  7%|7         | 58/781 [00:03<00:38, 19.02it/s]
  8%|7         | 60/781 [00:03<00:38, 18.86it/s]
  8%|7         | 62/781 [00:03<00:38, 18.81it/s]
  8%|8         | 64/781 [00:03<00:38, 18.78it/s]
  8%|8         | 66/781 [00:03<00:37, 18.84it/s]
  9%|8         | 68/781 [00:03<00:37, 18.84it/s]
  9%|8         | 70/781 [00:03<00:37, 18.92it/s]
  9%|9         | 72/781 [00:03<00:37, 18.86it/s]
  9%|9         | 74/781 [00:03<00:37, 18.87it/s]
 10%|9         | 76/781 [00:04<00:37, 18.81it/s]
 10%|9         | 78/781 [00:04<00:37, 18.61it/s]
 10%|#         | 80/781 [00:04<00:37, 18.60it/s]
 10%|#         | 82/781 [00:04<00:37, 18.62it/s]
 11%|#         | 84/781 [00:04<00:37, 18.75it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.77it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.83it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.76it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.68it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.61it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.79it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.76it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.87it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.75it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.72it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.37it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.60it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.72it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.73it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.78it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.83it/s]
 15%|#5        | 118/781 [00:06<00:34, 18.95it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.95it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.00it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.07it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.09it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.16it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.19it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.15it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.88it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.84it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.86it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.75it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.65it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.68it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.70it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.86it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.84it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.93it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.97it/s]
 20%|##        | 158/781 [00:08<00:32, 18.98it/s]
 20%|##        | 160/781 [00:08<00:32, 18.89it/s]
 21%|##        | 162/781 [00:08<00:32, 18.88it/s]
 21%|##        | 164/781 [00:08<00:32, 18.83it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.87it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.93it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.03it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.06it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.76it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.66it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.68it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.67it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.25it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.39it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.52it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.26it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.42it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.61it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.57it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.55it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.66it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.72it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.82it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.74it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.72it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.72it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.74it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.51it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.63it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.81it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.85it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.55it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.76it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.46it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.44it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.58it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.68it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.90it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.92it/s]
 30%|###       | 236/781 [00:12<00:29, 18.79it/s]
 30%|###       | 238/781 [00:12<00:29, 18.17it/s]
 31%|###       | 240/781 [00:12<00:29, 18.29it/s]
 31%|###       | 242/781 [00:12<00:29, 18.46it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.25it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.30it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.35it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.73it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.96it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.19it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.36it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.11it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.34it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.38it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.63it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.65it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.54it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.31it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.47it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.51it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.55it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.55it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.54it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.48it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.42it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.31it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.42it/s]
 37%|###7      | 292/781 [00:15<00:24, 19.65it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.55it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.49it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.61it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.61it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.39it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.42it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.30it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.36it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.42it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.31it/s]
 40%|####      | 314/781 [00:16<00:24, 19.09it/s]
 40%|####      | 316/781 [00:16<00:24, 19.30it/s]
 41%|####      | 318/781 [00:16<00:23, 19.38it/s]
 41%|####      | 320/781 [00:16<00:23, 19.42it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.53it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.58it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.58it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.70it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.22it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.17it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.35it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.51it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.46it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.43it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.47it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.44it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.38it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.34it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.52it/s]
 45%|####5     | 352/781 [00:18<00:21, 19.65it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.70it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.48it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.44it/s]
 46%|####6     | 360/781 [00:19<00:21, 19.29it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.21it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.05it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.13it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.64it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.53it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.37it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.55it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.78it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.70it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.58it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.67it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.79it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.89it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.73it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.80it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.38it/s]
 50%|#####     | 394/781 [00:20<00:21, 18.38it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.39it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.41it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.55it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.74it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.71it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.72it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.67it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.85it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.92it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.99it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.09it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.27it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.36it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.01it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.00it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.81it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.42it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.43it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.56it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.82it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.86it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.96it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.82it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.60it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.36it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.29it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.40it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.41it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.54it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.69it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.77it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.79it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.84it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.91it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.66it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.55it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.71it/s]
 60%|######    | 470/781 [00:24<00:16, 18.83it/s]
 60%|######    | 472/781 [00:24<00:16, 18.91it/s]
 61%|######    | 474/781 [00:25<00:16, 18.84it/s]
 61%|######    | 476/781 [00:25<00:16, 18.91it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.85it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.86it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.88it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.72it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.78it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.85it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.93it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.02it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.96it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.85it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.78it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.67it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.67it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.65it/s]
 65%|######4   | 506/781 [00:26<00:15, 18.23it/s]
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100%|##########| 781/781 [00:41<00:00, 18.96it/s]




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Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.20s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.20s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.20s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:16<00:00, 16.42s/it]
100%|##########| 1/1 [00:16<00:00, 16.42s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.95it/s]
  3%|2         | 4/157 [00:00<00:10, 14.20it/s]
  4%|3         | 6/157 [00:00<00:09, 15.18it/s]
  5%|5         | 8/157 [00:00<00:09, 15.62it/s]
  6%|6         | 10/157 [00:00<00:09, 16.00it/s]
  8%|7         | 12/157 [00:00<00:09, 16.10it/s]
  9%|8         | 14/157 [00:00<00:08, 16.24it/s]
 10%|#         | 16/157 [00:01<00:08, 16.23it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.43it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.54it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.56it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.57it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.42it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.45it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.34it/s]
 20%|##        | 32/157 [00:01<00:07, 16.51it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.55it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.61it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.78it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.56it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.65it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.78it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.81it/s]
 31%|###       | 48/157 [00:02<00:06, 16.68it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.67it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.77it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.88it/s]
 36%|###5      | 56/157 [00:03<00:05, 16.93it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.93it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.95it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.79it/s]
 41%|####      | 64/157 [00:03<00:05, 16.75it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.86it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.91it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.74it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.82it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.80it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.85it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.88it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.94it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.99it/s]
 54%|#####3    | 84/157 [00:05<00:04, 17.03it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.01it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.02it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.70it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.81it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.91it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.85it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.56it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.61it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.77it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.88it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.80it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.83it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.80it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.85it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.75it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.87it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.94it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.98it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.85it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.63it/s]
 80%|########  | 126/157 [00:07<00:01, 16.73it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.77it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.43it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.35it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.19it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.40it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.10it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.30it/s]
 90%|######### | 142/157 [00:08<00:00, 16.21it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.19it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.08it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.21it/s]
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 98%|#########8| 154/157 [00:09<00:00, 16.47it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.57it/s]
100%|##########| 157/157 [00:09<00:00, 16.64it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.66it/s]
  1%|          | 4/781 [00:00<00:40, 19.13it/s]
  1%|          | 6/781 [00:00<00:40, 19.36it/s]
  1%|1         | 8/781 [00:00<00:40, 19.26it/s]
  1%|1         | 10/781 [00:00<00:40, 19.04it/s]
  2%|1         | 12/781 [00:00<00:41, 18.54it/s]
  2%|1         | 14/781 [00:00<00:41, 18.71it/s]
  2%|2         | 16/781 [00:00<00:41, 18.59it/s]
  2%|2         | 18/781 [00:00<00:40, 18.87it/s]
  3%|2         | 20/781 [00:01<00:39, 19.06it/s]
  3%|2         | 22/781 [00:01<00:39, 19.09it/s]
  3%|3         | 24/781 [00:01<00:39, 19.10it/s]
  3%|3         | 26/781 [00:01<00:39, 19.14it/s]
  4%|3         | 28/781 [00:01<00:39, 19.11it/s]
  4%|3         | 30/781 [00:01<00:39, 19.06it/s]
  4%|4         | 32/781 [00:01<00:39, 19.09it/s]
  4%|4         | 34/781 [00:01<00:38, 19.20it/s]
  5%|4         | 36/781 [00:01<00:38, 19.29it/s]
  5%|4         | 38/781 [00:01<00:38, 19.28it/s]
  5%|5         | 40/781 [00:02<00:38, 19.47it/s]
  5%|5         | 42/781 [00:02<00:37, 19.52it/s]
  6%|5         | 44/781 [00:02<00:37, 19.57it/s]
  6%|5         | 46/781 [00:02<00:37, 19.65it/s]
  6%|6         | 48/781 [00:02<00:37, 19.68it/s]
  6%|6         | 50/781 [00:02<00:37, 19.71it/s]
  7%|6         | 52/781 [00:02<00:37, 19.56it/s]
  7%|6         | 54/781 [00:02<00:37, 19.62it/s]
  7%|7         | 56/781 [00:02<00:36, 19.60it/s]
  7%|7         | 58/781 [00:03<00:36, 19.71it/s]
  8%|7         | 60/781 [00:03<00:36, 19.73it/s]
  8%|7         | 62/781 [00:03<00:36, 19.66it/s]
  8%|8         | 64/781 [00:03<00:36, 19.48it/s]
  8%|8         | 66/781 [00:03<00:36, 19.45it/s]
  9%|8         | 68/781 [00:03<00:36, 19.55it/s]
  9%|8         | 70/781 [00:03<00:36, 19.50it/s]
  9%|9         | 72/781 [00:03<00:36, 19.60it/s]
  9%|9         | 74/781 [00:03<00:36, 19.24it/s]
 10%|9         | 76/781 [00:03<00:36, 19.29it/s]
 10%|9         | 78/781 [00:04<00:36, 19.06it/s]
 10%|#         | 80/781 [00:04<00:36, 19.09it/s]
 10%|#         | 82/781 [00:04<00:36, 19.28it/s]
 11%|#         | 84/781 [00:04<00:35, 19.41it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.20it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.31it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.49it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.63it/s]
 12%|#2        | 94/781 [00:04<00:34, 19.72it/s]
 12%|#2        | 96/781 [00:04<00:34, 19.76it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.69it/s]
 13%|#2        | 100/781 [00:05<00:34, 19.68it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.69it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.76it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.71it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.70it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.70it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.49it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.51it/s]
 15%|#4        | 116/781 [00:05<00:34, 19.53it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.45it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.29it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.39it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.51it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.47it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.61it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.45it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.58it/s]
 17%|#7        | 134/781 [00:07<01:13,  8.86it/s]
 17%|#7        | 136/781 [00:07<01:00, 10.61it/s]
 18%|#7        | 138/781 [00:07<00:52, 12.29it/s]
 18%|#7        | 140/781 [00:07<00:46, 13.81it/s]
 18%|#8        | 142/781 [00:07<00:42, 15.16it/s]
 18%|#8        | 144/781 [00:07<00:39, 16.29it/s]
 19%|#8        | 146/781 [00:07<00:36, 17.20it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.87it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.45it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.86it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.04it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.09it/s]
 20%|##        | 158/781 [00:08<00:32, 19.30it/s]
 20%|##        | 160/781 [00:08<00:32, 19.27it/s]
 21%|##        | 162/781 [00:08<00:32, 19.21it/s]
 21%|##        | 164/781 [00:08<00:32, 18.92it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.85it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.07it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.23it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.35it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.36it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.48it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.61it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.58it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.63it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.67it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.73it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.46it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.32it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.35it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.25it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.17it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.12it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.17it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.19it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.35it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.55it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.60it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.43it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.42it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.31it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.44it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.51it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.25it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.28it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.32it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.43it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.14it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.92it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.19it/s]
 30%|###       | 236/781 [00:12<00:30, 18.15it/s]
 30%|###       | 238/781 [00:12<00:30, 18.08it/s]
 31%|###       | 240/781 [00:12<00:30, 17.95it/s]
 31%|###       | 242/781 [00:13<00:29, 18.02it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.01it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.04it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.09it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.21it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.25it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.53it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.72it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.83it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.95it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.91it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.80it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.77it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.49it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.68it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.83it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.61it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.78it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.90it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.02it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.07it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.98it/s]
 37%|###6      | 286/781 [00:15<00:26, 19.02it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.07it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.52it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.48it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.52it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.60it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.77it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.93it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.63it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.45it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.51it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.65it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.82it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.87it/s]
 40%|####      | 314/781 [00:16<00:24, 18.86it/s]
 40%|####      | 316/781 [00:16<00:24, 18.71it/s]
 41%|####      | 318/781 [00:17<00:25, 18.51it/s]
 41%|####      | 320/781 [00:17<00:24, 18.52it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.40it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.54it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.49it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.71it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.93it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.65it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.48it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.54it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.66it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.46it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.44it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.54it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.32it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.05it/s]
 45%|####4     | 350/781 [00:18<00:23, 17.99it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.01it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 358/781 [00:19<00:23, 17.97it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.97it/s]
 46%|####6     | 362/781 [00:19<00:23, 17.80it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.92it/s]
 47%|####6     | 366/781 [00:19<00:23, 17.95it/s]
 47%|####7     | 368/781 [00:19<00:23, 17.75it/s]
 47%|####7     | 370/781 [00:19<00:23, 17.74it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.87it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.93it/s]
 48%|####8     | 376/781 [00:20<00:22, 17.65it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.83it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.99it/s]
 49%|####8     | 382/781 [00:20<00:22, 18.05it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.29it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.53it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.63it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.39it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.40it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.40it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.42it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.61it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.59it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.67it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.67it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.84it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.98it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.89it/s]
 53%|#####2    | 412/781 [00:22<00:19, 19.02it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.97it/s]
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 54%|#####3    | 418/781 [00:22<00:19, 18.92it/s]
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 54%|#####4    | 422/781 [00:22<00:18, 19.00it/s]
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 55%|#####4    | 426/781 [00:22<00:18, 18.86it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.86it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.73it/s]
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 56%|#####5    | 434/781 [00:23<00:18, 18.70it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.71it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.78it/s]
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 57%|#####7    | 446/781 [00:24<00:18, 18.54it/s]
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 60%|#####9    | 466/781 [00:25<00:16, 18.82it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.53it/s]
 60%|######    | 470/781 [00:25<00:16, 18.72it/s]
 60%|######    | 472/781 [00:25<00:16, 18.53it/s]
 61%|######    | 474/781 [00:25<00:16, 18.67it/s]
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 61%|######1   | 478/781 [00:25<00:16, 18.61it/s]
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 62%|######2   | 486/781 [00:26<00:15, 18.85it/s]
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 69%|######9   | 540/781 [00:29<00:12, 18.59it/s]
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 70%|######9   | 546/781 [00:29<00:12, 18.93it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.74it/s]
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 71%|#######   | 552/781 [00:29<00:12, 18.33it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.23it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.41it/s]
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 72%|#######1  | 560/781 [00:30<00:11, 18.53it/s]
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 73%|#######2  | 568/781 [00:30<00:11, 18.53it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.68it/s]
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 73%|#######3  | 574/781 [00:30<00:10, 18.84it/s]
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 74%|#######4  | 578/781 [00:31<00:10, 18.71it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.72it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.67it/s]
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 75%|#######5  | 586/781 [00:31<00:10, 18.84it/s]
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 76%|#######5  | 590/781 [00:31<00:10, 18.70it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.66it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.80it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.87it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.92it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.96it/s]
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 78%|#######8  | 610/781 [00:32<00:09, 18.48it/s]
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 79%|#######8  | 614/781 [00:33<00:08, 18.69it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 18.83it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.92it/s]
 80%|########  | 626/781 [00:33<00:08, 19.04it/s]
 80%|########  | 628/781 [00:33<00:08, 19.09it/s]
 81%|########  | 630/781 [00:33<00:07, 18.96it/s]
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 83%|########3 | 650/781 [00:34<00:06, 18.76it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.78it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.83it/s]
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 84%|########4 | 658/781 [00:35<00:06, 18.97it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.98it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.05it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.96it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.91it/s]
 86%|########5 | 668/781 [00:35<00:05, 18.86it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.76it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.95it/s]
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 87%|########7 | 680/781 [00:36<00:05, 19.03it/s]
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 88%|########8 | 688/781 [00:36<00:04, 19.11it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.20it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.43it/s]
 90%|######### | 704/781 [00:37<00:04, 18.62it/s]
 90%|######### | 706/781 [00:37<00:04, 18.71it/s]
 91%|######### | 708/781 [00:38<00:03, 18.84it/s]
 91%|######### | 710/781 [00:38<00:03, 18.94it/s]
 91%|#########1| 712/781 [00:38<00:03, 19.05it/s]
 91%|#########1| 714/781 [00:38<00:03, 19.10it/s]
 92%|#########1| 716/781 [00:38<00:03, 19.15it/s]
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 92%|#########2| 720/781 [00:38<00:03, 19.17it/s]
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 93%|#########2| 726/781 [00:38<00:02, 19.00it/s]
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 96%|#########6| 750/781 [00:40<00:01, 18.88it/s]
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 98%|#########8| 768/781 [00:41<00:00, 19.26it/s]
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100%|#########9| 778/781 [00:41<00:00, 18.99it/s]
100%|#########9| 780/781 [00:41<00:00, 19.06it/s]
100%|##########| 781/781 [00:41<00:00, 18.67it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.05it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.08s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.08s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.08s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:40,  1.10s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.13s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.14s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.11s/it]
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Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.09s/it]
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  8%|7         | 62/781 [00:03<00:41, 17.13it/s]
  8%|8         | 64/781 [00:03<00:41, 17.11it/s]
  8%|8         | 66/781 [00:03<00:42, 16.99it/s]
  9%|8         | 68/781 [00:04<00:41, 17.03it/s]
  9%|8         | 70/781 [00:04<00:41, 16.93it/s]
  9%|9         | 72/781 [00:04<00:42, 16.85it/s]
  9%|9         | 74/781 [00:04<00:41, 16.93it/s]
 10%|9         | 76/781 [00:04<00:41, 17.05it/s]
 10%|9         | 78/781 [00:04<00:41, 17.13it/s]
 10%|#         | 80/781 [00:04<00:41, 17.07it/s]
 10%|#         | 82/781 [00:04<00:41, 16.93it/s]
 11%|#         | 84/781 [00:04<00:41, 16.98it/s]
 11%|#1        | 86/781 [00:05<00:41, 16.90it/s]
 11%|#1        | 88/781 [00:05<00:41, 16.85it/s]
 12%|#1        | 90/781 [00:05<00:41, 16.84it/s]
 12%|#1        | 92/781 [00:05<00:40, 16.92it/s]
 12%|#2        | 94/781 [00:05<00:40, 16.99it/s]
 12%|#2        | 96/781 [00:05<00:40, 17.07it/s]
 13%|#2        | 98/781 [00:05<00:39, 17.11it/s]
 13%|#2        | 100/781 [00:05<00:39, 17.09it/s]
 13%|#3        | 102/781 [00:06<00:39, 17.18it/s]
 13%|#3        | 104/781 [00:06<00:39, 17.24it/s]
 14%|#3        | 106/781 [00:06<00:39, 17.24it/s]
 14%|#3        | 108/781 [00:06<00:39, 17.21it/s]
 14%|#4        | 110/781 [00:06<00:39, 17.17it/s]
 14%|#4        | 112/781 [00:06<00:39, 17.12it/s]
 15%|#4        | 114/781 [00:06<00:38, 17.13it/s]
 15%|#4        | 116/781 [00:06<00:39, 16.85it/s]
 15%|#5        | 118/781 [00:06<00:39, 16.93it/s]
 15%|#5        | 120/781 [00:07<00:38, 16.98it/s]
 16%|#5        | 122/781 [00:07<00:38, 16.99it/s]
 16%|#5        | 124/781 [00:07<00:38, 16.98it/s]
 16%|#6        | 126/781 [00:07<00:38, 16.85it/s]
 16%|#6        | 128/781 [00:07<00:38, 16.96it/s]
 17%|#6        | 130/781 [00:07<00:38, 17.01it/s]
 17%|#6        | 132/781 [00:07<00:38, 16.96it/s]
 17%|#7        | 134/781 [00:07<00:38, 16.93it/s]
 17%|#7        | 136/781 [00:07<00:37, 17.04it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.70it/s]
 18%|#7        | 140/781 [00:08<00:38, 16.75it/s]
 18%|#8        | 142/781 [00:08<00:38, 16.66it/s]
 18%|#8        | 144/781 [00:08<00:37, 16.82it/s]
 19%|#8        | 146/781 [00:08<00:37, 16.85it/s]
 19%|#8        | 148/781 [00:08<00:37, 16.94it/s]
 19%|#9        | 150/781 [00:08<00:37, 17.00it/s]
 19%|#9        | 152/781 [00:08<00:36, 17.00it/s]
 20%|#9        | 154/781 [00:09<00:36, 17.07it/s]
 20%|#9        | 156/781 [00:09<00:36, 17.06it/s]
 20%|##        | 158/781 [00:09<00:36, 17.07it/s]
 20%|##        | 160/781 [00:09<00:36, 17.09it/s]
 21%|##        | 162/781 [00:09<00:36, 17.18it/s]
 21%|##        | 164/781 [00:09<00:35, 17.18it/s]
 21%|##1       | 166/781 [00:09<00:35, 17.13it/s]
 22%|##1       | 168/781 [00:09<00:35, 17.18it/s]
 22%|##1       | 170/781 [00:10<00:36, 16.96it/s]
 22%|##2       | 172/781 [00:10<00:36, 16.85it/s]
 22%|##2       | 174/781 [00:10<00:36, 16.70it/s]
 23%|##2       | 176/781 [00:10<00:35, 16.88it/s]
 23%|##2       | 178/781 [00:10<00:36, 16.70it/s]
 23%|##3       | 180/781 [00:10<00:35, 16.77it/s]
 23%|##3       | 182/781 [00:10<00:35, 16.85it/s]
 24%|##3       | 184/781 [00:10<00:35, 16.86it/s]
 24%|##3       | 186/781 [00:10<00:35, 16.92it/s]
 24%|##4       | 188/781 [00:11<00:34, 16.96it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.83it/s]
 25%|##4       | 192/781 [00:11<00:34, 16.89it/s]
 25%|##4       | 194/781 [00:11<00:34, 16.88it/s]
 25%|##5       | 196/781 [00:11<00:34, 16.74it/s]
 25%|##5       | 198/781 [00:11<00:34, 16.76it/s]
 26%|##5       | 200/781 [00:11<00:34, 16.79it/s]
 26%|##5       | 202/781 [00:11<00:34, 16.69it/s]
 26%|##6       | 204/781 [00:12<00:34, 16.83it/s]
 26%|##6       | 206/781 [00:12<00:33, 16.94it/s]
 27%|##6       | 208/781 [00:12<00:33, 16.91it/s]
 27%|##6       | 210/781 [00:12<00:33, 17.00it/s]
 27%|##7       | 212/781 [00:12<00:33, 17.06it/s]
 27%|##7       | 214/781 [00:12<00:33, 17.12it/s]
 28%|##7       | 216/781 [00:12<00:32, 17.17it/s]
 28%|##7       | 218/781 [00:12<00:33, 16.93it/s]
 28%|##8       | 220/781 [00:12<00:33, 16.88it/s]
 28%|##8       | 222/781 [00:13<00:32, 16.98it/s]
 29%|##8       | 224/781 [00:13<00:33, 16.85it/s]
 29%|##8       | 226/781 [00:13<00:32, 16.92it/s]
 29%|##9       | 228/781 [00:13<00:32, 17.02it/s]
 29%|##9       | 230/781 [00:13<00:32, 16.99it/s]
 30%|##9       | 232/781 [00:13<00:32, 16.83it/s]
 30%|##9       | 234/781 [00:13<00:32, 16.79it/s]
 30%|###       | 236/781 [00:13<00:32, 16.64it/s]
 30%|###       | 238/781 [00:14<00:32, 16.75it/s]
 31%|###       | 240/781 [00:14<00:33, 16.05it/s]
 31%|###       | 242/781 [00:14<00:33, 16.15it/s]
 31%|###1      | 244/781 [00:14<00:33, 16.21it/s]
 31%|###1      | 246/781 [00:14<00:33, 15.90it/s]
 32%|###1      | 248/781 [00:14<00:33, 15.86it/s]
 32%|###2      | 250/781 [00:14<00:33, 15.72it/s]
 32%|###2      | 252/781 [00:14<00:34, 15.51it/s]
 33%|###2      | 254/781 [00:15<00:34, 15.46it/s]
 33%|###2      | 256/781 [00:15<00:33, 15.54it/s]
 33%|###3      | 258/781 [00:15<00:33, 15.59it/s]
 33%|###3      | 260/781 [00:15<00:33, 15.65it/s]
 34%|###3      | 262/781 [00:15<00:32, 15.77it/s]
 34%|###3      | 264/781 [00:15<00:32, 15.82it/s]
 34%|###4      | 266/781 [00:15<00:32, 15.81it/s]
 34%|###4      | 268/781 [00:15<00:32, 15.89it/s]
 35%|###4      | 270/781 [00:16<00:32, 15.78it/s]
 35%|###4      | 272/781 [00:16<00:32, 15.69it/s]
 35%|###5      | 274/781 [00:16<00:32, 15.76it/s]
 35%|###5      | 276/781 [00:16<00:31, 15.85it/s]
 36%|###5      | 278/781 [00:16<00:31, 15.95it/s]
 36%|###5      | 280/781 [00:16<00:31, 16.04it/s]
 36%|###6      | 282/781 [00:16<00:31, 16.02it/s]
 36%|###6      | 284/781 [00:16<00:30, 16.05it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.95it/s]
 37%|###6      | 288/781 [00:17<00:30, 15.94it/s]
 37%|###7      | 290/781 [00:17<00:30, 15.93it/s]
 37%|###7      | 292/781 [00:17<00:30, 15.97it/s]
 38%|###7      | 294/781 [00:17<00:30, 16.03it/s]
 38%|###7      | 296/781 [00:17<00:30, 16.02it/s]
 38%|###8      | 298/781 [00:17<00:30, 16.05it/s]
 38%|###8      | 300/781 [00:17<00:29, 16.07it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.07it/s]
 39%|###8      | 304/781 [00:18<00:29, 16.02it/s]
 39%|###9      | 306/781 [00:18<00:29, 16.01it/s]
 39%|###9      | 308/781 [00:18<00:30, 15.74it/s]
 40%|###9      | 310/781 [00:18<00:29, 15.87it/s]
 40%|###9      | 312/781 [00:18<00:29, 15.89it/s]
 40%|####      | 314/781 [00:18<00:29, 15.86it/s]
 40%|####      | 316/781 [00:18<00:29, 15.86it/s]
 41%|####      | 318/781 [00:19<00:29, 15.86it/s]
 41%|####      | 320/781 [00:19<00:28, 15.92it/s]
 41%|####1     | 322/781 [00:19<00:28, 15.92it/s]
 41%|####1     | 324/781 [00:19<00:28, 15.89it/s]
 42%|####1     | 326/781 [00:19<00:28, 15.94it/s]
 42%|####1     | 328/781 [00:19<00:28, 15.98it/s]
 42%|####2     | 330/781 [00:19<00:28, 16.01it/s]
 43%|####2     | 332/781 [00:19<00:28, 15.88it/s]
 43%|####2     | 334/781 [00:20<00:28, 15.93it/s]
 43%|####3     | 336/781 [00:20<00:27, 15.91it/s]
 43%|####3     | 338/781 [00:20<00:27, 15.94it/s]
 44%|####3     | 340/781 [00:20<00:27, 15.97it/s]
 44%|####3     | 342/781 [00:20<00:27, 15.94it/s]
 44%|####4     | 344/781 [00:20<00:27, 15.98it/s]
 44%|####4     | 346/781 [00:20<00:27, 16.01it/s]
 45%|####4     | 348/781 [00:20<00:27, 15.86it/s]
 45%|####4     | 350/781 [00:21<00:27, 15.88it/s]
 45%|####5     | 352/781 [00:21<00:27, 15.82it/s]
 45%|####5     | 354/781 [00:21<00:27, 15.77it/s]
 46%|####5     | 356/781 [00:21<00:26, 15.78it/s]
 46%|####5     | 358/781 [00:21<00:26, 15.86it/s]
 46%|####6     | 360/781 [00:21<00:26, 15.91it/s]
 46%|####6     | 362/781 [00:21<00:26, 15.66it/s]
 47%|####6     | 364/781 [00:21<00:26, 15.61it/s]
 47%|####6     | 366/781 [00:22<00:26, 15.70it/s]
 47%|####7     | 368/781 [00:22<00:26, 15.67it/s]
 47%|####7     | 370/781 [00:22<00:25, 15.83it/s]
 48%|####7     | 372/781 [00:22<00:25, 15.86it/s]
 48%|####7     | 374/781 [00:22<00:25, 15.86it/s]
 48%|####8     | 376/781 [00:22<00:25, 15.95it/s]
 48%|####8     | 378/781 [00:22<00:25, 15.99it/s]
 49%|####8     | 380/781 [00:22<00:25, 15.84it/s]
 49%|####8     | 382/781 [00:23<00:25, 15.82it/s]
 49%|####9     | 384/781 [00:23<00:25, 15.87it/s]
 49%|####9     | 386/781 [00:23<00:24, 15.92it/s]
 50%|####9     | 388/781 [00:23<00:24, 15.91it/s]
 50%|####9     | 390/781 [00:23<00:24, 15.97it/s]
 50%|#####     | 392/781 [00:23<00:24, 15.91it/s]
 50%|#####     | 394/781 [00:23<00:24, 15.95it/s]
 51%|#####     | 396/781 [00:24<00:24, 15.96it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.13it/s]
 51%|#####1    | 400/781 [00:24<00:23, 16.13it/s]
 51%|#####1    | 402/781 [00:24<00:23, 16.14it/s]
 52%|#####1    | 404/781 [00:24<00:23, 16.12it/s]
 52%|#####1    | 406/781 [00:24<00:23, 16.12it/s]
 52%|#####2    | 408/781 [00:24<00:23, 15.67it/s]
 52%|#####2    | 410/781 [00:24<00:23, 15.76it/s]
 53%|#####2    | 412/781 [00:25<00:23, 15.91it/s]
 53%|#####3    | 414/781 [00:25<00:22, 16.04it/s]
 53%|#####3    | 416/781 [00:25<00:22, 15.93it/s]
 54%|#####3    | 418/781 [00:25<00:22, 15.86it/s]
 54%|#####3    | 420/781 [00:25<00:22, 16.23it/s]
 54%|#####4    | 422/781 [00:25<00:22, 15.88it/s]
 54%|#####4    | 424/781 [00:25<00:22, 16.19it/s]
 55%|#####4    | 426/781 [00:25<00:21, 16.27it/s]
 55%|#####4    | 428/781 [00:25<00:21, 16.57it/s]
 55%|#####5    | 430/781 [00:26<00:20, 16.78it/s]
 55%|#####5    | 432/781 [00:26<00:20, 16.69it/s]
 56%|#####5    | 434/781 [00:26<00:20, 16.83it/s]
 56%|#####5    | 436/781 [00:26<00:20, 16.90it/s]
 56%|#####6    | 438/781 [00:26<00:20, 16.94it/s]
 56%|#####6    | 440/781 [00:26<00:20, 16.88it/s]
 57%|#####6    | 442/781 [00:26<00:20, 16.87it/s]
 57%|#####6    | 444/781 [00:26<00:19, 16.90it/s]
 57%|#####7    | 446/781 [00:27<00:19, 17.06it/s]
 57%|#####7    | 448/781 [00:27<00:19, 17.04it/s]
 58%|#####7    | 450/781 [00:27<00:19, 16.98it/s]
 58%|#####7    | 452/781 [00:27<00:19, 16.97it/s]
 58%|#####8    | 454/781 [00:27<00:19, 17.09it/s]
 58%|#####8    | 456/781 [00:27<00:18, 17.16it/s]
 59%|#####8    | 458/781 [00:27<00:18, 17.19it/s]
 59%|#####8    | 460/781 [00:27<00:18, 17.22it/s]
 59%|#####9    | 462/781 [00:27<00:18, 17.24it/s]
 59%|#####9    | 464/781 [00:28<00:18, 17.25it/s]
 60%|#####9    | 466/781 [00:28<00:18, 17.26it/s]
 60%|#####9    | 468/781 [00:28<00:18, 17.27it/s]
 60%|######    | 470/781 [00:28<00:18, 17.23it/s]
 60%|######    | 472/781 [00:28<00:17, 17.25it/s]
 61%|######    | 474/781 [00:28<00:17, 17.27it/s]
 61%|######    | 476/781 [00:28<00:17, 17.08it/s]
 61%|######1   | 478/781 [00:28<00:17, 16.96it/s]
 61%|######1   | 480/781 [00:29<00:17, 17.05it/s]
 62%|######1   | 482/781 [00:29<00:17, 17.11it/s]
 62%|######1   | 484/781 [00:29<00:17, 16.96it/s]
 62%|######2   | 486/781 [00:29<00:17, 16.97it/s]
 62%|######2   | 488/781 [00:29<00:17, 17.00it/s]
 63%|######2   | 490/781 [00:29<00:17, 16.87it/s]
 63%|######2   | 492/781 [00:29<00:17, 17.00it/s]
 63%|######3   | 494/781 [00:29<00:16, 17.06it/s]
 64%|######3   | 496/781 [00:29<00:16, 17.11it/s]
 64%|######3   | 498/781 [00:30<00:16, 17.06it/s]
 64%|######4   | 500/781 [00:30<00:16, 16.87it/s]
 64%|######4   | 502/781 [00:30<00:16, 16.83it/s]
 65%|######4   | 504/781 [00:30<00:16, 16.91it/s]
 65%|######4   | 506/781 [00:30<00:16, 16.94it/s]
 65%|######5   | 508/781 [00:30<00:16, 17.00it/s]
 65%|######5   | 510/781 [00:30<00:15, 17.03it/s]
 66%|######5   | 512/781 [00:30<00:15, 16.92it/s]
 66%|######5   | 514/781 [00:31<00:15, 16.87it/s]
 66%|######6   | 516/781 [00:31<00:15, 16.86it/s]
 66%|######6   | 518/781 [00:31<00:15, 16.83it/s]
 67%|######6   | 520/781 [00:31<00:15, 16.84it/s]
 67%|######6   | 522/781 [00:31<00:15, 16.98it/s]
 67%|######7   | 524/781 [00:31<00:15, 16.98it/s]
 67%|######7   | 526/781 [00:31<00:14, 17.09it/s]
 68%|######7   | 528/781 [00:31<00:14, 17.20it/s]
 68%|######7   | 530/781 [00:31<00:14, 17.15it/s]
 68%|######8   | 532/781 [00:32<00:14, 17.17it/s]
 68%|######8   | 534/781 [00:32<00:14, 17.14it/s]
 69%|######8   | 536/781 [00:32<00:14, 17.15it/s]
 69%|######8   | 538/781 [00:32<00:14, 17.18it/s]
 69%|######9   | 540/781 [00:32<00:14, 17.10it/s]
 69%|######9   | 542/781 [00:32<00:13, 17.10it/s]
 70%|######9   | 544/781 [00:32<00:13, 17.12it/s]
 70%|######9   | 546/781 [00:32<00:13, 17.16it/s]
 70%|#######   | 548/781 [00:33<00:13, 17.04it/s]
 70%|#######   | 550/781 [00:33<00:13, 17.12it/s]
 71%|#######   | 552/781 [00:33<00:13, 17.16it/s]
 71%|#######   | 554/781 [00:33<00:13, 17.13it/s]
 71%|#######1  | 556/781 [00:33<00:24,  9.04it/s]
 71%|#######1  | 558/781 [00:33<00:21, 10.54it/s]
 72%|#######1  | 560/781 [00:34<00:18, 11.87it/s]
 72%|#######1  | 562/781 [00:34<00:16, 12.96it/s]
 72%|#######2  | 564/781 [00:34<00:15, 14.01it/s]
 72%|#######2  | 566/781 [00:34<00:14, 14.67it/s]
 73%|#######2  | 568/781 [00:34<00:13, 15.34it/s]
 73%|#######2  | 570/781 [00:34<00:13, 15.86it/s]
 73%|#######3  | 572/781 [00:34<00:12, 16.17it/s]
 73%|#######3  | 574/781 [00:34<00:12, 16.47it/s]
 74%|#######3  | 576/781 [00:35<00:12, 16.55it/s]
 74%|#######4  | 578/781 [00:35<00:12, 16.38it/s]
 74%|#######4  | 580/781 [00:35<00:12, 16.37it/s]
 75%|#######4  | 582/781 [00:35<00:12, 16.47it/s]
 75%|#######4  | 584/781 [00:35<00:11, 16.67it/s]
 75%|#######5  | 586/781 [00:35<00:11, 16.79it/s]
 75%|#######5  | 588/781 [00:35<00:11, 16.86it/s]
 76%|#######5  | 590/781 [00:35<00:11, 16.94it/s]
 76%|#######5  | 592/781 [00:35<00:11, 16.88it/s]
 76%|#######6  | 594/781 [00:36<00:11, 16.87it/s]
 76%|#######6  | 596/781 [00:36<00:10, 16.92it/s]
 77%|#######6  | 598/781 [00:36<00:10, 17.00it/s]
 77%|#######6  | 600/781 [00:36<00:10, 17.11it/s]
 77%|#######7  | 602/781 [00:36<00:10, 16.87it/s]
 77%|#######7  | 604/781 [00:36<00:10, 16.99it/s]
 78%|#######7  | 606/781 [00:36<00:10, 17.04it/s]
 78%|#######7  | 608/781 [00:36<00:10, 16.97it/s]
 78%|#######8  | 610/781 [00:37<00:10, 16.99it/s]
 78%|#######8  | 612/781 [00:37<00:09, 17.00it/s]
 79%|#######8  | 614/781 [00:37<00:09, 16.94it/s]
 79%|#######8  | 616/781 [00:37<00:09, 17.03it/s]
 79%|#######9  | 618/781 [00:37<00:09, 17.12it/s]
 79%|#######9  | 620/781 [00:37<00:09, 17.16it/s]
 80%|#######9  | 622/781 [00:37<00:09, 17.19it/s]
 80%|#######9  | 624/781 [00:37<00:09, 17.10it/s]
 80%|########  | 626/781 [00:37<00:09, 17.11it/s]
 80%|########  | 628/781 [00:38<00:08, 17.16it/s]
 81%|########  | 630/781 [00:38<00:08, 17.03it/s]
 81%|########  | 632/781 [00:38<00:08, 17.13it/s]
 81%|########1 | 634/781 [00:38<00:08, 17.19it/s]
 81%|########1 | 636/781 [00:38<00:08, 17.17it/s]
 82%|########1 | 638/781 [00:38<00:08, 17.10it/s]
 82%|########1 | 640/781 [00:38<00:08, 17.16it/s]
 82%|########2 | 642/781 [00:38<00:08, 17.01it/s]
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  3%|2         | 4/157 [00:00<00:09, 16.88it/s]
  4%|3         | 6/157 [00:00<00:08, 16.78it/s]
  5%|5         | 8/157 [00:00<00:08, 17.25it/s]
  6%|6         | 10/157 [00:00<00:08, 17.45it/s]
  8%|7         | 12/157 [00:00<00:08, 17.74it/s]
  9%|8         | 14/157 [00:00<00:08, 17.71it/s]
 10%|#         | 16/157 [00:00<00:07, 17.81it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.83it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.80it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.97it/s]
 15%|#5        | 24/157 [00:01<00:07, 18.02it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.92it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.89it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.98it/s]
 20%|##        | 32/157 [00:01<00:06, 17.95it/s]
 22%|##1       | 34/157 [00:01<00:06, 17.93it/s]
 23%|##2       | 36/157 [00:02<00:06, 18.01it/s]
 24%|##4       | 38/157 [00:02<00:06, 18.07it/s]
 25%|##5       | 40/157 [00:02<00:06, 18.10it/s]
 27%|##6       | 42/157 [00:02<00:06, 18.15it/s]
 28%|##8       | 44/157 [00:02<00:06, 18.32it/s]
 29%|##9       | 46/157 [00:02<00:06, 18.40it/s]
 31%|###       | 48/157 [00:02<00:05, 18.42it/s]
 32%|###1      | 50/157 [00:02<00:05, 18.26it/s]
 33%|###3      | 52/157 [00:02<00:05, 18.06it/s]
 34%|###4      | 54/157 [00:03<00:05, 18.03it/s]
 36%|###5      | 56/157 [00:03<00:05, 18.04it/s]
 37%|###6      | 58/157 [00:03<00:05, 18.05it/s]
 38%|###8      | 60/157 [00:03<00:05, 18.04it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.99it/s]
 41%|####      | 64/157 [00:03<00:05, 18.04it/s]
 42%|####2     | 66/157 [00:03<00:05, 18.08it/s]
 43%|####3     | 68/157 [00:03<00:04, 18.14it/s]
 45%|####4     | 70/157 [00:03<00:04, 18.21it/s]
 46%|####5     | 72/157 [00:04<00:04, 18.24it/s]
 47%|####7     | 74/157 [00:04<00:04, 18.12it/s]
 48%|####8     | 76/157 [00:04<00:04, 18.19it/s]
 50%|####9     | 78/157 [00:04<00:04, 18.24it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.90it/s]
 52%|#####2    | 82/157 [00:04<00:04, 18.07it/s]
 54%|#####3    | 84/157 [00:04<00:04, 18.06it/s]
 55%|#####4    | 86/157 [00:04<00:03, 18.10it/s]
 56%|#####6    | 88/157 [00:04<00:03, 17.89it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.69it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.72it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.74it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.98it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.92it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.97it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.01it/s]
 66%|######6   | 104/157 [00:05<00:02, 17.94it/s]
 68%|######7   | 106/157 [00:05<00:02, 18.08it/s]
 69%|######8   | 108/157 [00:06<00:02, 18.08it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.82it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.81it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.98it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.82it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.95it/s]
 76%|#######6  | 120/157 [00:06<00:02, 18.08it/s]
 78%|#######7  | 122/157 [00:06<00:01, 18.17it/s]
 79%|#######8  | 124/157 [00:06<00:01, 18.24it/s]
 80%|########  | 126/157 [00:07<00:01, 18.27it/s]
 82%|########1 | 128/157 [00:07<00:01, 18.33it/s]
 83%|########2 | 130/157 [00:07<00:01, 18.33it/s]
 84%|########4 | 132/157 [00:07<00:01, 18.23it/s]
 85%|########5 | 134/157 [00:07<00:01, 18.29it/s]
 87%|########6 | 136/157 [00:07<00:01, 18.36it/s]
 88%|########7 | 138/157 [00:07<00:01, 18.32it/s]
 89%|########9 | 140/157 [00:07<00:00, 18.34it/s]
 90%|######### | 142/157 [00:07<00:00, 18.33it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.62it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.62it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.70it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.89it/s]
 97%|#########6| 152/157 [00:08<00:00, 18.05it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.83it/s]
 99%|#########9| 156/157 [00:08<00:00, 18.02it/s]
100%|##########| 157/157 [00:08<00:00, 18.05it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.25it/s]
  1%|          | 5/781 [00:00<00:39, 19.45it/s]
  1%|1         | 8/781 [00:00<00:38, 20.05it/s]
  1%|1         | 11/781 [00:00<00:38, 20.18it/s]
  2%|1         | 14/781 [00:00<00:37, 20.33it/s]
  2%|2         | 17/781 [00:00<00:37, 20.60it/s]
  3%|2         | 20/781 [00:00<00:36, 20.66it/s]
  3%|2         | 23/781 [00:01<00:36, 20.65it/s]
  3%|3         | 26/781 [00:01<00:36, 20.78it/s]
  4%|3         | 29/781 [00:01<00:35, 20.92it/s]
  4%|4         | 32/781 [00:01<00:35, 20.89it/s]
  4%|4         | 35/781 [00:01<00:35, 20.76it/s]
  5%|4         | 38/781 [00:01<00:36, 20.62it/s]
  5%|5         | 41/781 [00:01<00:35, 20.60it/s]
  6%|5         | 44/781 [00:02<00:36, 20.44it/s]
  6%|6         | 47/781 [00:02<00:35, 20.58it/s]
  6%|6         | 50/781 [00:02<00:35, 20.48it/s]
  7%|6         | 53/781 [00:02<00:35, 20.49it/s]
  7%|7         | 56/781 [00:02<00:35, 20.63it/s]
  8%|7         | 59/781 [00:02<00:34, 20.74it/s]
  8%|7         | 62/781 [00:03<00:34, 20.81it/s]
  8%|8         | 65/781 [00:03<00:34, 20.92it/s]
  9%|8         | 68/781 [00:03<00:34, 20.91it/s]
  9%|9         | 71/781 [00:03<00:33, 20.96it/s]
  9%|9         | 74/781 [00:03<00:33, 20.97it/s]
 10%|9         | 77/781 [00:03<00:33, 20.94it/s]
 10%|#         | 80/781 [00:03<00:33, 20.98it/s]
 11%|#         | 83/781 [00:04<00:33, 21.06it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.91it/s]
 11%|#1        | 89/781 [00:04<00:33, 20.74it/s]
 12%|#1        | 92/781 [00:04<00:33, 20.73it/s]
 12%|#2        | 95/781 [00:04<00:33, 20.64it/s]
 13%|#2        | 98/781 [00:04<00:33, 20.51it/s]
 13%|#2        | 101/781 [00:04<00:33, 20.03it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.18it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.28it/s]
 14%|#4        | 110/781 [00:05<00:33, 20.25it/s]
 14%|#4        | 113/781 [00:05<00:32, 20.29it/s]
 15%|#4        | 116/781 [00:05<00:32, 20.38it/s]
 15%|#5        | 119/781 [00:05<00:32, 20.52it/s]
 16%|#5        | 122/781 [00:05<00:32, 20.53it/s]
 16%|#6        | 125/781 [00:06<00:31, 20.57it/s]
 16%|#6        | 128/781 [00:06<00:31, 20.56it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.64it/s]
 17%|#7        | 134/781 [00:06<00:31, 20.53it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.22it/s]
 18%|#7        | 140/781 [00:06<00:31, 20.28it/s]
 18%|#8        | 143/781 [00:06<00:31, 20.33it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.48it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.53it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.50it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.42it/s]
 20%|##        | 158/781 [00:07<00:30, 20.42it/s]
 21%|##        | 161/781 [00:07<00:30, 20.45it/s]
 21%|##        | 164/781 [00:07<00:30, 20.44it/s]
 21%|##1       | 167/781 [00:08<00:29, 20.54it/s]
 22%|##1       | 170/781 [00:08<00:29, 20.65it/s]
 22%|##2       | 173/781 [00:08<00:29, 20.74it/s]
 23%|##2       | 176/781 [00:08<00:28, 20.88it/s]
 23%|##2       | 179/781 [00:08<00:28, 20.84it/s]
 23%|##3       | 182/781 [00:08<00:28, 20.86it/s]
 24%|##3       | 185/781 [00:08<00:28, 20.78it/s]
 24%|##4       | 188/781 [00:09<00:28, 20.85it/s]
 24%|##4       | 191/781 [00:09<00:28, 20.83it/s]
 25%|##4       | 194/781 [00:09<00:28, 20.91it/s]
 25%|##5       | 197/781 [00:09<00:28, 20.80it/s]
 26%|##5       | 200/781 [00:09<00:27, 20.77it/s]
 26%|##5       | 203/781 [00:09<00:27, 20.90it/s]
 26%|##6       | 206/781 [00:09<00:27, 20.90it/s]
 27%|##6       | 209/781 [00:10<00:27, 20.87it/s]
 27%|##7       | 212/781 [00:10<00:27, 20.81it/s]
 28%|##7       | 215/781 [00:10<00:27, 20.87it/s]
 28%|##7       | 218/781 [00:10<00:26, 20.92it/s]
 28%|##8       | 221/781 [00:10<00:26, 20.75it/s]
 29%|##8       | 224/781 [00:10<00:27, 20.51it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.40it/s]
 29%|##9       | 230/781 [00:11<00:26, 20.59it/s]
 30%|##9       | 233/781 [00:11<00:26, 20.63it/s]
 30%|###       | 236/781 [00:11<00:26, 20.72it/s]
 31%|###       | 239/781 [00:11<00:26, 20.78it/s]
 31%|###       | 242/781 [00:11<00:25, 20.94it/s]
 31%|###1      | 245/781 [00:11<00:26, 20.60it/s]
 32%|###1      | 248/781 [00:12<00:25, 20.52it/s]
 32%|###2      | 251/781 [00:12<00:25, 20.50it/s]
 33%|###2      | 254/781 [00:12<00:25, 20.56it/s]
 33%|###2      | 257/781 [00:12<00:25, 20.67it/s]
 33%|###3      | 260/781 [00:12<00:25, 20.80it/s]
 34%|###3      | 263/781 [00:12<00:24, 20.86it/s]
 34%|###4      | 266/781 [00:12<00:24, 20.95it/s]
 34%|###4      | 269/781 [00:13<00:24, 21.01it/s]
 35%|###4      | 272/781 [00:13<00:24, 20.81it/s]
 35%|###5      | 275/781 [00:13<00:24, 20.72it/s]
 36%|###5      | 278/781 [00:13<00:24, 20.71it/s]
 36%|###5      | 281/781 [00:13<00:24, 20.65it/s]
 36%|###6      | 284/781 [00:13<00:24, 20.67it/s]
 37%|###6      | 287/781 [00:13<00:23, 20.77it/s]
 37%|###7      | 290/781 [00:14<00:23, 20.60it/s]
 38%|###7      | 293/781 [00:14<00:23, 20.69it/s]
 38%|###7      | 296/781 [00:14<00:23, 20.81it/s]
 38%|###8      | 299/781 [00:14<00:23, 20.41it/s]
 39%|###8      | 302/781 [00:14<00:23, 20.30it/s]
 39%|###9      | 305/781 [00:14<00:23, 20.28it/s]
 39%|###9      | 308/781 [00:14<00:23, 20.52it/s]
 40%|###9      | 311/781 [00:15<00:22, 20.50it/s]
 40%|####      | 314/781 [00:15<00:22, 20.58it/s]
 41%|####      | 317/781 [00:15<00:22, 20.32it/s]
 41%|####      | 320/781 [00:15<00:22, 20.25it/s]
 41%|####1     | 323/781 [00:15<00:22, 20.28it/s]
 42%|####1     | 326/781 [00:15<00:22, 20.23it/s]
 42%|####2     | 329/781 [00:15<00:22, 20.27it/s]
 43%|####2     | 332/781 [00:16<00:22, 20.13it/s]
 43%|####2     | 335/781 [00:16<00:22, 20.04it/s]
 43%|####3     | 338/781 [00:16<00:21, 20.16it/s]
 44%|####3     | 341/781 [00:16<00:21, 20.28it/s]
 44%|####4     | 344/781 [00:16<00:21, 20.43it/s]
 44%|####4     | 347/781 [00:16<00:21, 20.59it/s]
 45%|####4     | 350/781 [00:16<00:20, 20.66it/s]
 45%|####5     | 353/781 [00:17<00:20, 20.72it/s]
 46%|####5     | 356/781 [00:17<00:20, 20.66it/s]
 46%|####5     | 359/781 [00:17<00:20, 20.57it/s]
 46%|####6     | 362/781 [00:17<00:20, 20.51it/s]
 47%|####6     | 365/781 [00:17<00:20, 20.58it/s]
 47%|####7     | 368/781 [00:17<00:20, 20.47it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.47it/s]
 48%|####7     | 374/781 [00:18<00:19, 20.50it/s]
 48%|####8     | 377/781 [00:18<00:19, 20.49it/s]
 49%|####8     | 380/781 [00:18<00:19, 20.32it/s]
 49%|####9     | 383/781 [00:18<00:19, 20.41it/s]
 49%|####9     | 386/781 [00:18<00:19, 20.57it/s]
 50%|####9     | 389/781 [00:18<00:18, 20.71it/s]
 50%|#####     | 392/781 [00:19<00:18, 20.70it/s]
 51%|#####     | 395/781 [00:19<00:18, 20.67it/s]
 51%|#####     | 398/781 [00:19<00:18, 20.67it/s]
 51%|#####1    | 401/781 [00:19<00:18, 20.65it/s]
 52%|#####1    | 404/781 [00:19<00:18, 20.72it/s]
 52%|#####2    | 407/781 [00:19<00:18, 20.63it/s]
 52%|#####2    | 410/781 [00:19<00:17, 20.67it/s]
 53%|#####2    | 413/781 [00:20<00:18, 20.39it/s]
 53%|#####3    | 416/781 [00:20<00:17, 20.54it/s]
 54%|#####3    | 419/781 [00:20<00:17, 20.59it/s]
 54%|#####4    | 422/781 [00:20<00:17, 20.59it/s]
 54%|#####4    | 425/781 [00:20<00:17, 20.40it/s]
 55%|#####4    | 428/781 [00:20<00:17, 20.49it/s]
 55%|#####5    | 431/781 [00:20<00:16, 20.61it/s]
 56%|#####5    | 434/781 [00:21<00:16, 20.60it/s]
 56%|#####5    | 437/781 [00:21<00:16, 20.65it/s]
 56%|#####6    | 440/781 [00:21<00:16, 20.74it/s]
 57%|#####6    | 443/781 [00:21<00:16, 20.65it/s]
 57%|#####7    | 446/781 [00:21<00:16, 20.29it/s]
 57%|#####7    | 449/781 [00:21<00:16, 20.35it/s]
 58%|#####7    | 452/781 [00:21<00:15, 20.60it/s]
 58%|#####8    | 455/781 [00:22<00:16, 19.92it/s]
 59%|#####8    | 457/781 [00:22<00:16, 19.92it/s]
 59%|#####8    | 460/781 [00:22<00:15, 20.14it/s]
 59%|#####9    | 463/781 [00:22<00:16, 19.84it/s]
 60%|#####9    | 465/781 [00:22<00:16, 19.53it/s]
 60%|#####9    | 467/781 [00:22<00:16, 19.28it/s]
 60%|######    | 470/781 [00:22<00:15, 19.64it/s]
 60%|######    | 472/781 [00:22<00:15, 19.34it/s]
 61%|######    | 474/781 [00:23<00:16, 18.89it/s]
 61%|######1   | 477/781 [00:23<00:15, 19.36it/s]
 61%|######1   | 480/781 [00:23<00:15, 19.79it/s]
 62%|######1   | 483/781 [00:23<00:14, 20.09it/s]
 62%|######2   | 486/781 [00:23<00:14, 20.31it/s]
 63%|######2   | 489/781 [00:23<00:14, 20.29it/s]
 63%|######2   | 492/781 [00:23<00:14, 20.43it/s]
 63%|######3   | 495/781 [00:24<00:13, 20.50it/s]
 64%|######3   | 498/781 [00:24<00:13, 20.52it/s]
 64%|######4   | 501/781 [00:24<00:13, 20.56it/s]
 65%|######4   | 504/781 [00:24<00:13, 20.42it/s]
 65%|######4   | 507/781 [00:24<00:13, 20.07it/s]
 65%|######5   | 510/781 [00:24<00:13, 20.10it/s]
 66%|######5   | 513/781 [00:25<00:13, 19.84it/s]
 66%|######5   | 515/781 [00:25<00:13, 19.54it/s]
 66%|######6   | 518/781 [00:25<00:13, 19.78it/s]
 67%|######6   | 520/781 [00:25<00:13, 19.76it/s]
 67%|######6   | 523/781 [00:25<00:12, 19.90it/s]
 67%|######7   | 525/781 [00:25<00:13, 19.67it/s]
 67%|######7   | 527/781 [00:25<00:13, 19.34it/s]
 68%|######7   | 529/781 [00:25<00:13, 19.07it/s]
 68%|######7   | 531/781 [00:25<00:13, 18.80it/s]
 68%|######8   | 534/781 [00:26<00:12, 19.33it/s]
 69%|######8   | 536/781 [00:26<00:12, 19.34it/s]
 69%|######8   | 538/781 [00:26<00:12, 19.35it/s]
 69%|######9   | 541/781 [00:26<00:12, 19.70it/s]
 70%|######9   | 543/781 [00:26<00:12, 19.03it/s]
 70%|######9   | 546/781 [00:26<00:12, 19.17it/s]
 70%|#######   | 548/781 [00:26<00:12, 19.35it/s]
 70%|#######   | 550/781 [00:26<00:12, 18.85it/s]
 71%|#######   | 552/781 [00:27<00:12, 18.48it/s]
 71%|#######   | 554/781 [00:27<00:12, 18.72it/s]
 71%|#######1  | 557/781 [00:27<00:11, 19.47it/s]
 72%|#######1  | 560/781 [00:27<00:11, 19.98it/s]
 72%|#######2  | 563/781 [00:27<00:10, 20.23it/s]
 72%|#######2  | 566/781 [00:27<00:10, 20.39it/s]
 73%|#######2  | 569/781 [00:27<00:10, 20.33it/s]
 73%|#######3  | 572/781 [00:28<00:10, 20.19it/s]
 74%|#######3  | 575/781 [00:28<00:10, 20.20it/s]
 74%|#######4  | 578/781 [00:28<00:09, 20.33it/s]
 74%|#######4  | 581/781 [00:28<00:09, 20.39it/s]
 75%|#######4  | 584/781 [00:28<00:09, 20.52it/s]
 75%|#######5  | 587/781 [00:28<00:09, 20.69it/s]
 76%|#######5  | 590/781 [00:28<00:09, 20.82it/s]
 76%|#######5  | 593/781 [00:29<00:09, 20.87it/s]
 76%|#######6  | 596/781 [00:29<00:08, 20.77it/s]
 77%|#######6  | 599/781 [00:29<00:08, 20.78it/s]
 77%|#######7  | 602/781 [00:29<00:08, 20.69it/s]
 77%|#######7  | 605/781 [00:29<00:08, 20.41it/s]
 78%|#######7  | 608/781 [00:29<00:08, 20.46it/s]
 78%|#######8  | 611/781 [00:29<00:08, 20.37it/s]
 79%|#######8  | 614/781 [00:30<00:08, 20.53it/s]
 79%|#######9  | 617/781 [00:30<00:07, 20.66it/s]
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 10%|#         | 16/157 [00:01<00:09, 14.38it/s]
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 13%|#2        | 20/157 [00:01<00:08, 15.35it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.74it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.08it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.30it/s]
 18%|#7        | 28/157 [00:02<00:07, 16.44it/s]
 19%|#9        | 30/157 [00:02<00:07, 16.22it/s]
 20%|##        | 32/157 [00:02<00:07, 16.27it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.61it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.83it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.88it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.70it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.67it/s]
 28%|##8       | 44/157 [00:03<00:06, 16.72it/s]
 29%|##9       | 46/157 [00:03<00:06, 16.62it/s]
 31%|###       | 48/157 [00:03<00:06, 16.37it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.60it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.29it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.21it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.41it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.15it/s]
 38%|###8      | 60/157 [00:04<00:05, 16.43it/s]
 39%|###9      | 62/157 [00:04<00:05, 16.61it/s]
 41%|####      | 64/157 [00:04<00:05, 16.82it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.93it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.98it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.10it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.19it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.17it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.21it/s]
 50%|####9     | 78/157 [00:05<00:04, 17.29it/s]
 51%|#####     | 80/157 [00:05<00:04, 17.32it/s]
 52%|#####2    | 82/157 [00:05<00:04, 17.29it/s]
 54%|#####3    | 84/157 [00:05<00:04, 17.24it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.28it/s]
 56%|#####6    | 88/157 [00:05<00:03, 17.29it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.30it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.25it/s]
 60%|#####9    | 94/157 [00:06<00:03, 17.11it/s]
 61%|######1   | 96/157 [00:06<00:03, 17.07it/s]
 62%|######2   | 98/157 [00:06<00:03, 17.05it/s]
 64%|######3   | 100/157 [00:06<00:03, 17.03it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.97it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.04it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.20it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.23it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.28it/s]
 71%|#######1  | 112/157 [00:07<00:02, 17.28it/s]
 73%|#######2  | 114/157 [00:07<00:02, 17.35it/s]
 74%|#######3  | 116/157 [00:07<00:02, 17.24it/s]
 75%|#######5  | 118/157 [00:07<00:02, 17.32it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.32it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.28it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.31it/s]
 80%|########  | 126/157 [00:07<00:01, 17.18it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.27it/s]
 83%|########2 | 130/157 [00:08<00:01, 17.34it/s]
 84%|########4 | 132/157 [00:08<00:01, 17.39it/s]
 85%|########5 | 134/157 [00:08<00:01, 17.38it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.42it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.45it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.42it/s]
 90%|######### | 142/157 [00:08<00:00, 17.40it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.46it/s]
 93%|#########2| 146/157 [00:09<00:00, 17.47it/s]
 94%|#########4| 148/157 [00:09<00:00, 17.45it/s]
 96%|#########5| 150/157 [00:09<00:00, 17.45it/s]
 97%|#########6| 152/157 [00:09<00:00, 17.15it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.11it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.13it/s]
100%|##########| 157/157 [00:09<00:00, 16.32it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:55, 14.16it/s]
  1%|          | 5/781 [00:00<00:43, 17.96it/s]
  1%|1         | 8/781 [00:00<00:40, 19.29it/s]
  1%|1         | 11/781 [00:00<00:38, 19.87it/s]
  2%|1         | 14/781 [00:00<00:37, 20.19it/s]
  2%|2         | 17/781 [00:00<00:37, 20.33it/s]
  3%|2         | 20/781 [00:01<00:37, 20.44it/s]
  3%|2         | 23/781 [00:01<00:36, 20.55it/s]
  3%|3         | 26/781 [00:01<00:36, 20.52it/s]
  4%|3         | 29/781 [00:01<00:36, 20.56it/s]
  4%|4         | 32/781 [00:01<00:36, 20.69it/s]
  4%|4         | 35/781 [00:01<00:35, 20.75it/s]
  5%|4         | 38/781 [00:01<00:36, 20.35it/s]
  5%|5         | 41/781 [00:02<00:36, 20.33it/s]
  6%|5         | 44/781 [00:02<00:36, 20.46it/s]
  6%|6         | 47/781 [00:02<00:35, 20.60it/s]
  6%|6         | 50/781 [00:02<00:35, 20.60it/s]
  7%|6         | 53/781 [00:02<00:35, 20.62it/s]
  7%|7         | 56/781 [00:02<00:35, 20.52it/s]
  8%|7         | 59/781 [00:02<00:35, 20.23it/s]
  8%|7         | 62/781 [00:03<00:35, 20.06it/s]
  8%|8         | 65/781 [00:03<00:35, 20.27it/s]
  9%|8         | 68/781 [00:03<00:35, 20.34it/s]
  9%|9         | 71/781 [00:03<00:35, 19.85it/s]
  9%|9         | 74/781 [00:03<00:35, 19.91it/s]
 10%|9         | 76/781 [00:03<00:35, 19.88it/s]
 10%|#         | 79/781 [00:03<00:34, 20.10it/s]
 10%|#         | 82/781 [00:04<00:34, 20.15it/s]
 11%|#         | 85/781 [00:04<00:34, 20.15it/s]
 11%|#1        | 88/781 [00:04<00:34, 20.25it/s]
 12%|#1        | 91/781 [00:04<00:34, 20.05it/s]
 12%|#2        | 94/781 [00:04<00:33, 20.23it/s]
 12%|#2        | 97/781 [00:04<00:34, 20.00it/s]
 13%|#2        | 100/781 [00:04<00:33, 20.22it/s]
 13%|#3        | 103/781 [00:05<00:33, 20.23it/s]
 14%|#3        | 106/781 [00:05<00:33, 20.30it/s]
 14%|#3        | 109/781 [00:05<00:33, 20.34it/s]
 14%|#4        | 112/781 [00:05<00:32, 20.43it/s]
 15%|#4        | 115/781 [00:05<00:32, 20.51it/s]
 15%|#5        | 118/781 [00:05<00:32, 20.54it/s]
 15%|#5        | 121/781 [00:05<00:32, 20.48it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.38it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.41it/s]
 17%|#6        | 130/781 [00:06<00:31, 20.37it/s]
 17%|#7        | 133/781 [00:06<00:31, 20.34it/s]
 17%|#7        | 136/781 [00:06<00:31, 20.47it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.59it/s]
 18%|#8        | 142/781 [00:07<00:30, 20.63it/s]
 19%|#8        | 145/781 [00:07<00:30, 20.58it/s]
 19%|#8        | 148/781 [00:07<00:30, 20.44it/s]
 19%|#9        | 151/781 [00:07<00:31, 19.93it/s]
 20%|#9        | 154/781 [00:07<00:31, 20.12it/s]
 20%|##        | 157/781 [00:07<00:31, 19.95it/s]
 20%|##        | 160/781 [00:07<00:30, 20.14it/s]
 21%|##        | 163/781 [00:08<00:30, 20.32it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.34it/s]
 22%|##1       | 169/781 [00:08<00:29, 20.43it/s]
 22%|##2       | 172/781 [00:08<00:29, 20.55it/s]
 22%|##2       | 175/781 [00:08<00:29, 20.40it/s]
 23%|##2       | 178/781 [00:08<00:29, 20.18it/s]
 23%|##3       | 181/781 [00:08<00:29, 20.36it/s]
 24%|##3       | 184/781 [00:09<00:29, 20.36it/s]
 24%|##3       | 187/781 [00:09<00:29, 20.45it/s]
 24%|##4       | 190/781 [00:09<00:28, 20.54it/s]
 25%|##4       | 193/781 [00:09<00:28, 20.67it/s]
 25%|##5       | 196/781 [00:09<00:28, 20.78it/s]
 25%|##5       | 199/781 [00:09<00:28, 20.72it/s]
 26%|##5       | 202/781 [00:09<00:28, 20.63it/s]
 26%|##6       | 205/781 [00:10<00:27, 20.65it/s]
 27%|##6       | 208/781 [00:10<00:27, 20.70it/s]
 27%|##7       | 211/781 [00:10<00:27, 20.82it/s]
 27%|##7       | 214/781 [00:10<00:27, 20.67it/s]
 28%|##7       | 217/781 [00:10<00:27, 20.46it/s]
 28%|##8       | 220/781 [00:10<00:27, 20.56it/s]
 29%|##8       | 223/781 [00:10<00:27, 20.42it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.51it/s]
 29%|##9       | 229/781 [00:11<00:26, 20.62it/s]
 30%|##9       | 232/781 [00:11<00:27, 20.28it/s]
 30%|###       | 235/781 [00:11<00:26, 20.31it/s]
 30%|###       | 238/781 [00:11<00:28, 19.38it/s]
 31%|###       | 240/781 [00:11<00:28, 19.02it/s]
 31%|###       | 242/781 [00:11<00:28, 18.98it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.16it/s]
 32%|###1      | 247/781 [00:12<00:27, 19.68it/s]
 32%|###2      | 250/781 [00:12<00:26, 20.02it/s]
 32%|###2      | 253/781 [00:12<00:26, 20.02it/s]
 33%|###2      | 256/781 [00:12<00:25, 20.21it/s]
 33%|###3      | 259/781 [00:12<00:25, 20.34it/s]
 34%|###3      | 262/781 [00:12<00:25, 20.09it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.66it/s]
 34%|###4      | 267/781 [00:13<00:26, 19.49it/s]
 34%|###4      | 269/781 [00:13<00:26, 19.61it/s]
 35%|###4      | 272/781 [00:13<00:25, 19.78it/s]
 35%|###5      | 275/781 [00:13<00:25, 19.91it/s]
 35%|###5      | 277/781 [00:13<00:25, 19.91it/s]
 36%|###5      | 279/781 [00:13<00:25, 19.73it/s]
 36%|###5      | 281/781 [00:13<00:25, 19.37it/s]
 36%|###6      | 283/781 [00:14<00:26, 18.95it/s]
 36%|###6      | 285/781 [00:14<00:26, 18.72it/s]
 37%|###6      | 287/781 [00:14<00:26, 18.80it/s]
 37%|###7      | 289/781 [00:14<00:26, 18.77it/s]
 37%|###7      | 291/781 [00:14<00:26, 18.53it/s]
 38%|###7      | 293/781 [00:14<00:27, 17.90it/s]
 38%|###7      | 295/781 [00:14<00:26, 18.04it/s]
 38%|###8      | 297/781 [00:14<00:26, 18.33it/s]
 38%|###8      | 299/781 [00:14<00:26, 18.34it/s]
 39%|###8      | 301/781 [00:15<00:26, 18.22it/s]
 39%|###8      | 303/781 [00:15<00:26, 18.02it/s]
 39%|###9      | 305/781 [00:15<00:26, 18.23it/s]
 39%|###9      | 307/781 [00:15<00:26, 18.14it/s]
 40%|###9      | 309/781 [00:15<00:25, 18.35it/s]
 40%|###9      | 311/781 [00:15<00:25, 18.20it/s]
 40%|####      | 313/781 [00:15<00:25, 18.13it/s]
 40%|####      | 315/781 [00:15<00:25, 18.21it/s]
 41%|####      | 317/781 [00:15<00:25, 18.23it/s]
 41%|####      | 319/781 [00:15<00:25, 18.25it/s]
 41%|####1     | 321/781 [00:16<00:25, 17.97it/s]
 41%|####1     | 323/781 [00:16<00:25, 18.06it/s]
 42%|####1     | 325/781 [00:16<00:25, 18.06it/s]
 42%|####1     | 327/781 [00:16<00:25, 18.11it/s]
 42%|####2     | 329/781 [00:16<00:24, 18.17it/s]
 42%|####2     | 331/781 [00:16<00:24, 18.15it/s]
 43%|####2     | 333/781 [00:16<00:24, 18.20it/s]
 43%|####2     | 335/781 [00:16<00:24, 18.26it/s]
 43%|####3     | 337/781 [00:16<00:24, 18.19it/s]
 43%|####3     | 339/781 [00:17<00:24, 18.33it/s]
 44%|####3     | 341/781 [00:17<00:23, 18.38it/s]
 44%|####3     | 343/781 [00:17<00:23, 18.32it/s]
 44%|####4     | 345/781 [00:17<00:23, 18.32it/s]
 44%|####4     | 347/781 [00:17<00:23, 18.31it/s]
 45%|####4     | 349/781 [00:17<00:23, 18.37it/s]
 45%|####4     | 351/781 [00:17<00:23, 17.99it/s]
 45%|####5     | 353/781 [00:17<00:23, 18.00it/s]
 45%|####5     | 355/781 [00:17<00:23, 18.00it/s]
 46%|####5     | 357/781 [00:18<00:23, 18.12it/s]
 46%|####5     | 359/781 [00:18<00:23, 17.94it/s]
 46%|####6     | 361/781 [00:18<00:23, 18.08it/s]
 46%|####6     | 363/781 [00:18<00:23, 17.96it/s]
 47%|####6     | 365/781 [00:18<00:23, 17.95it/s]
 47%|####6     | 367/781 [00:18<00:23, 17.93it/s]
 47%|####7     | 369/781 [00:18<00:22, 18.00it/s]
 48%|####7     | 371/781 [00:18<00:22, 18.13it/s]
 48%|####7     | 373/781 [00:18<00:22, 18.15it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.20it/s]
 48%|####8     | 377/781 [00:19<00:22, 18.04it/s]
 49%|####8     | 379/781 [00:19<00:22, 18.16it/s]
 49%|####8     | 381/781 [00:19<00:21, 18.22it/s]
 49%|####9     | 383/781 [00:19<00:21, 18.22it/s]
 49%|####9     | 385/781 [00:19<00:21, 18.14it/s]
 50%|####9     | 387/781 [00:19<00:21, 18.23it/s]
 50%|####9     | 389/781 [00:19<00:21, 18.09it/s]
 50%|#####     | 391/781 [00:19<00:21, 18.09it/s]
 50%|#####     | 393/781 [00:20<00:21, 18.17it/s]
 51%|#####     | 395/781 [00:20<00:21, 18.19it/s]
 51%|#####     | 397/781 [00:20<00:21, 18.22it/s]
 51%|#####1    | 399/781 [00:20<00:21, 18.18it/s]
 51%|#####1    | 401/781 [00:20<00:20, 18.27it/s]
 52%|#####1    | 403/781 [00:20<00:20, 18.35it/s]
 52%|#####1    | 405/781 [00:20<00:20, 18.30it/s]
 52%|#####2    | 407/781 [00:20<00:20, 18.10it/s]
 52%|#####2    | 409/781 [00:20<00:20, 18.21it/s]
 53%|#####2    | 411/781 [00:21<00:20, 18.27it/s]
 53%|#####2    | 413/781 [00:21<00:20, 18.07it/s]
 53%|#####3    | 415/781 [00:21<00:20, 18.18it/s]
 53%|#####3    | 417/781 [00:21<00:19, 18.26it/s]
 54%|#####3    | 419/781 [00:21<00:19, 18.17it/s]
 54%|#####3    | 421/781 [00:21<00:19, 18.13it/s]
 54%|#####4    | 423/781 [00:21<00:19, 18.08it/s]
 54%|#####4    | 425/781 [00:21<00:19, 18.18it/s]
 55%|#####4    | 427/781 [00:21<00:19, 17.84it/s]
 55%|#####4    | 429/781 [00:22<00:19, 17.77it/s]
 55%|#####5    | 431/781 [00:22<00:19, 18.33it/s]
 55%|#####5    | 433/781 [00:22<00:18, 18.44it/s]
 56%|#####5    | 435/781 [00:22<00:18, 18.59it/s]
 56%|#####5    | 437/781 [00:22<00:18, 18.53it/s]
 56%|#####6    | 439/781 [00:22<00:18, 18.74it/s]
 56%|#####6    | 441/781 [00:22<00:17, 19.06it/s]
 57%|#####6    | 443/781 [00:22<00:17, 19.08it/s]
 57%|#####6    | 445/781 [00:22<00:17, 18.95it/s]
 57%|#####7    | 447/781 [00:23<00:17, 18.86it/s]
 57%|#####7    | 449/781 [00:23<00:17, 19.11it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.91it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.44it/s]
 58%|#####8    | 455/781 [00:23<00:18, 17.87it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.00it/s]
 59%|#####8    | 459/781 [00:23<00:17, 18.34it/s]
 59%|#####9    | 461/781 [00:23<00:17, 18.31it/s]
 59%|#####9    | 463/781 [00:23<00:17, 18.09it/s]
 60%|#####9    | 465/781 [00:24<00:17, 17.96it/s]
 60%|#####9    | 467/781 [00:24<00:17, 17.81it/s]
 60%|######    | 469/781 [00:24<00:17, 17.67it/s]
 60%|######    | 471/781 [00:24<00:17, 17.60it/s]
 61%|######    | 473/781 [00:24<00:17, 17.60it/s]
 61%|######    | 475/781 [00:24<00:16, 18.14it/s]
 61%|######1   | 477/781 [00:24<00:16, 18.26it/s]
 61%|######1   | 480/781 [00:24<00:15, 18.99it/s]
 62%|######1   | 482/781 [00:24<00:16, 18.55it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.20it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.43it/s]
 63%|######2   | 491/781 [00:25<00:14, 19.76it/s]
 63%|######3   | 494/781 [00:25<00:14, 20.07it/s]
 64%|######3   | 497/781 [00:25<00:14, 20.29it/s]
 64%|######4   | 500/781 [00:25<00:13, 20.40it/s]
 64%|######4   | 503/781 [00:25<00:13, 20.54it/s]
 65%|######4   | 506/781 [00:26<00:13, 20.43it/s]
 65%|######5   | 509/781 [00:26<00:13, 20.40it/s]
 66%|######5   | 512/781 [00:26<00:13, 20.42it/s]
 66%|######5   | 515/781 [00:26<00:12, 20.51it/s]
 66%|######6   | 518/781 [00:26<00:12, 20.58it/s]
 67%|######6   | 521/781 [00:26<00:12, 20.69it/s]
 67%|######7   | 524/781 [00:26<00:12, 20.78it/s]
 67%|######7   | 527/781 [00:27<00:12, 20.87it/s]
 68%|######7   | 530/781 [00:27<00:12, 20.86it/s]
 68%|######8   | 533/781 [00:27<00:11, 20.84it/s]
 69%|######8   | 536/781 [00:27<00:11, 20.48it/s]
 69%|######9   | 539/781 [00:27<00:11, 20.51it/s]
 69%|######9   | 542/781 [00:27<00:11, 20.56it/s]
 70%|######9   | 545/781 [00:27<00:11, 20.62it/s]
 70%|#######   | 548/781 [00:28<00:11, 20.61it/s]
 71%|#######   | 551/781 [00:28<00:11, 20.29it/s]
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Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:19<00:00, 19.14s/it]
100%|##########| 1/1 [00:19<00:00, 19.14s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.45it/s]
  3%|2         | 4/157 [00:00<00:09, 15.38it/s]
  4%|3         | 6/157 [00:00<00:09, 16.01it/s]
  5%|5         | 8/157 [00:00<00:09, 16.12it/s]
  6%|6         | 10/157 [00:00<00:08, 16.34it/s]
  8%|7         | 12/157 [00:00<00:08, 16.58it/s]
  9%|8         | 14/157 [00:00<00:08, 16.67it/s]
 10%|#         | 16/157 [00:00<00:08, 16.56it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.48it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.62it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.59it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.66it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.78it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.87it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.62it/s]
 20%|##        | 32/157 [00:01<00:07, 16.84it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.96it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.92it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.02it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.79it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.91it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.76it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.76it/s]
 31%|###       | 48/157 [00:02<00:06, 16.84it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.79it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.83it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.71it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.76it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.77it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.81it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.75it/s]
 41%|####      | 64/157 [00:03<00:05, 16.90it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.86it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.85it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.95it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.04it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.01it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.01it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.04it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.00it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.07it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.95it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.89it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.95it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.03it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.88it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.96it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.03it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.92it/s]
 64%|######3   | 100/157 [00:05<00:03, 16.78it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.77it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.76it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.82it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.87it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.91it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.84it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.71it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.71it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.62it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.59it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.73it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.72it/s]
 80%|########  | 126/157 [00:07<00:01, 16.66it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.73it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.85it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.96it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.97it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.96it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.99it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.98it/s]
 90%|######### | 142/157 [00:08<00:00, 16.90it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.97it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.83it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.85it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.82it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.45it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.47it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.57it/s]
100%|##########| 157/157 [00:09<00:00, 16.83it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.44it/s]
  1%|          | 4/781 [00:00<00:40, 19.26it/s]
  1%|          | 6/781 [00:00<00:39, 19.49it/s]
  1%|1         | 8/781 [00:00<00:40, 19.17it/s]
  1%|1         | 10/781 [00:00<00:40, 18.91it/s]
  2%|1         | 12/781 [00:00<00:41, 18.53it/s]
  2%|1         | 14/781 [00:00<00:41, 18.54it/s]
  2%|2         | 16/781 [00:00<00:41, 18.55it/s]
  2%|2         | 18/781 [00:00<00:41, 18.28it/s]
  3%|2         | 20/781 [00:01<00:41, 18.23it/s]
  3%|2         | 22/781 [00:01<00:41, 18.20it/s]
  3%|3         | 24/781 [00:01<00:42, 17.93it/s]
  3%|3         | 26/781 [00:01<00:42, 17.66it/s]
  4%|3         | 28/781 [00:01<00:42, 17.72it/s]
  4%|3         | 30/781 [00:01<00:42, 17.66it/s]
  4%|4         | 32/781 [00:01<00:42, 17.74it/s]
  4%|4         | 34/781 [00:01<00:42, 17.62it/s]
  5%|4         | 36/781 [00:01<00:41, 17.75it/s]
  5%|4         | 38/781 [00:02<00:41, 17.89it/s]
  5%|5         | 40/781 [00:02<00:41, 17.95it/s]
  5%|5         | 42/781 [00:02<00:40, 18.05it/s]
  6%|5         | 44/781 [00:02<00:40, 18.10it/s]
  6%|5         | 46/781 [00:02<00:40, 18.10it/s]
  6%|6         | 48/781 [00:02<00:40, 18.15it/s]
  6%|6         | 50/781 [00:02<00:39, 18.33it/s]
  7%|6         | 52/781 [00:02<00:39, 18.50it/s]
  7%|6         | 54/781 [00:02<00:39, 18.59it/s]
  7%|7         | 56/781 [00:03<00:39, 18.55it/s]
  7%|7         | 58/781 [00:03<00:38, 18.68it/s]
  8%|7         | 60/781 [00:03<00:38, 18.76it/s]
  8%|7         | 62/781 [00:03<00:38, 18.83it/s]
  8%|8         | 64/781 [00:03<00:37, 18.94it/s]
  8%|8         | 66/781 [00:03<00:38, 18.81it/s]
  9%|8         | 68/781 [00:03<00:37, 18.93it/s]
  9%|8         | 70/781 [00:03<00:37, 18.98it/s]
  9%|9         | 72/781 [00:03<00:37, 18.97it/s]
  9%|9         | 74/781 [00:04<00:37, 18.80it/s]
 10%|9         | 76/781 [00:04<00:37, 18.86it/s]
 10%|9         | 78/781 [00:04<00:37, 18.82it/s]
 10%|#         | 80/781 [00:04<00:37, 18.93it/s]
 10%|#         | 82/781 [00:04<00:37, 18.76it/s]
 11%|#         | 84/781 [00:04<00:37, 18.82it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.55it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.55it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.69it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.65it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.68it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.58it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.56it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.84it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.94it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.12it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.15it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.36it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.39it/s]
 14%|#4        | 112/781 [00:06<00:34, 19.42it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.34it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.34it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.44it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.42it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.36it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.34it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.51it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.52it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.40it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.20it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.99it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.79it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.79it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.12it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.03it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.98it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.80it/s]
 19%|#9        | 150/781 [00:08<00:33, 19.01it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.18it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.00it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.83it/s]
 20%|##        | 158/781 [00:08<00:32, 18.88it/s]
 20%|##        | 160/781 [00:08<00:32, 18.84it/s]
 21%|##        | 162/781 [00:08<00:32, 18.81it/s]
 21%|##        | 164/781 [00:08<00:32, 18.77it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.66it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.62it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.61it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.65it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.72it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.68it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.77it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.71it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.50it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.72it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.86it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.88it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.01it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.01it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.09it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.05it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.06it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.97it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.00it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.07it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.13it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.20it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.18it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.17it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.22it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.12it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.14it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.20it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.20it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.25it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.22it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.14it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.00it/s]
 30%|###       | 236/781 [00:12<00:28, 18.80it/s]
 30%|###       | 238/781 [00:12<00:28, 18.75it/s]
 31%|###       | 240/781 [00:12<00:28, 18.79it/s]
 31%|###       | 242/781 [00:12<00:28, 18.84it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.85it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.83it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.97it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.80it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.71it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.62it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.70it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.62it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.60it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.81it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.74it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.86it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.93it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.05it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.01it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.95it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.80it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.94it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.99it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.80it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.84it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.94it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.96it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.97it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.90it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.78it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.87it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.95it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.65it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.64it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.71it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.66it/s]
 40%|####      | 314/781 [00:16<00:24, 18.76it/s]
 40%|####      | 316/781 [00:16<00:24, 18.67it/s]
 41%|####      | 318/781 [00:16<00:25, 18.51it/s]
 41%|####      | 320/781 [00:17<00:24, 18.54it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.03it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.11it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.10it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.95it/s]
 42%|####2     | 330/781 [00:17<00:25, 17.73it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.71it/s]
 43%|####2     | 334/781 [00:17<00:25, 17.61it/s]
 43%|####3     | 336/781 [00:17<00:25, 17.79it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.84it/s]
 44%|####3     | 340/781 [00:18<00:25, 17.58it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.58it/s]
 44%|####4     | 344/781 [00:18<00:24, 17.87it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.02it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.32it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.48it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.65it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.73it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.65it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.65it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.76it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.79it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.77it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.78it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.76it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.79it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.73it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.74it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.73it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.73it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.83it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.89it/s]
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 50%|####9     | 388/781 [00:20<00:20, 18.99it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.02it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.03it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.88it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.80it/s]
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100%|#########9| 780/781 [00:42<00:00, 19.01it/s]
100%|##########| 781/781 [00:42<00:00, 18.55it/s]




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Validation Progress:  43%|####3     | 19/44 [00:20<00:28,  1.14s/it]
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Validation Progress:  48%|####7     | 21/44 [00:22<00:25,  1.12s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.16s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:22,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.16s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
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Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
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Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
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Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
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Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

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100%|##########| 157/157 [00:09<00:00, 16.71it/s]

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 20%|#9        | 154/781 [00:08<00:33, 18.76it/s]
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 20%|##        | 158/781 [00:08<00:34, 18.26it/s]
 20%|##        | 160/781 [00:08<00:33, 18.45it/s]
 21%|##        | 162/781 [00:08<00:33, 18.48it/s]
 21%|##        | 164/781 [00:08<00:33, 18.35it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.53it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.55it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.46it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.41it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.37it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.24it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.19it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.34it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.37it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.21it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.46it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.54it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.61it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.43it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.38it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.31it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.26it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.20it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.11it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.06it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.04it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.25it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.15it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.09it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.12it/s]
 28%|##7       | 218/781 [00:11<00:31, 18.03it/s]
 28%|##8       | 220/781 [00:11<00:31, 17.97it/s]
 28%|##8       | 222/781 [00:11<00:31, 17.63it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.87it/s]
 29%|##8       | 226/781 [00:12<00:30, 17.98it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.82it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.59it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.71it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.73it/s]
 30%|###       | 236/781 [00:12<00:30, 17.98it/s]
 30%|###       | 238/781 [00:12<00:29, 18.13it/s]
 31%|###       | 240/781 [00:12<00:29, 18.20it/s]
 31%|###       | 242/781 [00:13<00:29, 18.50it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.23it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.24it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.27it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.43it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.53it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.75it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.82it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.81it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.96it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.93it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.84it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.89it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.87it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.84it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.86it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.95it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.98it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.08it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.11it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.03it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.01it/s]
 37%|###6      | 286/781 [00:15<00:26, 19.03it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.02it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.07it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.13it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.11it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.98it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.04it/s]
 39%|###8      | 302/781 [00:16<00:25, 19.08it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.08it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.11it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.86it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.81it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.75it/s]
 40%|####      | 314/781 [00:16<00:24, 18.92it/s]
 40%|####      | 316/781 [00:16<00:24, 18.64it/s]
 41%|####      | 318/781 [00:17<00:24, 18.77it/s]
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 41%|####1     | 322/781 [00:17<00:24, 18.70it/s]
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 42%|####1     | 328/781 [00:17<00:24, 18.87it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.80it/s]
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 43%|####3     | 336/781 [00:17<00:23, 18.79it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.82it/s]
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 45%|####4     | 348/781 [00:18<00:23, 18.68it/s]
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 45%|####5     | 352/781 [00:18<00:22, 18.68it/s]
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 46%|####5     | 356/781 [00:19<00:22, 18.73it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.77it/s]
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 47%|####6     | 366/781 [00:19<00:22, 18.86it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.89it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.94it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.98it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.79it/s]
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 50%|####9     | 388/781 [00:20<00:20, 18.92it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.67it/s]
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 51%|#####     | 396/781 [00:21<00:20, 18.83it/s]
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 51%|#####1    | 400/781 [00:21<00:20, 18.97it/s]
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 53%|#####2    | 412/781 [00:22<00:19, 18.47it/s]
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 62%|######2   | 486/781 [00:26<00:15, 18.61it/s]
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 67%|######7   | 524/781 [00:28<00:13, 18.81it/s]
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 70%|#######   | 548/781 [00:29<00:12, 18.66it/s]
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 71%|#######   | 552/781 [00:29<00:12, 18.78it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.57it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.75it/s]
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 72%|#######1  | 560/781 [00:29<00:11, 18.49it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.59it/s]
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 73%|#######2  | 568/781 [00:30<00:11, 18.73it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.88it/s]
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 77%|#######6  | 600/781 [00:32<00:09, 18.85it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.71it/s]
100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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 60%|#####9    | 94/157 [00:05<00:03, 16.47it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.63it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.72it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.73it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.81it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.64it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.68it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.55it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.55it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.61it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.63it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.65it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.54it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.48it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.55it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.60it/s]
 80%|########  | 126/157 [00:07<00:01, 16.71it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.83it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.57it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.63it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.61it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.73it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.80it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.85it/s]
 90%|######### | 142/157 [00:08<00:00, 16.59it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.64it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.71it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.77it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.75it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.57it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.44it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.50it/s]
100%|##########| 157/157 [00:09<00:00, 16.46it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.41it/s]
  1%|          | 4/781 [00:00<00:42, 18.20it/s]
  1%|          | 6/781 [00:00<00:42, 18.35it/s]
  1%|1         | 8/781 [00:00<00:41, 18.57it/s]
  1%|1         | 10/781 [00:00<00:41, 18.67it/s]
  2%|1         | 12/781 [00:00<00:40, 18.81it/s]
  2%|1         | 14/781 [00:00<00:40, 18.93it/s]
  2%|2         | 16/781 [00:00<00:40, 19.00it/s]
  2%|2         | 18/781 [00:00<00:40, 18.81it/s]
  3%|2         | 20/781 [00:01<00:40, 18.60it/s]
  3%|2         | 22/781 [00:01<00:40, 18.71it/s]
  3%|3         | 24/781 [00:01<00:41, 18.44it/s]
  3%|3         | 26/781 [00:01<00:41, 18.36it/s]
  4%|3         | 28/781 [00:01<00:40, 18.54it/s]
  4%|3         | 30/781 [00:01<00:40, 18.65it/s]
  4%|4         | 32/781 [00:01<00:40, 18.48it/s]
  4%|4         | 34/781 [00:01<00:40, 18.60it/s]
  5%|4         | 36/781 [00:01<00:39, 18.72it/s]
  5%|4         | 38/781 [00:02<00:40, 18.51it/s]
  5%|5         | 40/781 [00:02<00:40, 18.28it/s]
  5%|5         | 42/781 [00:02<00:39, 18.48it/s]
  6%|5         | 44/781 [00:02<00:39, 18.56it/s]
  6%|5         | 46/781 [00:02<00:39, 18.50it/s]
  6%|6         | 48/781 [00:02<00:39, 18.46it/s]
  6%|6         | 50/781 [00:02<00:40, 18.20it/s]
  7%|6         | 52/781 [00:02<00:39, 18.45it/s]
  7%|6         | 54/781 [00:02<00:39, 18.29it/s]
  7%|7         | 56/781 [00:03<00:39, 18.50it/s]
  7%|7         | 58/781 [00:03<00:38, 18.62it/s]
  8%|7         | 60/781 [00:03<00:39, 18.41it/s]
  8%|7         | 62/781 [00:03<00:38, 18.64it/s]
  8%|8         | 64/781 [00:03<00:38, 18.59it/s]
  8%|8         | 66/781 [00:03<00:38, 18.71it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:37, 18.90it/s]
  9%|9         | 72/781 [00:03<00:37, 18.93it/s]
  9%|9         | 74/781 [00:03<00:37, 18.90it/s]
 10%|9         | 76/781 [00:04<00:37, 18.88it/s]
 10%|9         | 78/781 [00:04<00:37, 18.63it/s]
 10%|#         | 80/781 [00:04<00:37, 18.69it/s]
 10%|#         | 82/781 [00:04<00:37, 18.73it/s]
 11%|#         | 84/781 [00:04<00:37, 18.70it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.90it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.93it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.07it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.24it/s]
 12%|#2        | 94/781 [00:05<00:36, 19.06it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.08it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.11it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.04it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.52it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.71it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.59it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.79it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.73it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.61it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.67it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.84it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.06it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.16it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.18it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.33it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.46it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.45it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.50it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.52it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.41it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.37it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.31it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.36it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.45it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.56it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.53it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.51it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.27it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.35it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.39it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.66it/s]
 20%|##        | 158/781 [00:08<00:33, 18.84it/s]
 20%|##        | 160/781 [00:08<00:33, 18.56it/s]
 21%|##        | 162/781 [00:08<00:33, 18.66it/s]
 21%|##        | 164/781 [00:08<00:33, 18.68it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.76it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.78it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.79it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.82it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.87it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.69it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.59it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.71it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.87it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.02it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.90it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.87it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.93it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.91it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.01it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.83it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.95it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.98it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.00it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.98it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.98it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.99it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.75it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.80it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.61it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.46it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.33it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.23it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.36it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.58it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.68it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.54it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.28it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.47it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.48it/s]
 30%|###       | 236/781 [00:12<00:29, 18.71it/s]
 30%|###       | 238/781 [00:12<00:28, 18.97it/s]
 31%|###       | 240/781 [00:12<00:28, 18.82it/s]
 31%|###       | 242/781 [00:12<00:28, 19.01it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.14it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.64it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.35it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.99it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.03it/s]
 33%|###2      | 254/781 [00:13<00:29, 18.06it/s]
 33%|###2      | 256/781 [00:13<00:29, 18.07it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.96it/s]
 33%|###3      | 260/781 [00:13<00:29, 17.91it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.00it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.99it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.08it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.04it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.04it/s]
 35%|###4      | 272/781 [00:14<00:28, 18.05it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.83it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.92it/s]
 36%|###5      | 278/781 [00:14<00:27, 17.97it/s]
 36%|###5      | 280/781 [00:14<00:28, 17.64it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.80it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.13it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.41it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.58it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.34it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.25it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.30it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.56it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.75it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.93it/s]
 39%|###8      | 302/781 [00:16<00:25, 19.02it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.10it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.13it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.00it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.01it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.05it/s]
 40%|####      | 314/781 [00:16<00:24, 19.08it/s]
 40%|####      | 316/781 [00:16<00:24, 18.98it/s]
 41%|####      | 318/781 [00:16<00:24, 18.96it/s]
 41%|####      | 320/781 [00:17<00:24, 18.75it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.78it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.74it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.79it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.76it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.86it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.97it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.03it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.71it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.73it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.89it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.75it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.79it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.61it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.69it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.68it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.78it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.80it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.87it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.97it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.93it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.86it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.95it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.00it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.01it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.02it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.87it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.95it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.02it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.91it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.85it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.87it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.98it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.05it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.88it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.91it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.96it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.91it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.89it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.91it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.87it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.83it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.90it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.93it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.79it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.72it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.67it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.61it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.37it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.49it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.41it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.36it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.41it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.67it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.76it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.88it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.52it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.49it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.31it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.64it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.74it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.71it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.81it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.70it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.64it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.53it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.64it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.76it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.77it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.93it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.02it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.05it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.90it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.95it/s]
 60%|######    | 470/781 [00:25<00:16, 19.08it/s]
 60%|######    | 472/781 [00:25<00:16, 18.97it/s]
 61%|######    | 474/781 [00:25<00:15, 19.23it/s]
 61%|######    | 476/781 [00:25<00:15, 19.40it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.52it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.59it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.57it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.45it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.24it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.35it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.16it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.30it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.35it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.48it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.61it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.64it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.63it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.54it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.56it/s]
 65%|######5   | 508/781 [00:27<00:13, 19.64it/s]
 65%|######5   | 510/781 [00:27<00:13, 19.65it/s]
 66%|######5   | 512/781 [00:27<00:14, 19.15it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.19it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.26it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.31it/s]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:21<00:00, 21.15s/it]
100%|##########| 1/1 [00:21<00:00, 21.15s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.17it/s]
  3%|2         | 4/157 [00:00<00:09, 15.78it/s]
  4%|3         | 6/157 [00:00<00:09, 16.29it/s]
  5%|5         | 8/157 [00:00<00:09, 16.20it/s]
  6%|6         | 10/157 [00:00<00:08, 16.39it/s]
  8%|7         | 12/157 [00:00<00:08, 16.46it/s]
  9%|8         | 14/157 [00:00<00:08, 16.47it/s]
 10%|#         | 16/157 [00:00<00:08, 16.59it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.63it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.51it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.49it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.59it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.56it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.60it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.61it/s]
 20%|##        | 32/157 [00:01<00:07, 16.58it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.73it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.79it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.79it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.80it/s]
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 28%|##8       | 44/157 [00:02<00:06, 16.90it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.93it/s]
 31%|###       | 48/157 [00:02<00:06, 16.89it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.85it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.80it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.57it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.57it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.58it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.69it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.22it/s]
 41%|####      | 64/157 [00:03<00:05, 16.23it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.19it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.33it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.55it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.73it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.86it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.93it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.95it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.79it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.68it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.83it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.91it/s]
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 57%|#####7    | 90/157 [00:05<00:03, 16.99it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.94it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.97it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.68it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.39it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.30it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.41it/s]
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 79%|#######8  | 124/157 [00:07<00:01, 16.71it/s]
 80%|########  | 126/157 [00:07<00:01, 16.83it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.84it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.91it/s]
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 87%|########6 | 136/157 [00:08<00:01, 17.01it/s]
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 89%|########9 | 140/157 [00:08<00:01, 16.98it/s]
 90%|######### | 142/157 [00:08<00:00, 17.03it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.01it/s]
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 99%|#########9| 156/157 [00:09<00:00, 16.91it/s]
100%|##########| 157/157 [00:09<00:00, 16.75it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:41, 18.73it/s]
  1%|          | 6/781 [00:00<00:41, 18.89it/s]
  1%|1         | 8/781 [00:00<00:40, 19.05it/s]
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  2%|1         | 12/781 [00:00<00:41, 18.73it/s]
  2%|1         | 14/781 [00:00<00:40, 18.85it/s]
  2%|2         | 16/781 [00:00<00:40, 18.86it/s]
  2%|2         | 18/781 [00:00<00:40, 19.06it/s]
  3%|2         | 20/781 [00:01<00:39, 19.25it/s]
  3%|2         | 22/781 [00:01<00:39, 19.20it/s]
  3%|3         | 24/781 [00:01<00:39, 19.21it/s]
  3%|3         | 26/781 [00:01<00:39, 19.14it/s]
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  4%|3         | 30/781 [00:01<00:38, 19.32it/s]
  4%|4         | 32/781 [00:01<00:39, 18.78it/s]
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  5%|4         | 36/781 [00:01<00:39, 18.77it/s]
  5%|4         | 38/781 [00:02<00:39, 18.62it/s]
  5%|5         | 40/781 [00:02<00:39, 18.94it/s]
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  6%|5         | 44/781 [00:02<00:38, 19.31it/s]
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  6%|6         | 48/781 [00:02<00:38, 18.98it/s]
  6%|6         | 50/781 [00:02<00:37, 19.27it/s]
  7%|6         | 52/781 [00:02<00:37, 19.46it/s]
  7%|6         | 54/781 [00:02<00:37, 19.60it/s]
  7%|7         | 56/781 [00:02<00:37, 19.44it/s]
  7%|7         | 58/781 [00:03<00:37, 19.52it/s]
  8%|7         | 61/781 [00:03<00:36, 19.73it/s]
  8%|8         | 63/781 [00:03<00:36, 19.78it/s]
  8%|8         | 65/781 [00:03<00:36, 19.80it/s]
  9%|8         | 67/781 [00:03<00:36, 19.81it/s]
  9%|8         | 69/781 [00:03<00:35, 19.81it/s]
  9%|9         | 71/781 [00:03<00:36, 19.67it/s]
  9%|9         | 73/781 [00:03<00:36, 19.58it/s]
 10%|9         | 75/781 [00:03<00:36, 19.55it/s]
 10%|9         | 77/781 [00:03<00:35, 19.61it/s]
 10%|#         | 79/781 [00:04<00:35, 19.64it/s]
 10%|#         | 81/781 [00:04<00:35, 19.60it/s]
 11%|#         | 83/781 [00:04<00:35, 19.46it/s]
 11%|#         | 85/781 [00:04<00:35, 19.43it/s]
 11%|#1        | 87/781 [00:04<00:35, 19.52it/s]
 11%|#1        | 89/781 [00:04<00:35, 19.47it/s]
 12%|#1        | 91/781 [00:04<00:35, 19.29it/s]
 12%|#1        | 93/781 [00:04<00:35, 19.37it/s]
 12%|#2        | 95/781 [00:04<00:35, 19.51it/s]
 12%|#2        | 97/781 [00:05<00:35, 19.47it/s]
 13%|#2        | 99/781 [00:05<00:34, 19.58it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.43it/s]
 13%|#3        | 103/781 [00:05<00:34, 19.39it/s]
 13%|#3        | 105/781 [00:05<00:34, 19.39it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.50it/s]
 14%|#3        | 109/781 [00:05<00:34, 19.49it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.57it/s]
 14%|#4        | 113/781 [00:05<00:33, 19.67it/s]
 15%|#4        | 115/781 [00:05<00:33, 19.72it/s]
 15%|#4        | 117/781 [00:06<00:33, 19.74it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.74it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.60it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.66it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.73it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.78it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.72it/s]
 17%|#6        | 131/781 [00:06<00:32, 19.71it/s]
 17%|#7        | 133/781 [00:06<00:32, 19.77it/s]
 17%|#7        | 135/781 [00:06<00:33, 19.56it/s]
 18%|#7        | 137/781 [00:07<00:32, 19.62it/s]
 18%|#7        | 139/781 [00:07<00:32, 19.63it/s]
 18%|#8        | 141/781 [00:07<00:32, 19.67it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.72it/s]
 19%|#8        | 145/781 [00:07<00:32, 19.73it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.48it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.50it/s]
 19%|#9        | 151/781 [00:07<00:32, 19.57it/s]
 20%|#9        | 153/781 [00:07<00:32, 19.40it/s]
 20%|#9        | 155/781 [00:07<00:32, 19.33it/s]
 20%|##        | 157/781 [00:08<00:32, 19.47it/s]
 20%|##        | 159/781 [00:08<00:32, 19.27it/s]
 21%|##        | 161/781 [00:08<00:31, 19.46it/s]
 21%|##        | 163/781 [00:08<00:31, 19.54it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.56it/s]
 21%|##1       | 167/781 [00:08<00:31, 19.62it/s]
 22%|##1       | 169/781 [00:08<00:31, 19.60it/s]
 22%|##1       | 171/781 [00:08<00:32, 18.95it/s]
 22%|##2       | 173/781 [00:08<00:31, 19.10it/s]
 22%|##2       | 175/781 [00:09<00:31, 19.36it/s]
 23%|##2       | 177/781 [00:09<00:31, 19.22it/s]
 23%|##2       | 179/781 [00:09<00:31, 19.32it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.40it/s]
 23%|##3       | 183/781 [00:09<00:31, 19.17it/s]
 24%|##3       | 185/781 [00:09<00:31, 19.14it/s]
 24%|##3       | 187/781 [00:09<00:31, 19.05it/s]
 24%|##4       | 189/781 [00:09<00:31, 19.03it/s]
 24%|##4       | 191/781 [00:09<00:31, 18.89it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.15it/s]
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 25%|##5       | 197/781 [00:10<00:29, 19.52it/s]
 25%|##5       | 199/781 [00:10<00:29, 19.51it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.56it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.56it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.56it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.33it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.40it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.54it/s]
 27%|##7       | 213/781 [00:10<00:29, 19.08it/s]
 28%|##7       | 215/781 [00:11<00:29, 19.08it/s]
 28%|##7       | 217/781 [00:11<00:29, 19.20it/s]
 28%|##8       | 219/781 [00:11<00:29, 19.32it/s]
 28%|##8       | 221/781 [00:11<00:29, 19.15it/s]
 29%|##8       | 223/781 [00:11<01:04,  8.71it/s]
 29%|##8       | 225/781 [00:12<00:53, 10.45it/s]
 29%|##9       | 227/781 [00:12<00:45, 12.13it/s]
 29%|##9       | 229/781 [00:12<00:40, 13.69it/s]
 30%|##9       | 231/781 [00:12<00:36, 14.92it/s]
 30%|##9       | 233/781 [00:12<00:34, 16.12it/s]
 30%|###       | 235/781 [00:12<00:32, 16.96it/s]
 30%|###       | 237/781 [00:12<00:30, 17.63it/s]
 31%|###       | 239/781 [00:12<00:29, 18.15it/s]
 31%|###       | 241/781 [00:12<00:29, 18.56it/s]
 31%|###1      | 243/781 [00:12<00:29, 18.28it/s]
 31%|###1      | 245/781 [00:13<00:28, 18.48it/s]
 32%|###1      | 247/781 [00:13<00:28, 18.86it/s]
 32%|###1      | 249/781 [00:13<00:27, 19.17it/s]
 32%|###2      | 251/781 [00:13<00:27, 19.28it/s]
 32%|###2      | 253/781 [00:13<00:27, 19.42it/s]
 33%|###2      | 255/781 [00:13<00:27, 19.34it/s]
 33%|###2      | 257/781 [00:13<00:27, 19.41it/s]
 33%|###3      | 259/781 [00:13<00:27, 19.26it/s]
 33%|###3      | 261/781 [00:13<00:27, 19.26it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.24it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.25it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.38it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.54it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.55it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.53it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.60it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.55it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.59it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.48it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.51it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.58it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.55it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.49it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.43it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.36it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.20it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.34it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.41it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.41it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.50it/s]
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 41%|####1     | 322/781 [00:17<00:23, 19.54it/s]
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 42%|####1     | 326/781 [00:17<00:23, 19.59it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.59it/s]
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100%|#########9| 780/781 [00:40<00:00, 19.29it/s]
100%|##########| 781/781 [00:40<00:00, 19.15it/s]




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 11%|#         | 84/781 [00:04<00:35, 19.45it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.36it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.48it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.49it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.56it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.29it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.23it/s]
 13%|#2        | 98/781 [00:05<00:35, 18.99it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.64it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.72it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.83it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.94it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.73it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.72it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.58it/s]
 15%|#4        | 114/781 [00:05<00:36, 18.53it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.75it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.59it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.30it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.08it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.05it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.10it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.15it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.28it/s]
 17%|#6        | 132/781 [00:06<00:35, 18.43it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.52it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.55it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.45it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.32it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.64it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.42it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.27it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.51it/s]
 19%|#9        | 150/781 [00:07<00:34, 18.49it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.74it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.93it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.75it/s]
 20%|##        | 158/781 [00:08<00:33, 18.51it/s]
 20%|##        | 160/781 [00:08<00:33, 18.38it/s]
 21%|##        | 162/781 [00:08<00:33, 18.31it/s]
 21%|##        | 164/781 [00:08<00:33, 18.45it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.62it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.59it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.75it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.88it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.97it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.67it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.51it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.63it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.72it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.71it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.66it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.70it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.80it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.84it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.69it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.63it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.61it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.68it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.76it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.28it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.29it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.49it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.64it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.83it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.96it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.83it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.60it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.17it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.46it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.64it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.72it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.65it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.68it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.75it/s]
 30%|###       | 236/781 [00:12<00:28, 18.83it/s]
 30%|###       | 238/781 [00:12<00:28, 18.84it/s]
 31%|###       | 240/781 [00:12<00:28, 18.76it/s]
 31%|###       | 242/781 [00:12<00:28, 18.84it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.92it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.00it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.95it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.92it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.99it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.73it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.68it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.60it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.60it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.47it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.65it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.81it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.83it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.97it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.74it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.53it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.70it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.70it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.49it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.73it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.87it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.90it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.01it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.83it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.85it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.96it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.87it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.81it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.83it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.90it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.87it/s]
 40%|####      | 314/781 [00:16<00:24, 18.93it/s]
 40%|####      | 316/781 [00:16<00:24, 18.88it/s]
 41%|####      | 318/781 [00:16<00:24, 18.62it/s]
 41%|####      | 320/781 [00:16<00:24, 18.62it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.59it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.57it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.53it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.23it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.51it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.62it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.72it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.62it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.49it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.47it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.58it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.65it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.80it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.69it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.41it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.47it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.39it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.46it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.58it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.70it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.56it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.60it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.74it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.81it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.83it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.63it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.71it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.82it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.87it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.91it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.87it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.81it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.85it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.97it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.96it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.05it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.76it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.72it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.71it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.74it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.57it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.45it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.49it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.42it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.48it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.50it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.50it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.70it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.66it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.82it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.62it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.50it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.85it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.63it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.79it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.76it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.70it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.61it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.47it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.67it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.83it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.87it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.77it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.74it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.91it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.06it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.11it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.17it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.26it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.33it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.36it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.43it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.49it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.16it/s]
 60%|######    | 470/781 [00:24<00:16, 19.25it/s]
 60%|######    | 472/781 [00:25<00:15, 19.41it/s]
 61%|######    | 474/781 [00:25<00:15, 19.44it/s]
 61%|######    | 476/781 [00:25<00:15, 19.50it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.33it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.40it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.49it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.42it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.50it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.46it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.39it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.20it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.22it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.18it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.32it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.19it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.11it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.11it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.03it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.86it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.93it/s]
 66%|######5   | 512/781 [00:27<00:13, 19.23it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.20it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.30it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.37it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.43it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.50it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.53it/s]
 67%|######7   | 526/781 [00:27<00:12, 19.62it/s]
 68%|######7   | 528/781 [00:27<00:12, 19.57it/s]
 68%|######7   | 530/781 [00:28<00:12, 19.56it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.64it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.72it/s]
 69%|######8   | 537/781 [00:28<00:12, 19.88it/s]
 69%|######9   | 539/781 [00:28<00:12, 19.73it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.66it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.46it/s]
 70%|######9   | 545/781 [00:28<00:12, 19.48it/s]
 70%|#######   | 547/781 [00:28<00:12, 19.49it/s]
 70%|#######   | 549/781 [00:29<00:11, 19.61it/s]
 71%|#######   | 551/781 [00:29<00:11, 19.67it/s]
 71%|#######   | 553/781 [00:29<00:11, 19.73it/s]
 71%|#######1  | 555/781 [00:29<00:11, 19.78it/s]
 71%|#######1  | 557/781 [00:29<00:11, 19.69it/s]
 72%|#######1  | 559/781 [00:29<00:11, 19.73it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.04it/s]
 72%|#######2  | 563/781 [00:29<00:11, 19.00it/s]
 72%|#######2  | 565/781 [00:29<00:11, 19.18it/s]
 73%|#######2  | 567/781 [00:29<00:11, 19.36it/s]
 73%|#######2  | 569/781 [00:30<00:10, 19.51it/s]
 73%|#######3  | 571/781 [00:30<00:10, 19.56it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.57it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.38it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.33it/s]
 74%|#######4  | 579/781 [00:30<00:10, 19.35it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.27it/s]
 75%|#######4  | 583/781 [00:30<00:10, 19.47it/s]
 75%|#######4  | 585/781 [00:30<00:10, 19.59it/s]
 75%|#######5  | 587/781 [00:30<00:09, 19.70it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.75it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.77it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.78it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.82it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.78it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.82it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.71it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.49it/s]
 78%|#######7  | 606/781 [00:31<00:09, 19.30it/s]
 78%|#######7  | 608/781 [00:32<00:08, 19.42it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.42it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.45it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.43it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.40it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.41it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.50it/s]
 80%|#######9  | 622/781 [00:32<00:08, 19.57it/s]
 80%|#######9  | 624/781 [00:32<00:07, 19.64it/s]
 80%|########  | 626/781 [00:32<00:07, 19.72it/s]
 80%|########  | 628/781 [00:33<00:07, 19.73it/s]
 81%|########  | 630/781 [00:33<00:07, 19.42it/s]
 81%|########  | 632/781 [00:33<00:07, 19.50it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.22it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.40it/s]
 82%|########1 | 638/781 [00:34<00:19,  7.50it/s]
 82%|########1 | 640/781 [00:34<00:15,  9.18it/s]
 82%|########2 | 642/781 [00:34<00:12, 10.86it/s]
 82%|########2 | 644/781 [00:34<00:11, 12.39it/s]
 83%|########2 | 646/781 [00:34<00:09, 13.96it/s]
 83%|########2 | 648/781 [00:34<00:08, 14.89it/s]
 83%|########3 | 650/781 [00:34<00:08, 15.83it/s]
 83%|########3 | 652/781 [00:34<00:07, 16.73it/s]
 84%|########3 | 654/781 [00:34<00:07, 17.24it/s]
 84%|########3 | 656/781 [00:35<00:06, 17.89it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.20it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.60it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.89it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.96it/s]
 85%|########5 | 666/781 [00:35<00:06, 19.14it/s]
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 17%|#6        | 26/157 [00:01<00:07, 16.58it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.63it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.71it/s]
 20%|##        | 32/157 [00:01<00:07, 16.77it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.71it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.81it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.82it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.56it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.62it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.59it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.56it/s]
 31%|###       | 48/157 [00:02<00:06, 16.36it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.17it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.17it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.34it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.32it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.24it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.27it/s]
 39%|###9      | 62/157 [00:03<00:05, 15.99it/s]
 41%|####      | 64/157 [00:03<00:05, 15.98it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.71it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.76it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.85it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.93it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.82it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.86it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.88it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.16it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.39it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.40it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.57it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.47it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.45it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.27it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.28it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.10it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.10it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.25it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.07it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.04it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.00it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.98it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.10it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.30it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.19it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.22it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.28it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.11it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.23it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.28it/s]
 80%|########  | 126/157 [00:07<00:01, 16.47it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.30it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.51it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.56it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.58it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.55it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.67it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.76it/s]
 90%|######### | 142/157 [00:08<00:00, 16.78it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.65it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.40it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.47it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.56it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.61it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.71it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.59it/s]
100%|##########| 157/157 [00:09<00:00, 16.38it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.87it/s]
  1%|          | 4/781 [00:00<00:41, 18.87it/s]
  1%|          | 6/781 [00:00<00:42, 18.37it/s]
  1%|1         | 8/781 [00:00<00:41, 18.67it/s]
  1%|1         | 10/781 [00:00<00:40, 18.83it/s]
  2%|1         | 12/781 [00:00<00:40, 18.88it/s]
  2%|1         | 14/781 [00:00<00:40, 18.93it/s]
  2%|2         | 16/781 [00:00<00:40, 18.90it/s]
  2%|2         | 18/781 [00:00<00:40, 18.89it/s]
  3%|2         | 20/781 [00:01<00:40, 18.71it/s]
  3%|2         | 22/781 [00:01<00:40, 18.75it/s]
  3%|3         | 24/781 [00:01<00:40, 18.77it/s]
  3%|3         | 26/781 [00:01<00:40, 18.75it/s]
  4%|3         | 28/781 [00:01<00:40, 18.62it/s]
  4%|3         | 30/781 [00:01<00:40, 18.56it/s]
  4%|4         | 32/781 [00:01<00:40, 18.52it/s]
  4%|4         | 34/781 [00:01<00:40, 18.63it/s]
  5%|4         | 36/781 [00:01<00:39, 18.79it/s]
  5%|4         | 38/781 [00:02<00:39, 18.86it/s]
  5%|5         | 40/781 [00:02<00:39, 18.92it/s]
  5%|5         | 42/781 [00:02<00:39, 18.93it/s]
  6%|5         | 44/781 [00:02<00:38, 18.94it/s]
  6%|5         | 46/781 [00:02<00:38, 19.01it/s]
  6%|6         | 48/781 [00:02<00:38, 18.97it/s]
  6%|6         | 50/781 [00:02<00:38, 18.76it/s]
  7%|6         | 52/781 [00:02<00:39, 18.55it/s]
  7%|6         | 54/781 [00:02<00:39, 18.48it/s]
  7%|7         | 56/781 [00:02<00:38, 18.60it/s]
  7%|7         | 58/781 [00:03<00:39, 18.52it/s]
  8%|7         | 60/781 [00:03<00:38, 18.53it/s]
  8%|7         | 62/781 [00:03<00:38, 18.65it/s]
  8%|8         | 64/781 [00:03<00:39, 18.37it/s]
  8%|8         | 66/781 [00:03<00:38, 18.36it/s]
  9%|8         | 68/781 [00:03<00:38, 18.43it/s]
  9%|8         | 70/781 [00:03<00:38, 18.52it/s]
  9%|9         | 72/781 [00:03<00:38, 18.54it/s]
  9%|9         | 74/781 [00:03<00:37, 18.68it/s]
 10%|9         | 76/781 [00:04<00:37, 18.94it/s]
 10%|9         | 78/781 [00:04<00:37, 18.97it/s]
 10%|#         | 80/781 [00:04<00:37, 18.79it/s]
 10%|#         | 82/781 [00:04<00:37, 18.82it/s]
 11%|#         | 84/781 [00:04<00:36, 18.99it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.85it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.75it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.81it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.68it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.84it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.63it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.69it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.43it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.20it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.33it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.45it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.45it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.57it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.83it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.51it/s]
 15%|#4        | 116/781 [00:06<00:36, 17.99it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.22it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.16it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.18it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.42it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.44it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.26it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.54it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.51it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.47it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.54it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.75it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.61it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.57it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.57it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.63it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.71it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.80it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.95it/s]
 20%|##        | 158/781 [00:08<00:32, 18.95it/s]
 20%|##        | 160/781 [00:08<00:32, 19.00it/s]
 21%|##        | 162/781 [00:08<00:32, 18.86it/s]
 21%|##        | 164/781 [00:08<00:32, 19.02it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.18it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.97it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.11it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.25it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.15it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.34it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.39it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.52it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.57it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.60it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.57it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.32it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.24it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.18it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.38it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.24it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.40it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.97it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.11it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.11it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.09it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.23it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.26it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.07it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.80it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.92it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.88it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.97it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.03it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.09it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.12it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.21it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.38it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.55it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.66it/s]
 30%|###       | 236/781 [00:12<00:27, 19.70it/s]
 30%|###       | 238/781 [00:12<00:27, 19.75it/s]
 31%|###       | 240/781 [00:12<00:27, 19.73it/s]
 31%|###       | 242/781 [00:12<00:27, 19.64it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.65it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.58it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.50it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.59it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.46it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.49it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.43it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.58it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.67it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.73it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.54it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.66it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.63it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.65it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.65it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.61it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.68it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.73it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.72it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.62it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.70it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.67it/s]
 37%|###7      | 289/781 [00:15<00:24, 19.71it/s]
 37%|###7      | 291/781 [00:15<00:24, 19.76it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.80it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.60it/s]
 38%|###8      | 297/781 [00:15<00:25, 19.34it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.43it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.49it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.42it/s]
 39%|###9      | 305/781 [00:16<00:24, 19.22it/s]
 39%|###9      | 307/781 [00:16<00:24, 19.33it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.13it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.14it/s]
 40%|####      | 313/781 [00:16<00:24, 19.13it/s]
 40%|####      | 315/781 [00:16<00:24, 19.06it/s]
 41%|####      | 317/781 [00:16<00:24, 19.08it/s]
 41%|####      | 319/781 [00:16<00:24, 19.19it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.34it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.42it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.23it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.28it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.37it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.36it/s]
 43%|####2     | 333/781 [00:17<00:23, 18.98it/s]
 43%|####2     | 335/781 [00:17<00:23, 19.12it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.09it/s]
 43%|####3     | 339/781 [00:17<00:23, 19.15it/s]
 44%|####3     | 341/781 [00:17<00:23, 19.13it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.35it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.44it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.46it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.58it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.24it/s]
 45%|####5     | 353/781 [00:18<00:21, 19.46it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.30it/s]
 46%|####5     | 357/781 [00:18<00:21, 19.41it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.48it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.52it/s]
 46%|####6     | 363/781 [00:19<00:21, 19.58it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.46it/s]
 47%|####6     | 367/781 [00:19<00:21, 19.45it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.57it/s]
 48%|####7     | 371/781 [00:19<00:20, 19.63it/s]
 48%|####7     | 373/781 [00:19<00:20, 19.69it/s]
 48%|####8     | 375/781 [00:19<00:20, 19.71it/s]
 48%|####8     | 377/781 [00:19<00:20, 19.67it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.78it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.78it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.32it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.29it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.43it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.48it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.54it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.45it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.57it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.65it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.59it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.16it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.31it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.23it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.07it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.20it/s]
 53%|#####2    | 412/781 [00:21<00:18, 19.43it/s]
 53%|#####3    | 415/781 [00:21<00:18, 19.54it/s]
 53%|#####3    | 417/781 [00:21<00:18, 19.53it/s]
 54%|#####3    | 419/781 [00:21<00:18, 19.30it/s]
 54%|#####3    | 421/781 [00:22<00:18, 19.49it/s]
 54%|#####4    | 423/781 [00:22<00:18, 19.51it/s]
 54%|#####4    | 425/781 [00:22<00:18, 19.48it/s]
 55%|#####4    | 427/781 [00:22<00:18, 19.54it/s]
 55%|#####4    | 429/781 [00:22<00:17, 19.59it/s]
 55%|#####5    | 431/781 [00:22<00:17, 19.49it/s]
 55%|#####5    | 433/781 [00:22<00:18, 19.29it/s]
 56%|#####5    | 435/781 [00:22<00:17, 19.24it/s]
 56%|#####5    | 437/781 [00:22<00:18, 19.07it/s]
 56%|#####6    | 439/781 [00:22<00:17, 19.25it/s]
 56%|#####6    | 441/781 [00:23<00:17, 19.33it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.55it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.57it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.55it/s]
 58%|#####7    | 450/781 [00:23<00:16, 19.67it/s]
 58%|#####7    | 452/781 [00:23<00:16, 19.75it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.18it/s]
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100%|##########| 781/781 [00:40<00:00, 19.11it/s]




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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:23<00:00, 23.33s/it]
100%|##########| 1/1 [00:23<00:00, 23.33s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
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  3%|2         | 4/157 [00:00<00:09, 15.72it/s]
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  8%|7         | 12/157 [00:00<00:08, 16.84it/s]
  9%|8         | 14/157 [00:00<00:08, 16.91it/s]
 10%|#         | 16/157 [00:00<00:08, 16.76it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.78it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.66it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.83it/s]
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 17%|#6        | 26/157 [00:01<00:08, 16.27it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.37it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.55it/s]
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 22%|##1       | 34/157 [00:02<00:07, 16.69it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.71it/s]
 41%|####      | 64/157 [00:03<00:05, 16.50it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.68it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.49it/s]
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 50%|####9     | 78/157 [00:04<00:04, 16.99it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.89it/s]
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 80%|########  | 126/157 [00:07<00:01, 16.36it/s]
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100%|##########| 157/157 [00:09<00:00, 15.74it/s]

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  1%|          | 4/781 [00:00<00:41, 18.80it/s]
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  1%|1         | 8/781 [00:00<00:41, 18.66it/s]
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  6%|6         | 48/781 [00:02<00:39, 18.78it/s]
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  7%|7         | 56/781 [00:02<00:38, 18.92it/s]
  7%|7         | 58/781 [00:03<00:37, 19.04it/s]
  8%|7         | 60/781 [00:03<00:38, 18.87it/s]
  8%|7         | 62/781 [00:03<00:37, 18.96it/s]
  8%|8         | 64/781 [00:03<00:37, 19.07it/s]
  8%|8         | 66/781 [00:03<00:37, 19.09it/s]
  9%|8         | 68/781 [00:03<00:37, 19.13it/s]
  9%|8         | 70/781 [00:03<00:37, 19.19it/s]
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 10%|9         | 76/781 [00:04<00:37, 18.95it/s]
 10%|9         | 78/781 [00:04<00:36, 19.08it/s]
 10%|#         | 80/781 [00:04<00:36, 19.11it/s]
 10%|#         | 82/781 [00:04<00:36, 19.14it/s]
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 11%|#1        | 86/781 [00:04<00:36, 18.95it/s]
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 12%|#1        | 90/781 [00:04<00:36, 18.70it/s]
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 14%|#3        | 106/781 [00:05<00:36, 18.47it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.67it/s]
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 15%|#5        | 118/781 [00:06<00:35, 18.91it/s]
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 17%|#6        | 132/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.65it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.57it/s]
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 18%|#8        | 142/781 [00:07<00:34, 18.70it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.68it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.78it/s]
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 20%|##        | 158/781 [00:08<00:33, 18.68it/s]
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 21%|##        | 162/781 [00:08<00:33, 18.61it/s]
 21%|##        | 164/781 [00:08<00:33, 18.67it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.62it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.69it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.66it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.69it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.21it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.34it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.47it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.75it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.93it/s]
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 30%|###       | 236/781 [00:12<00:28, 19.00it/s]
 30%|###       | 238/781 [00:12<00:28, 19.06it/s]
 31%|###       | 240/781 [00:12<00:28, 19.05it/s]
 31%|###       | 242/781 [00:12<00:28, 18.90it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.94it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.98it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.02it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.02it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.86it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.95it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.90it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.91it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.00it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.06it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.12it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.12it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.00it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.92it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.87it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.91it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.84it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.00it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.94it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.99it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.50it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.60it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.61it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.62it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.60it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.81it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.86it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.81it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.92it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.01it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.07it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.67it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.72it/s]
 40%|####      | 314/781 [00:16<00:25, 18.28it/s]
 40%|####      | 316/781 [00:16<00:25, 18.41it/s]
 41%|####      | 318/781 [00:16<00:25, 18.45it/s]
 41%|####      | 320/781 [00:17<00:24, 18.62it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.59it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.60it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.75it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.46it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.62it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.75it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.57it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.57it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.55it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.42it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.37it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.25it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.34it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.35it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.27it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.53it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.65it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.71it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.83it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.70it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.78it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.52it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.62it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.65it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.70it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.92it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.98it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.73it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.84it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.98it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.22it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.40it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.52it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.64it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.68it/s]
 51%|#####     | 396/781 [00:21<00:19, 19.64it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.69it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.65it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.48it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.41it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.32it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.19it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.13it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.16it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.23it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.05it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.93it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.82it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.88it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.57it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.89it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.73it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.49it/s]
 55%|#####5    | 432/781 [00:22<00:19, 18.36it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.52it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.46it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.67it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.79it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.86it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.80it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.94it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.85it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.60it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.62it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.74it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.84it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.76it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.82it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.94it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.99it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.85it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.80it/s]
 60%|######    | 470/781 [00:24<00:16, 18.88it/s]
 60%|######    | 472/781 [00:25<00:16, 18.95it/s]
 61%|######    | 474/781 [00:25<00:16, 18.72it/s]
 61%|######    | 476/781 [00:25<00:16, 18.51it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.49it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.23it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.43it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.54it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.68it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.67it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.68it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.62it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.41it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.66it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.70it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.83it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.87it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.89it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.98it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.76it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.82it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.79it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.63it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.75it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.77it/s]
 67%|######6   | 520/781 [00:27<00:14, 17.86it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.02it/s]
 67%|######7   | 524/781 [00:27<00:14, 18.31it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.49it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.26it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.40it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.56it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.53it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.58it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.35it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.44it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.40it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.47it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.48it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.68it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.53it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.47it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.45it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.55it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.46it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.69it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.80it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.80it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.93it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.91it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.81it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.78it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.85it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.96it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.85it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.12it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.31it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.35it/s]
 75%|#######5  | 586/781 [00:31<00:09, 19.53it/s]
 75%|#######5  | 588/781 [00:31<00:09, 19.54it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.56it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.62it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.71it/s]
 76%|#######6  | 597/781 [00:31<00:09, 19.87it/s]
 77%|#######6  | 599/781 [00:31<00:09, 19.87it/s]
 77%|#######6  | 601/781 [00:31<00:09, 19.70it/s]
 77%|#######7  | 603/781 [00:32<00:09, 19.51it/s]
 77%|#######7  | 605/781 [00:32<00:09, 19.45it/s]
 78%|#######7  | 607/781 [00:32<00:08, 19.38it/s]
 78%|#######7  | 609/781 [00:32<00:08, 19.46it/s]
 78%|#######8  | 611/781 [00:32<00:08, 19.51it/s]
 78%|#######8  | 613/781 [00:32<00:08, 19.45it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.30it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.56it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.45it/s]
 80%|#######9  | 622/781 [00:33<00:08, 19.41it/s]
 80%|#######9  | 624/781 [00:33<00:08, 19.56it/s]
 80%|########  | 626/781 [00:33<00:07, 19.48it/s]
 80%|########  | 628/781 [00:33<00:07, 19.60it/s]
 81%|########  | 630/781 [00:33<00:07, 19.71it/s]
 81%|########  | 632/781 [00:33<00:07, 19.75it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.74it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.78it/s]
 82%|########1 | 638/781 [00:33<00:07, 19.69it/s]
 82%|########1 | 640/781 [00:33<00:07, 19.47it/s]
 82%|########2 | 643/781 [00:34<00:07, 19.68it/s]
 83%|########2 | 645/781 [00:34<00:06, 19.65it/s]
 83%|########2 | 647/781 [00:34<00:06, 19.65it/s]
 83%|########3 | 649/781 [00:34<00:06, 19.48it/s]
 83%|########3 | 651/781 [00:34<00:06, 19.37it/s]
 84%|########3 | 653/781 [00:34<00:06, 19.33it/s]
 84%|########3 | 655/781 [00:34<00:06, 19.46it/s]
 84%|########4 | 657/781 [00:34<00:06, 19.43it/s]
 84%|########4 | 659/781 [00:34<00:06, 19.22it/s]
 85%|########4 | 661/781 [00:35<00:06, 19.27it/s]
 85%|########4 | 663/781 [00:35<00:06, 19.09it/s]
 85%|########5 | 665/781 [00:35<00:06, 19.10it/s]
 85%|########5 | 667/781 [00:35<00:05, 19.09it/s]
 86%|########5 | 669/781 [00:35<00:05, 19.34it/s]
 86%|########5 | 671/781 [00:35<00:05, 19.46it/s]
 86%|########6 | 673/781 [00:35<00:05, 19.28it/s]
 86%|########6 | 675/781 [00:35<00:05, 18.97it/s]
 87%|########6 | 677/781 [00:35<00:05, 19.12it/s]
 87%|########6 | 679/781 [00:35<00:05, 19.31it/s]
 87%|########7 | 681/781 [00:36<00:05, 19.39it/s]
 87%|########7 | 683/781 [00:36<00:05, 19.32it/s]
 88%|########7 | 685/781 [00:36<00:05, 19.04it/s]
 88%|########7 | 687/781 [00:36<00:04, 19.01it/s]
 88%|########8 | 689/781 [00:36<00:04, 18.98it/s]
 88%|########8 | 691/781 [00:36<00:04, 19.07it/s]
 89%|########8 | 693/781 [00:36<00:04, 19.07it/s]
 89%|########8 | 695/781 [00:36<00:04, 19.07it/s]
 89%|########9 | 697/781 [00:36<00:04, 19.21it/s]
 90%|########9 | 699/781 [00:37<00:04, 18.96it/s]
 90%|########9 | 701/781 [00:37<00:04, 19.17it/s]
 90%|######### | 703/781 [00:37<00:04, 19.13it/s]
 90%|######### | 705/781 [00:37<00:04, 18.88it/s]
 91%|######### | 707/781 [00:37<00:03, 18.95it/s]
 91%|######### | 709/781 [00:37<00:03, 18.97it/s]
 91%|#########1| 711/781 [00:37<00:03, 19.06it/s]
 91%|#########1| 713/781 [00:37<00:03, 19.22it/s]
 92%|#########1| 715/781 [00:37<00:03, 19.39it/s]
 92%|#########1| 717/781 [00:37<00:03, 19.46it/s]
 92%|#########2| 719/781 [00:38<00:03, 19.17it/s]
 92%|#########2| 721/781 [00:38<00:03, 19.23it/s]
 93%|#########2| 723/781 [00:38<00:02, 19.39it/s]
 93%|#########2| 725/781 [00:38<00:02, 19.40it/s]
 93%|#########3| 727/781 [00:38<00:02, 19.37it/s]
 93%|#########3| 729/781 [00:38<00:02, 19.40it/s]
 94%|#########3| 731/781 [00:38<00:02, 19.38it/s]
 94%|#########3| 733/781 [00:38<00:02, 19.39it/s]
 94%|#########4| 735/781 [00:38<00:02, 19.50it/s]
 94%|#########4| 737/781 [00:38<00:02, 19.44it/s]
 95%|#########4| 739/781 [00:39<00:02, 19.55it/s]
 95%|#########4| 741/781 [00:39<00:02, 19.42it/s]
 95%|#########5| 743/781 [00:39<00:01, 19.38it/s]
 95%|#########5| 745/781 [00:39<00:01, 19.40it/s]
 96%|#########5| 747/781 [00:39<00:01, 19.56it/s]
 96%|#########5| 749/781 [00:39<00:01, 19.68it/s]
 96%|#########6| 751/781 [00:39<00:01, 19.74it/s]
 96%|#########6| 753/781 [00:39<00:01, 19.78it/s]
 97%|#########6| 755/781 [00:39<00:01, 19.68it/s]
 97%|#########6| 757/781 [00:40<00:01, 19.71it/s]
 97%|#########7| 759/781 [00:40<00:01, 19.74it/s]
 98%|#########7| 762/781 [00:40<00:00, 19.84it/s]
 98%|#########7| 764/781 [00:40<00:00, 19.73it/s]
 98%|#########8| 766/781 [00:40<00:00, 19.62it/s]
 98%|#########8| 768/781 [00:40<00:00, 19.56it/s]
 99%|#########8| 770/781 [00:40<00:00, 19.61it/s]
 99%|#########8| 772/781 [00:40<00:00, 19.70it/s]
 99%|#########9| 774/781 [00:40<00:00, 19.72it/s]
 99%|#########9| 776/781 [00:40<00:00, 19.73it/s]
100%|#########9| 778/781 [00:41<00:00, 19.74it/s]
100%|#########9| 780/781 [00:41<00:00, 19.70it/s]
100%|##########| 781/781 [00:41<00:00, 18.95it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:41,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
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  3%|2         | 20/781 [00:01<00:39, 19.43it/s]
  3%|2         | 22/781 [00:01<00:38, 19.52it/s]
  3%|3         | 24/781 [00:01<00:38, 19.63it/s]
  3%|3         | 26/781 [00:01<00:38, 19.70it/s]
  4%|3         | 28/781 [00:01<00:38, 19.64it/s]
  4%|3         | 30/781 [00:01<00:38, 19.54it/s]
  4%|4         | 32/781 [00:01<00:38, 19.59it/s]
  4%|4         | 34/781 [00:01<00:38, 19.53it/s]
  5%|4         | 36/781 [00:01<00:38, 19.57it/s]
  5%|4         | 38/781 [00:01<00:37, 19.68it/s]
  5%|5         | 40/781 [00:02<00:38, 19.12it/s]
  5%|5         | 42/781 [00:02<00:38, 19.32it/s]
  6%|5         | 44/781 [00:02<00:37, 19.42it/s]
  6%|5         | 46/781 [00:02<00:37, 19.38it/s]
  6%|6         | 48/781 [00:02<00:38, 19.25it/s]
  6%|6         | 50/781 [00:02<00:37, 19.42it/s]
  7%|6         | 52/781 [00:02<00:37, 19.49it/s]
  7%|6         | 54/781 [00:02<00:37, 19.31it/s]
  7%|7         | 56/781 [00:02<00:37, 19.44it/s]
  7%|7         | 58/781 [00:02<00:37, 19.52it/s]
  8%|7         | 60/781 [00:03<00:37, 19.48it/s]
  8%|7         | 62/781 [00:03<00:36, 19.45it/s]
  8%|8         | 64/781 [00:03<00:36, 19.55it/s]
  8%|8         | 66/781 [00:03<00:36, 19.67it/s]
  9%|8         | 68/781 [00:03<00:36, 19.70it/s]
  9%|8         | 70/781 [00:03<00:36, 19.68it/s]
  9%|9         | 72/781 [00:03<00:36, 19.35it/s]
  9%|9         | 74/781 [00:03<00:36, 19.42it/s]
 10%|9         | 76/781 [00:03<00:36, 19.39it/s]
 10%|9         | 78/781 [00:04<00:36, 19.33it/s]
 10%|#         | 80/781 [00:04<00:36, 19.34it/s]
 10%|#         | 82/781 [00:04<00:36, 19.32it/s]
 11%|#         | 85/781 [00:04<00:35, 19.55it/s]
 11%|#1        | 87/781 [00:04<00:35, 19.41it/s]
 11%|#1        | 89/781 [00:04<00:35, 19.51it/s]
 12%|#1        | 91/781 [00:04<00:35, 19.60it/s]
 12%|#1        | 93/781 [00:04<00:35, 19.54it/s]
 12%|#2        | 95/781 [00:04<00:36, 19.03it/s]
 12%|#2        | 97/781 [00:05<00:36, 18.92it/s]
 13%|#2        | 99/781 [00:05<00:35, 19.15it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.30it/s]
 13%|#3        | 103/781 [00:05<00:35, 19.30it/s]
 13%|#3        | 105/781 [00:05<00:34, 19.45it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.55it/s]
 14%|#3        | 109/781 [00:05<00:34, 19.57it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.63it/s]
 14%|#4        | 113/781 [00:05<00:34, 19.54it/s]
 15%|#4        | 115/781 [00:05<00:34, 19.49it/s]
 15%|#4        | 117/781 [00:06<00:33, 19.60it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.56it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.68it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.70it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.49it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.56it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.36it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.37it/s]
 17%|#7        | 133/781 [00:06<00:33, 19.46it/s]
 17%|#7        | 135/781 [00:06<00:33, 19.52it/s]
 18%|#7        | 137/781 [00:07<00:32, 19.63it/s]
 18%|#7        | 139/781 [00:07<00:32, 19.68it/s]
 18%|#8        | 141/781 [00:07<00:32, 19.52it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.59it/s]
 19%|#8        | 145/781 [00:07<00:32, 19.49it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.51it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.39it/s]
 19%|#9        | 151/781 [00:07<00:32, 19.38it/s]
 20%|#9        | 153/781 [00:07<00:32, 19.38it/s]
 20%|#9        | 155/781 [00:07<00:32, 19.35it/s]
 20%|##        | 157/781 [00:08<00:32, 19.32it/s]
 20%|##        | 159/781 [00:08<00:32, 19.10it/s]
 21%|##        | 161/781 [00:08<00:32, 19.22it/s]
 21%|##        | 163/781 [00:08<00:33, 18.72it/s]
 21%|##1       | 165/781 [00:08<00:32, 18.96it/s]
 21%|##1       | 167/781 [00:08<00:32, 19.09it/s]
 22%|##1       | 169/781 [00:08<00:32, 18.94it/s]
 22%|##1       | 171/781 [00:08<00:32, 19.06it/s]
 22%|##2       | 173/781 [00:08<00:31, 19.22it/s]
 22%|##2       | 175/781 [00:09<00:31, 19.26it/s]
 23%|##2       | 177/781 [00:09<00:31, 19.22it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.53it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.53it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.59it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.59it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.39it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.31it/s]
 25%|##4       | 192/781 [00:09<00:30, 19.35it/s]
 25%|##4       | 194/781 [00:09<00:30, 19.34it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.42it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.39it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.46it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.52it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.45it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.48it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.47it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.51it/s]
 27%|##7       | 212/781 [00:10<00:29, 19.44it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.45it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.56it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.66it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.35it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.49it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.21it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.21it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.43it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.52it/s]
 30%|##9       | 232/781 [00:11<00:28, 19.11it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.35it/s]
 30%|###       | 236/781 [00:12<00:28, 19.25it/s]
 30%|###       | 238/781 [00:12<00:27, 19.46it/s]
 31%|###       | 240/781 [00:12<00:27, 19.45it/s]
 31%|###       | 242/781 [00:12<00:27, 19.31it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.43it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.47it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.54it/s]
 32%|###2      | 251/781 [00:12<00:27, 19.53it/s]
 32%|###2      | 253/781 [00:13<00:27, 19.48it/s]
 33%|###2      | 255/781 [00:13<00:27, 19.37it/s]
 33%|###2      | 257/781 [00:13<00:26, 19.45it/s]
 33%|###3      | 259/781 [00:13<00:26, 19.57it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.38it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.40it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.44it/s]
 34%|###4      | 267/781 [00:13<00:26, 19.55it/s]
 35%|###4      | 270/781 [00:13<00:25, 19.70it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.65it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.38it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.34it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.48it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.53it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.59it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.66it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.63it/s]
 37%|###7      | 289/781 [00:14<00:24, 19.68it/s]
 37%|###7      | 291/781 [00:14<00:24, 19.63it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.69it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.69it/s]
 38%|###8      | 297/781 [00:15<00:24, 19.69it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.47it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.44it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.45it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.59it/s]
 39%|###9      | 307/781 [00:15<00:24, 19.68it/s]
 40%|###9      | 309/781 [00:15<00:23, 19.77it/s]
 40%|###9      | 311/781 [00:15<00:23, 19.62it/s]
 40%|####      | 313/781 [00:16<00:23, 19.58it/s]
 40%|####      | 315/781 [00:16<00:23, 19.63it/s]
 41%|####      | 317/781 [00:16<00:23, 19.52it/s]
 41%|####      | 319/781 [00:16<00:23, 19.33it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.43it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.56it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.59it/s]
 42%|####1     | 327/781 [00:16<00:23, 19.42it/s]
 42%|####2     | 329/781 [00:16<00:23, 19.09it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.21it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.34it/s]
 43%|####2     | 335/781 [00:17<00:22, 19.41it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.23it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.95it/s]
 44%|####3     | 341/781 [00:17<00:23, 19.04it/s]
 44%|####3     | 343/781 [00:17<00:22, 19.20it/s]
 44%|####4     | 345/781 [00:17<00:22, 19.22it/s]
 44%|####4     | 347/781 [00:17<00:22, 19.35it/s]
 45%|####4     | 349/781 [00:17<00:22, 19.27it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.23it/s]
 45%|####5     | 353/781 [00:18<00:22, 19.19it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.19it/s]
 46%|####5     | 357/781 [00:18<00:21, 19.30it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.21it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.16it/s]
 46%|####6     | 363/781 [00:18<00:21, 19.03it/s]
 47%|####6     | 365/781 [00:18<00:22, 18.81it/s]
 47%|####6     | 367/781 [00:18<00:21, 18.95it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.03it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.18it/s]
 48%|####7     | 373/781 [00:19<00:21, 19.35it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.64it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.61it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.70it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.40it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.55it/s]
 49%|####9     | 386/781 [00:19<00:20, 19.62it/s]
 50%|####9     | 388/781 [00:19<00:19, 19.70it/s]
 50%|####9     | 390/781 [00:20<00:19, 19.69it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.75it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.79it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.78it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.68it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.56it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.45it/s]
 52%|#####1    | 404/781 [00:20<00:19, 19.30it/s]
 52%|#####1    | 406/781 [00:20<00:19, 19.01it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.57it/s]
 52%|#####2    | 410/781 [00:21<00:52,  7.03it/s]
 53%|#####2    | 412/781 [00:21<00:42,  8.68it/s]
 53%|#####3    | 414/781 [00:21<00:35, 10.37it/s]
 53%|#####3    | 416/781 [00:22<00:30, 12.03it/s]
 54%|#####3    | 418/781 [00:22<00:26, 13.65it/s]
 54%|#####3    | 420/781 [00:22<00:23, 15.07it/s]
 54%|#####4    | 422/781 [00:22<00:22, 16.17it/s]
 54%|#####4    | 424/781 [00:22<00:21, 16.96it/s]
 55%|#####4    | 426/781 [00:22<00:20, 17.39it/s]
 55%|#####4    | 428/781 [00:22<00:19, 17.93it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.26it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.52it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.85it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.16it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.38it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.34it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.25it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.46it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.52it/s]
 57%|#####7    | 448/781 [00:23<00:16, 19.59it/s]
 58%|#####7    | 451/781 [00:23<00:16, 19.76it/s]
 58%|#####8    | 453/781 [00:23<00:16, 19.66it/s]
 58%|#####8    | 455/781 [00:24<00:16, 19.60it/s]
 59%|#####8    | 457/781 [00:24<00:16, 19.44it/s]
 59%|#####8    | 459/781 [00:24<00:16, 19.41it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.46it/s]
 59%|#####9    | 463/781 [00:24<00:16, 19.58it/s]
 60%|#####9    | 465/781 [00:24<00:16, 19.58it/s]
 60%|#####9    | 467/781 [00:24<00:16, 19.36it/s]
 60%|######    | 469/781 [00:24<00:15, 19.51it/s]
 60%|######    | 471/781 [00:24<00:15, 19.59it/s]
 61%|######    | 473/781 [00:24<00:15, 19.50it/s]
 61%|######    | 475/781 [00:25<00:15, 19.35it/s]
 61%|######1   | 477/781 [00:25<00:15, 19.41it/s]
 61%|######1   | 479/781 [00:25<00:15, 19.52it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.57it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.67it/s]
 62%|######2   | 485/781 [00:25<00:14, 19.74it/s]
 62%|######2   | 487/781 [00:25<00:15, 19.21it/s]
 63%|######2   | 489/781 [00:25<00:15, 19.15it/s]
 63%|######2   | 491/781 [00:25<00:15, 19.22it/s]
 63%|######3   | 493/781 [00:25<00:14, 19.35it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.24it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.14it/s]
 64%|######3   | 499/781 [00:26<00:14, 19.29it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.37it/s]
 64%|######4   | 503/781 [00:26<00:14, 19.36it/s]
 65%|######4   | 505/781 [00:26<00:14, 19.39it/s]
 65%|######4   | 507/781 [00:26<00:14, 19.49it/s]
 65%|######5   | 509/781 [00:26<00:13, 19.54it/s]
 65%|######5   | 511/781 [00:26<00:13, 19.42it/s]
 66%|######5   | 513/781 [00:27<00:13, 19.35it/s]
 66%|######5   | 515/781 [00:27<00:13, 19.19it/s]
 66%|######6   | 517/781 [00:27<00:13, 19.24it/s]
 66%|######6   | 519/781 [00:27<00:13, 19.10it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.16it/s]
 67%|######6   | 523/781 [00:27<00:13, 19.29it/s]
 67%|######7   | 525/781 [00:27<00:13, 19.22it/s]
 67%|######7   | 527/781 [00:27<00:13, 19.24it/s]
 68%|######7   | 529/781 [00:27<00:13, 18.99it/s]
 68%|######7   | 531/781 [00:27<00:13, 19.03it/s]
 68%|######8   | 533/781 [00:28<00:13, 18.73it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.80it/s]
 69%|######8   | 537/781 [00:28<00:12, 18.88it/s]
 69%|######9   | 539/781 [00:28<00:12, 18.90it/s]
 69%|######9   | 541/781 [00:28<00:12, 18.87it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.02it/s]
 70%|######9   | 545/781 [00:28<00:12, 18.93it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.99it/s]
 70%|#######   | 549/781 [00:28<00:12, 18.74it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.42it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.44it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.62it/s]
 71%|#######1  | 557/781 [00:29<00:12, 18.36it/s]
 72%|#######1  | 559/781 [00:29<00:11, 18.69it/s]
 72%|#######1  | 561/781 [00:29<00:11, 18.95it/s]
 72%|#######2  | 563/781 [00:29<00:11, 18.93it/s]
 72%|#######2  | 565/781 [00:29<00:11, 19.22it/s]
 73%|#######2  | 567/781 [00:29<00:11, 19.37it/s]
 73%|#######2  | 569/781 [00:29<00:10, 19.52it/s]
 73%|#######3  | 571/781 [00:30<00:10, 19.49it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.49it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.26it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.44it/s]
 74%|#######4  | 579/781 [00:30<00:10, 19.43it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.32it/s]
 75%|#######4  | 583/781 [00:30<00:10, 19.40it/s]
 75%|#######4  | 585/781 [00:30<00:10, 19.37it/s]
 75%|#######5  | 587/781 [00:30<00:10, 19.31it/s]
 75%|#######5  | 589/781 [00:31<00:10, 19.06it/s]
 76%|#######5  | 591/781 [00:31<00:09, 19.00it/s]
 76%|#######5  | 593/781 [00:31<00:09, 19.09it/s]
 76%|#######6  | 595/781 [00:31<00:09, 19.06it/s]
 76%|#######6  | 597/781 [00:31<00:09, 19.09it/s]
 77%|#######6  | 599/781 [00:31<00:09, 19.23it/s]
 77%|#######6  | 601/781 [00:31<00:09, 19.34it/s]
 77%|#######7  | 603/781 [00:31<00:09, 19.12it/s]
 77%|#######7  | 605/781 [00:31<00:09, 19.25it/s]
 78%|#######7  | 607/781 [00:31<00:08, 19.43it/s]
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Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:24<00:00, 24.47s/it]
100%|##########| 1/1 [00:24<00:00, 24.47s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.46it/s]
  3%|2         | 4/157 [00:00<00:10, 15.25it/s]
  4%|3         | 6/157 [00:00<00:09, 15.92it/s]
  5%|5         | 8/157 [00:00<00:09, 16.13it/s]
  6%|6         | 10/157 [00:00<00:08, 16.49it/s]
  8%|7         | 12/157 [00:00<00:08, 16.72it/s]
  9%|8         | 14/157 [00:00<00:08, 16.75it/s]
 10%|#         | 16/157 [00:00<00:08, 16.84it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.70it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.40it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.54it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.56it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.56it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.63it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.46it/s]
 20%|##        | 32/157 [00:01<00:07, 16.51it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.49it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.10it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.22it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.77it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.71it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.73it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.85it/s]
 31%|###       | 48/157 [00:02<00:06, 16.08it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.12it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.92it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.00it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.95it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.00it/s]
 38%|###8      | 60/157 [00:03<00:06, 16.05it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.13it/s]
 41%|####      | 64/157 [00:03<00:05, 16.05it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.08it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.13it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.09it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.12it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.21it/s]
 48%|####8     | 76/157 [00:04<00:05, 16.16it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.15it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.14it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.15it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.17it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.18it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.21it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.01it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.09it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.14it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.14it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.23it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.21it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.26it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.40it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.93it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.10it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.07it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.21it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.07it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.14it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.01it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.12it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.24it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.32it/s]
 80%|########  | 126/157 [00:07<00:01, 16.26it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.37it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.47it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.33it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.47it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.55it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.28it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.30it/s]
 90%|######### | 142/157 [00:08<00:00, 16.34it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.33it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.30it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.43it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.21it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.31it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.36it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.40it/s]
100%|##########| 157/157 [00:09<00:00, 16.28it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.52it/s]
  1%|          | 4/781 [00:00<00:41, 18.77it/s]
  1%|          | 6/781 [00:00<00:40, 18.92it/s]
  1%|1         | 8/781 [00:00<00:40, 18.92it/s]
  1%|1         | 10/781 [00:00<00:40, 18.87it/s]
  2%|1         | 12/781 [00:00<00:40, 18.91it/s]
  2%|1         | 14/781 [00:00<00:40, 18.98it/s]
  2%|2         | 16/781 [00:00<00:40, 18.72it/s]
  2%|2         | 18/781 [00:00<00:40, 18.79it/s]
  3%|2         | 20/781 [00:01<00:40, 18.75it/s]
  3%|2         | 22/781 [00:01<00:40, 18.76it/s]
  3%|3         | 24/781 [00:01<00:40, 18.76it/s]
  3%|3         | 26/781 [00:01<00:40, 18.58it/s]
  4%|3         | 28/781 [00:01<00:40, 18.57it/s]
  4%|3         | 30/781 [00:01<00:40, 18.58it/s]
  4%|4         | 32/781 [00:01<00:40, 18.68it/s]
  4%|4         | 34/781 [00:01<00:39, 18.78it/s]
  5%|4         | 36/781 [00:01<00:39, 18.72it/s]
  5%|4         | 38/781 [00:02<00:39, 18.73it/s]
  5%|5         | 40/781 [00:02<00:39, 18.71it/s]
  5%|5         | 42/781 [00:02<00:39, 18.78it/s]
  6%|5         | 44/781 [00:02<00:39, 18.81it/s]
  6%|5         | 46/781 [00:02<00:38, 18.90it/s]
  6%|6         | 48/781 [00:02<00:38, 18.96it/s]
  6%|6         | 50/781 [00:02<00:38, 19.00it/s]
  7%|6         | 52/781 [00:02<00:38, 19.08it/s]
  7%|6         | 54/781 [00:02<00:38, 19.06it/s]
  7%|7         | 56/781 [00:02<00:38, 18.98it/s]
  7%|7         | 58/781 [00:03<00:38, 18.71it/s]
  8%|7         | 60/781 [00:03<00:38, 18.86it/s]
  8%|7         | 62/781 [00:03<00:37, 18.95it/s]
  8%|8         | 64/781 [00:03<00:37, 18.93it/s]
  8%|8         | 66/781 [00:03<00:37, 18.97it/s]
  9%|8         | 68/781 [00:03<00:37, 18.95it/s]
  9%|8         | 70/781 [00:03<00:37, 19.00it/s]
  9%|9         | 72/781 [00:03<00:37, 19.03it/s]
  9%|9         | 74/781 [00:03<00:37, 18.85it/s]
 10%|9         | 76/781 [00:04<00:37, 18.86it/s]
 10%|9         | 78/781 [00:04<00:37, 18.94it/s]
 10%|#         | 80/781 [00:04<00:37, 18.94it/s]
 10%|#         | 82/781 [00:04<00:37, 18.60it/s]
 11%|#         | 84/781 [00:04<00:37, 18.73it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.80it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.93it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.06it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.15it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.86it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.97it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.05it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.12it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.08it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.01it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.73it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.90it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.94it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.99it/s]
 15%|#4        | 114/781 [00:06<00:35, 19.02it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.99it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.73it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.69it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.74it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.89it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.97it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.02it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.01it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.83it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.75it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.78it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.84it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.95it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.96it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.92it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.77it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.85it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.56it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.75it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.64it/s]
 20%|##        | 158/781 [00:08<00:33, 18.76it/s]
 20%|##        | 160/781 [00:08<00:33, 18.69it/s]
 21%|##        | 162/781 [00:08<00:33, 18.64it/s]
 21%|##        | 164/781 [00:08<00:32, 18.74it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.74it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.86it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.69it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.80it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.77it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.74it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.89it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.63it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.45it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.69it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.48it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.56it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.53it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.71it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.79it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.92it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.69it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.87it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.81it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.84it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.92it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.03it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.23it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.35it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.40it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.37it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.48it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.37it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.37it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.07it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.04it/s]
 29%|##9       | 228/781 [00:12<00:29, 19.02it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.09it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.04it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.90it/s]
 30%|###       | 236/781 [00:12<00:28, 19.06it/s]
 30%|###       | 238/781 [00:12<00:28, 19.21it/s]
 31%|###       | 240/781 [00:12<00:27, 19.40it/s]
 31%|###       | 242/781 [00:12<00:27, 19.55it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.48it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.40it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.31it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.27it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.25it/s]
 33%|###2      | 255/781 [00:13<00:26, 19.52it/s]
 33%|###2      | 257/781 [00:13<00:26, 19.52it/s]
 33%|###3      | 259/781 [00:13<00:26, 19.55it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.60it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.68it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.62it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.54it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.51it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.57it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.42it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.55it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.63it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.79it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.75it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.76it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.56it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.47it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.39it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.44it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.53it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.54it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.45it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.45it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.48it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.56it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.63it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.70it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.64it/s]
 40%|####      | 314/781 [00:16<00:23, 19.77it/s]
 40%|####      | 316/781 [00:16<00:23, 19.76it/s]
 41%|####      | 318/781 [00:16<00:23, 19.79it/s]
 41%|####      | 320/781 [00:16<00:23, 19.82it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.85it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.76it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.78it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.82it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.34it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.20it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.25it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.37it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.46it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.36it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.43it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.39it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.25it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.24it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.26it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.28it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.27it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.40it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.37it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.96it/s]
 46%|####6     | 362/781 [00:18<00:22, 19.01it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.10it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.21it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.25it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.14it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.16it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.00it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.95it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.98it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.20it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.27it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.37it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.41it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.52it/s]
 50%|####9     | 390/781 [00:20<00:19, 19.55it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.47it/s]
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