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INFO - ceng796 - Running command 'main'
INFO - ceng796 - Started run with ID "30"
/truba/home/aykoksal/dc-vae-ogam/lib/utils.py:24: UserWarning: nn.init.xavier_uniform is now deprecated in favor of nn.init.xavier_uniform_.
torch.nn.init.xavier_uniform(m.weight.data, 1.)
wandb: Currently logged in as: aybora. Use `wandb login --relogin` to force relogin
Configuration (modified, added, typechanged, doc):
seed = 929704221
hparams:
beta1 = 0.0
beta2 = 0.9
checkpoint = 500
device = device(type='cuda')
disp_freq = 250
epochs = 800
fid_freq = 5
gen_train_freq = 5
lr = 0.0002
test_batch_size = 128
train_batch_size = 128
model_params:
decoder:
channel_dim = 256
latent_dim = 128
discriminator:
ch_in = 3
cont_dim = 16
hid_ch = 128
encoder:
ch_in = 3
hid_ch = 128
z_dim = 128
wandb: Tracking run with wandb version 0.12.18
wandb: Run data is saved locally in /truba/home/aykoksal/dc-vae-ogam/wandb/run-20220615_163754-coln2gq2
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run hardy-jazz-31
wandb: ⭐️ View project at https://wandb.ai/aybora/dcvae
wandb: 🚀 View run at https://wandb.ai/aybora/dcvae/runs/coln2gq2
Files already downloaded and verified
Epoch: 1: 100% 390/390 [01:37<00:00, 4.00it/s, Disc Loss: 0.6160, Gen Loss: 3.1766, Cont Loss: 4.8625, Step: 391 ]
Epoch: 2: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.6055, Gen Loss: 8.2545, Cont Loss: 4.8617, Step: 781 ]
Epoch: 3: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.7012, Gen Loss: 3.7255, Cont Loss: 4.8546, Step: 1171 ]
Epoch: 4: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 0.7352, Gen Loss: 4.2668, Cont Loss: 4.8448, Step: 1561 ]
Epoch: 5: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.3478, Gen Loss: 4.8006, Cont Loss: 4.8559, Step: 1951 ]
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Epoch: 5| sampling fid: 134.39988260918398| reconstruction fid: 179.2269077847642
Epoch: 6: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.7466, Gen Loss: 4.8563, Cont Loss: 4.8237, Step: 2341 ]
Epoch: 7: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.7181, Gen Loss: 3.6701, Cont Loss: 4.8329, Step: 2731 ]
Epoch: 8: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9276, Gen Loss: 4.2690, Cont Loss: 4.7534, Step: 3121 ]
Epoch: 9: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.8413, Gen Loss: 5.0823, Cont Loss: 4.5102, Step: 3511 ]
Epoch: 10: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.8407, Gen Loss: 2.7556, Cont Loss: 4.5075, Step: 3901 ]
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Epoch: 10| sampling fid: 95.29007737622668| reconstruction fid: 136.48884397774478
Epoch: 11: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9594, Gen Loss: 1.6752, Cont Loss: 4.3995, Step: 4291 ]
Epoch: 12: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.5445, Gen Loss: 3.1817, Cont Loss: 4.4520, Step: 4681 ]
Epoch: 13: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9102, Gen Loss: 2.6798, Cont Loss: 4.3549, Step: 5071 ]
Epoch: 14: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.2024, Gen Loss: 1.4706, Cont Loss: 4.3577, Step: 5461 ]
Epoch: 15: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9842, Gen Loss: 3.1717, Cont Loss: 4.3526, Step: 5851 ]
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0% 0/390 [00:00<?, ?it/s]Epoch: 15| sampling fid: 82.92774141883298| reconstruction fid: 111.84603105115428
Epoch: 16: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0427, Gen Loss: 1.6581, Cont Loss: 4.3311, Step: 6241 ]
Epoch: 17: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0825, Gen Loss: 2.4903, Cont Loss: 4.3258, Step: 6631 ]
Epoch: 18: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9508, Gen Loss: 3.9929, Cont Loss: 4.2899, Step: 7021 ]
Epoch: 19: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.8436, Gen Loss: 2.2840, Cont Loss: 4.3216, Step: 7411 ]
Epoch: 20: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0054, Gen Loss: 3.1872, Cont Loss: 4.3012, Step: 7801 ]
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100% 78/78 [00:09<00:00, 8.16it/s]Epoch: 20| sampling fid: 79.29630540101991| reconstruction fid: 90.20645171200965
Epoch: 21: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0219, Gen Loss: 2.5328, Cont Loss: 4.2504, Step: 8191 ]
Epoch: 22: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9958, Gen Loss: 2.9233, Cont Loss: 4.2396, Step: 8581 ]
Epoch: 23: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.2318, Gen Loss: 1.5474, Cont Loss: 4.3014, Step: 8971 ]
Epoch: 24: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9251, Gen Loss: 1.5826, Cont Loss: 4.2586, Step: 9361 ]
Epoch: 25: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0618, Gen Loss: 2.2384, Cont Loss: 4.2095, Step: 9751 ]
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Epoch: 25| sampling fid: 53.714018937387436| reconstruction fid: 89.40971049420499
Epoch: 26: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9966, Gen Loss: 2.6513, Cont Loss: 4.2104, Step: 10141 ]
Epoch: 27: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0091, Gen Loss: 1.5455, Cont Loss: 4.2167, Step: 10531 ]
Epoch: 28: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0090, Gen Loss: 2.2647, Cont Loss: 4.1983, Step: 10921 ]
Epoch: 29: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.2024, Gen Loss: 1.3670, Cont Loss: 4.2253, Step: 11311 ]
Epoch: 30: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.9806, Gen Loss: 2.9934, Cont Loss: 4.1696, Step: 11701 ]
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Epoch: 30| sampling fid: 56.93172339445519| reconstruction fid: 82.44165125725158
Epoch: 31: 100% 390/390 [01:31<00:00, 4.29it/s, Disc Loss: 1.1689, Gen Loss: 1.9931, Cont Loss: 4.2275, Step: 12091 ]
Epoch: 32: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 0.9430, Gen Loss: 1.5009, Cont Loss: 4.2112, Step: 12481 ]
Epoch: 33: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9556, Gen Loss: 1.1231, Cont Loss: 4.1860, Step: 12871 ]
Epoch: 34: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0881, Gen Loss: 2.3947, Cont Loss: 4.1434, Step: 13261 ]
Epoch: 35: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0785, Gen Loss: 2.7140, Cont Loss: 4.1925, Step: 13651 ]
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100% 78/78 [00:09<00:00, 8.25it/s]Epoch: 35| sampling fid: 48.9079120993723| reconstruction fid: 91.40889280261693
Epoch: 36: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.1240, Gen Loss: 2.6888, Cont Loss: 4.1502, Step: 14041 ]
Epoch: 37: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.0044, Gen Loss: 1.9501, Cont Loss: 4.1951, Step: 14431 ]
Epoch: 38: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 0.9570, Gen Loss: 3.0651, Cont Loss: 4.1684, Step: 14821 ]
Epoch: 39: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0249, Gen Loss: 3.5864, Cont Loss: 4.2818, Step: 15211 ]
Epoch: 40: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0341, Gen Loss: 3.5554, Cont Loss: 4.1606, Step: 15601 ]
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Epoch: 40| sampling fid: 51.02844581437979| reconstruction fid: 81.79417992918037
Epoch: 41: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0598, Gen Loss: 2.9481, Cont Loss: 4.1596, Step: 15991 ]
Epoch: 42: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.8564, Gen Loss: 2.8355, Cont Loss: 4.2036, Step: 16381 ]
Epoch: 43: 100% 390/390 [01:31<00:00, 4.29it/s, Disc Loss: 1.0142, Gen Loss: 3.1859, Cont Loss: 4.1556, Step: 16771 ]
Epoch: 44: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.0036, Gen Loss: 2.2976, Cont Loss: 4.1470, Step: 17161 ]
Epoch: 45: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0526, Gen Loss: 2.3048, Cont Loss: 4.1684, Step: 17551 ]
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0% 0/390 [00:00<?, ?it/s]Epoch: 45| sampling fid: 47.64743980843053| reconstruction fid: 92.62936299328614
Epoch: 46: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.0756, Gen Loss: 2.4099, Cont Loss: 4.1281, Step: 17941 ]
Epoch: 47: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.4899, Gen Loss: 3.6924, Cont Loss: 4.1570, Step: 18331 ]
Epoch: 48: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.1107, Gen Loss: 2.8285, Cont Loss: 4.1554, Step: 18721 ]
Epoch: 49: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 0.9763, Gen Loss: 1.7321, Cont Loss: 4.2432, Step: 19111 ]
Epoch: 50: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0593, Gen Loss: 3.2174, Cont Loss: 4.1940, Step: 19501 ]
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0% 0/390 [00:00<?, ?it/s]Epoch: 50| sampling fid: 48.78844444404568| reconstruction fid: 83.760421088245
Epoch: 51: 100% 390/390 [01:30<00:00, 4.30it/s, Disc Loss: 1.1057, Gen Loss: 1.9450, Cont Loss: 4.1285, Step: 19891 ]
Epoch: 52: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.2941, Gen Loss: 1.4371, Cont Loss: 4.1548, Step: 20281 ]
Epoch: 53: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 0.9434, Gen Loss: 2.7134, Cont Loss: 4.2106, Step: 20671 ]
Epoch: 54: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1573, Gen Loss: 2.0389, Cont Loss: 4.1657, Step: 21061 ]
Epoch: 55: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0215, Gen Loss: 2.7348, Cont Loss: 4.1518, Step: 21451 ]
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100% 78/78 [00:22<00:00, 3.42it/s]
100% 78/78 [00:09<00:00, 8.26it/s]
Epoch: 55| sampling fid: 50.3725968811255| reconstruction fid: 82.2626480365528
Epoch: 56: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0731, Gen Loss: 1.5633, Cont Loss: 4.1815, Step: 21841 ]
Epoch: 57: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0562, Gen Loss: 2.7782, Cont Loss: 4.1526, Step: 22231 ]
Epoch: 58: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1046, Gen Loss: 2.4889, Cont Loss: 4.1842, Step: 22621 ]
Epoch: 59: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1087, Gen Loss: 1.6647, Cont Loss: 4.1300, Step: 23011 ]
Epoch: 60: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0534, Gen Loss: 2.8306, Cont Loss: 4.1635, Step: 23401 ]
100% 79/79 [00:20<00:00, 3.81it/s]
100% 79/79 [00:09<00:00, 8.18it/s]
100% 78/78 [00:23<00:00, 3.39it/s]
100% 78/78 [00:09<00:00, 8.15it/s]Epoch: 60| sampling fid: 42.450977991225656| reconstruction fid: 96.19310414484094
Epoch: 61: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1785, Gen Loss: 1.4032, Cont Loss: 4.1807, Step: 23791 ]
Epoch: 62: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.0519, Gen Loss: 1.6962, Cont Loss: 4.1834, Step: 24181 ]
Epoch: 63: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1477, Gen Loss: 1.5365, Cont Loss: 4.1294, Step: 24571 ]
Epoch: 64: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.2467, Gen Loss: 2.4198, Cont Loss: 4.1350, Step: 24961 ]
Epoch: 65: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.0582, Gen Loss: 2.2821, Cont Loss: 4.1212, Step: 25351 ]
100% 79/79 [00:20<00:00, 3.88it/s]
100% 79/79 [00:09<00:00, 8.41it/s]
100% 78/78 [00:22<00:00, 3.52it/s]
100% 78/78 [00:09<00:00, 8.40it/s]
Epoch: 65| sampling fid: 44.39361467303334| reconstruction fid: 82.51982757249183
Epoch: 66: 100% 390/390 [01:30<00:00, 4.29it/s, Disc Loss: 1.0400, Gen Loss: 1.3867, Cont Loss: 4.1899, Step: 25741 ]
Epoch: 67: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.0297, Gen Loss: 1.5258, Cont Loss: 4.1728, Step: 26131 ]
Epoch: 68: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.0517, Gen Loss: 1.3194, Cont Loss: 4.1671, Step: 26521 ]
Epoch: 69: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 0.9707, Gen Loss: 2.8748, Cont Loss: 4.1477, Step: 26911 ]
Epoch: 70: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.1515, Gen Loss: 2.3591, Cont Loss: 4.1260, Step: 27301 ]
100% 79/79 [00:23<00:00, 3.42it/s]
100% 79/79 [00:09<00:00, 8.18it/s]
100% 78/78 [00:23<00:00, 3.30it/s]
100% 78/78 [00:09<00:00, 8.17it/s]
Epoch: 70| sampling fid: 42.840154400025426| reconstruction fid: 85.08168093994361
Epoch: 71: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1619, Gen Loss: 1.7775, Cont Loss: 4.2205, Step: 27691 ]
Epoch: 72: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 0.9921, Gen Loss: 1.8463, Cont Loss: 4.1865, Step: 28081 ]
Epoch: 73: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 0.9223, Gen Loss: 3.0371, Cont Loss: 4.1564, Step: 28471 ]
Epoch: 74: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 0.9910, Gen Loss: 1.9110, Cont Loss: 4.1612, Step: 28861 ]
Epoch: 75: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1248, Gen Loss: 2.0255, Cont Loss: 4.1347, Step: 29251 ]
100% 79/79 [00:21<00:00, 3.65it/s]
100% 79/79 [00:09<00:00, 8.14it/s]
100% 78/78 [00:23<00:00, 3.34it/s]
100% 78/78 [00:09<00:00, 8.04it/s]Epoch: 75| sampling fid: 43.800580935727524| reconstruction fid: 86.72025567859622
Epoch: 76: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.0557, Gen Loss: 1.4572, Cont Loss: 4.1668, Step: 29641 ]
Epoch: 77: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.0666, Gen Loss: 2.1125, Cont Loss: 4.1531, Step: 30031 ]
Epoch: 78: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.1333, Gen Loss: 2.4975, Cont Loss: 4.1718, Step: 30421 ]
Epoch: 79: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.1231, Gen Loss: 2.0276, Cont Loss: 4.1246, Step: 30811 ]
Epoch: 80: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 0.8385, Gen Loss: 2.7760, Cont Loss: 4.1645, Step: 31201 ]
100% 79/79 [00:20<00:00, 3.80it/s]
100% 79/79 [00:09<00:00, 8.29it/s]
100% 78/78 [00:22<00:00, 3.40it/s]
100% 78/78 [00:09<00:00, 8.20it/s]
Epoch: 80| sampling fid: 40.138401624837705| reconstruction fid: 95.05513584580504
Epoch: 81: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.1354, Gen Loss: 1.4191, Cont Loss: 4.2299, Step: 31591 ]
Epoch: 82: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.2641, Gen Loss: 2.9664, Cont Loss: 4.1726, Step: 31981 ]
Epoch: 83: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.1544, Gen Loss: 3.0447, Cont Loss: 4.1334, Step: 32371 ]
Epoch: 84: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.0400, Gen Loss: 1.5009, Cont Loss: 4.1461, Step: 32761 ]
Epoch: 85: 100% 390/390 [01:31<00:00, 4.28it/s, Disc Loss: 1.0372, Gen Loss: 1.4476, Cont Loss: 4.1389, Step: 33151 ]
100% 79/79 [00:20<00:00, 3.81it/s]
100% 79/79 [00:09<00:00, 8.25it/s]
100% 78/78 [00:22<00:00, 3.45it/s]
100% 78/78 [00:09<00:00, 8.21it/s]
Epoch: 85| sampling fid: 39.184804590136764| reconstruction fid: 87.8260672938321
Epoch: 86: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.0258, Gen Loss: 2.2505, Cont Loss: 4.1259, Step: 33541 ]
Epoch: 87: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 0.9214, Gen Loss: 2.3800, Cont Loss: 4.1241, Step: 33931 ]
Epoch: 88: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1598, Gen Loss: 1.9879, Cont Loss: 4.1492, Step: 34321 ]
Epoch: 89: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.1238, Gen Loss: 1.9460, Cont Loss: 4.1288, Step: 34711 ]
Epoch: 90: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.0824, Gen Loss: 1.2261, Cont Loss: 4.1589, Step: 35101 ]
100% 79/79 [00:20<00:00, 3.83it/s]
100% 79/79 [00:09<00:00, 8.18it/s]
100% 78/78 [00:22<00:00, 3.50it/s]
100% 78/78 [00:09<00:00, 8.15it/s]
Epoch: 90| sampling fid: 39.19871697634635| reconstruction fid: 91.48126529390125
Epoch: 91: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1193, Gen Loss: 2.9821, Cont Loss: 4.1452, Step: 35491 ]
Epoch: 92: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.0264, Gen Loss: 2.9444, Cont Loss: 4.1413, Step: 35881 ]
Epoch: 93: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.0330, Gen Loss: 2.1706, Cont Loss: 4.1337, Step: 36271 ]
Epoch: 94: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.0117, Gen Loss: 2.4734, Cont Loss: 4.1153, Step: 36661 ]
Epoch: 95: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.2441, Gen Loss: 1.4885, Cont Loss: 4.1385, Step: 37051 ]
100% 79/79 [00:20<00:00, 3.84it/s]
100% 79/79 [00:09<00:00, 8.18it/s]
100% 78/78 [00:22<00:00, 3.50it/s]
100% 78/78 [00:09<00:00, 8.14it/s]
Epoch: 95| sampling fid: 39.20850711694998| reconstruction fid: 86.2389885952395
Epoch: 96: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 1.0702, Gen Loss: 1.9886, Cont Loss: 4.1193, Step: 37441 ]
Epoch: 97: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.4466, Gen Loss: 1.3020, Cont Loss: 4.1683, Step: 37831 ]
Epoch: 98: 100% 390/390 [01:31<00:00, 4.27it/s, Disc Loss: 0.9152, Gen Loss: 2.4502, Cont Loss: 4.1439, Step: 38221 ]
Epoch: 99: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1408, Gen Loss: 2.0790, Cont Loss: 4.1698, Step: 38611 ]
Epoch: 100: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1568, Gen Loss: 2.3141, Cont Loss: 4.1350, Step: 39001 ]
100% 79/79 [00:20<00:00, 3.95it/s]
100% 79/79 [00:09<00:00, 8.37it/s]
100% 78/78 [00:22<00:00, 3.41it/s]
100% 78/78 [00:09<00:00, 7.98it/s]
Epoch: 100| sampling fid: 41.437232144998234| reconstruction fid: 90.97395377046266
Epoch: 101: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.5474, Gen Loss: 3.6295, Cont Loss: 4.1225, Step: 39391 ]
Epoch: 102: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.2245, Gen Loss: 2.5689, Cont Loss: 4.1358, Step: 39781 ]
Epoch: 103: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.2188, Gen Loss: 1.8995, Cont Loss: 4.1347, Step: 40171 ]
Epoch: 104: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.0852, Gen Loss: 2.4863, Cont Loss: 4.1142, Step: 40561 ]
Epoch: 105: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1478, Gen Loss: 3.1615, Cont Loss: 4.1125, Step: 40951 ]
100% 79/79 [00:20<00:00, 3.78it/s]
100% 79/79 [00:09<00:00, 8.12it/s]
100% 78/78 [00:22<00:00, 3.43it/s]
100% 78/78 [00:09<00:00, 8.13it/s]
Epoch: 105| sampling fid: 40.23680175480941| reconstruction fid: 93.608089210565
Epoch: 106: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.2798, Gen Loss: 2.4463, Cont Loss: 4.1398, Step: 41341 ]
Epoch: 107: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1106, Gen Loss: 1.3761, Cont Loss: 4.1472, Step: 41731 ]
Epoch: 108: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0301, Gen Loss: 2.4305, Cont Loss: 4.1171, Step: 42121 ]
Epoch: 109: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.0537, Gen Loss: 2.3020, Cont Loss: 4.1436, Step: 42511 ]
Epoch: 110: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.2063, Gen Loss: 2.2554, Cont Loss: 4.1211, Step: 42901 ]
100% 79/79 [00:22<00:00, 3.46it/s]
100% 79/79 [00:10<00:00, 7.72it/s]
100% 78/78 [00:22<00:00, 3.42it/s]
100% 78/78 [00:09<00:00, 8.14it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 110| sampling fid: 38.02171375062097| reconstruction fid: 91.73513155779264
Epoch: 111: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.4056, Gen Loss: 1.6847, Cont Loss: 4.1120, Step: 43291 ]
Epoch: 112: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1202, Gen Loss: 2.0102, Cont Loss: 4.1347, Step: 43681 ]
Epoch: 113: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1300, Gen Loss: 2.0101, Cont Loss: 4.1164, Step: 44071 ]
Epoch: 114: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1059, Gen Loss: 1.7300, Cont Loss: 4.1206, Step: 44461 ]
Epoch: 115: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1792, Gen Loss: 2.7551, Cont Loss: 4.1109, Step: 44851 ]
100% 79/79 [00:20<00:00, 3.81it/s]
100% 79/79 [00:09<00:00, 7.96it/s]
100% 78/78 [00:23<00:00, 3.38it/s]
100% 78/78 [00:09<00:00, 8.20it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 115| sampling fid: 38.267584708092784| reconstruction fid: 84.42568577436268
Epoch: 116: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.0872, Gen Loss: 2.2417, Cont Loss: 4.1152, Step: 45241 ]
Epoch: 117: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0992, Gen Loss: 2.0818, Cont Loss: 4.1075, Step: 45631 ]
Epoch: 118: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1699, Gen Loss: 3.0599, Cont Loss: 4.1232, Step: 46021 ]
Epoch: 119: 100% 390/390 [01:31<00:00, 4.26it/s, Disc Loss: 1.1697, Gen Loss: 1.6393, Cont Loss: 4.1404, Step: 46411 ]
Epoch: 120: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1365, Gen Loss: 1.7704, Cont Loss: 4.1190, Step: 46801 ]
100% 79/79 [00:21<00:00, 3.64it/s]
100% 79/79 [00:09<00:00, 7.94it/s]
100% 78/78 [00:23<00:00, 3.29it/s]
100% 78/78 [00:09<00:00, 8.04it/s]Epoch: 120| sampling fid: 39.13476697187836| reconstruction fid: 87.34084367997383
Epoch: 121: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0505, Gen Loss: 1.9114, Cont Loss: 4.1232, Step: 47191 ]
Epoch: 122: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1437, Gen Loss: 2.1479, Cont Loss: 4.0995, Step: 47581 ]
Epoch: 123: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.2191, Gen Loss: 2.1465, Cont Loss: 4.1027, Step: 47971 ]
Epoch: 124: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1087, Gen Loss: 1.9564, Cont Loss: 4.1134, Step: 48361 ]
Epoch: 125: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0613, Gen Loss: 1.5262, Cont Loss: 4.1197, Step: 48751 ]
100% 79/79 [00:21<00:00, 3.73it/s]
100% 79/79 [00:09<00:00, 8.13it/s]
100% 78/78 [00:23<00:00, 3.32it/s]
100% 78/78 [00:09<00:00, 8.14it/s]
Epoch: 125| sampling fid: 36.01989064811799| reconstruction fid: 92.83159493683604
Epoch: 126: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.2010, Gen Loss: 2.9448, Cont Loss: 4.1144, Step: 49141 ]
Epoch: 127: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0619, Gen Loss: 1.9794, Cont Loss: 4.0997, Step: 49531 ]
Epoch: 128: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1485, Gen Loss: 1.6523, Cont Loss: 4.1446, Step: 49921 ]
Epoch: 129: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.0879, Gen Loss: 1.7576, Cont Loss: 4.1186, Step: 50311 ]
Epoch: 130: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0169, Gen Loss: 2.3078, Cont Loss: 4.1400, Step: 50701 ]
100% 79/79 [00:22<00:00, 3.45it/s]
100% 79/79 [00:09<00:00, 8.02it/s]
100% 78/78 [00:24<00:00, 3.19it/s]
100% 78/78 [00:09<00:00, 8.13it/s]
Epoch: 130| sampling fid: 36.38504807544543| reconstruction fid: 90.18338265082457
Epoch: 131: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.0741, Gen Loss: 2.1302, Cont Loss: 4.1104, Step: 51091 ]
Epoch: 132: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0556, Gen Loss: 2.3553, Cont Loss: 4.1259, Step: 51481 ]
Epoch: 133: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1244, Gen Loss: 1.9496, Cont Loss: 4.1001, Step: 51871 ]
Epoch: 134: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.3119, Gen Loss: 1.4349, Cont Loss: 4.1227, Step: 52261 ]
Epoch: 135: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0643, Gen Loss: 2.2132, Cont Loss: 4.1038, Step: 52651 ]
100% 79/79 [00:21<00:00, 3.63it/s]
100% 79/79 [00:09<00:00, 8.62it/s]
100% 78/78 [00:22<00:00, 3.49it/s]
100% 78/78 [00:09<00:00, 8.38it/s]
Epoch: 135| sampling fid: 38.28580664368925| reconstruction fid: 90.92002676980964
Epoch: 136: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1406, Gen Loss: 2.1484, Cont Loss: 4.1524, Step: 53041 ]
Epoch: 137: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0152, Gen Loss: 1.9972, Cont Loss: 4.1394, Step: 53431 ]
Epoch: 138: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 1.1871, Gen Loss: 1.7421, Cont Loss: 4.1263, Step: 53821 ]
Epoch: 139: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.0403, Gen Loss: 2.2237, Cont Loss: 4.1538, Step: 54211 ]
Epoch: 140: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 1.1304, Gen Loss: 1.6379, Cont Loss: 4.1062, Step: 54601 ]
100% 79/79 [00:22<00:00, 3.56it/s]
100% 79/79 [00:09<00:00, 7.95it/s]
100% 78/78 [00:24<00:00, 3.17it/s]
100% 78/78 [00:09<00:00, 8.05it/s]
Epoch: 140| sampling fid: 36.93158815252954| reconstruction fid: 97.26143130488103
Epoch: 141: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.2493, Gen Loss: 2.4698, Cont Loss: 4.1029, Step: 54991 ]
Epoch: 142: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1090, Gen Loss: 2.3239, Cont Loss: 4.1570, Step: 55381 ]
Epoch: 143: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1025, Gen Loss: 2.3010, Cont Loss: 4.0986, Step: 55771 ]
Epoch: 144: 100% 390/390 [01:31<00:00, 4.25it/s, Disc Loss: 1.1703, Gen Loss: 2.0073, Cont Loss: 4.1273, Step: 56161 ]
Epoch: 145: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 1.1877, Gen Loss: 2.5457, Cont Loss: 4.1122, Step: 56551 ]
100% 79/79 [00:20<00:00, 3.90it/s]
100% 79/79 [00:09<00:00, 8.17it/s]
100% 78/78 [00:22<00:00, 3.52it/s]
100% 78/78 [00:09<00:00, 7.95it/s]
Epoch: 145| sampling fid: 35.73475055305298| reconstruction fid: 91.12427750149983
Epoch: 146: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 1.1380, Gen Loss: 2.4050, Cont Loss: 4.1059, Step: 56941 ]
Epoch: 147: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.1708, Gen Loss: 1.8906, Cont Loss: 4.2079, Step: 57331 ]
Epoch: 148: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2195, Gen Loss: 3.0442, Cont Loss: 4.1280, Step: 57721 ]
Epoch: 149: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1002, Gen Loss: 2.3102, Cont Loss: 4.1350, Step: 58111 ]
Epoch: 150: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.0947, Gen Loss: 1.7211, Cont Loss: 4.2872, Step: 58501 ]
100% 79/79 [00:20<00:00, 3.84it/s]
100% 79/79 [00:09<00:00, 8.17it/s]
100% 78/78 [00:22<00:00, 3.53it/s]
100% 78/78 [00:09<00:00, 8.23it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 150| sampling fid: 35.05477004216833| reconstruction fid: 91.66850633960193
Epoch: 151: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1737, Gen Loss: 2.2459, Cont Loss: 4.1044, Step: 58891 ]
Epoch: 152: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.3414, Gen Loss: 2.7724, Cont Loss: 4.0870, Step: 59281 ]
Epoch: 153: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.0799, Gen Loss: 2.1411, Cont Loss: 4.1915, Step: 59671 ]
Epoch: 154: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1840, Gen Loss: 2.0037, Cont Loss: 4.1137, Step: 60061 ]
Epoch: 155: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.0852, Gen Loss: 1.5247, Cont Loss: 4.1165, Step: 60451 ]
100% 79/79 [00:21<00:00, 3.76it/s]
100% 79/79 [00:09<00:00, 8.09it/s]
100% 78/78 [00:22<00:00, 3.53it/s]
100% 78/78 [00:09<00:00, 8.05it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 155| sampling fid: 35.478868603434066| reconstruction fid: 90.02056571490354
Epoch: 156: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1243, Gen Loss: 1.8165, Cont Loss: 4.1073, Step: 60841 ]
Epoch: 157: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.1590, Gen Loss: 2.2005, Cont Loss: 4.1015, Step: 61231 ]
Epoch: 158: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 0.9892, Gen Loss: 2.7535, Cont Loss: 4.0920, Step: 61621 ]
Epoch: 159: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1850, Gen Loss: 2.5333, Cont Loss: 4.0926, Step: 62011 ]
Epoch: 160: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1767, Gen Loss: 1.7866, Cont Loss: 4.0899, Step: 62401 ]
100% 79/79 [00:20<00:00, 3.79it/s]
100% 79/79 [00:09<00:00, 8.00it/s]
100% 78/78 [00:22<00:00, 3.41it/s]
100% 78/78 [00:09<00:00, 8.06it/s]
Epoch: 160| sampling fid: 36.72762202518077| reconstruction fid: 87.52823827208621
Epoch: 161: 100% 390/390 [01:32<00:00, 4.24it/s, Disc Loss: 1.1906, Gen Loss: 2.1033, Cont Loss: 4.0864, Step: 62791 ]
Epoch: 162: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2010, Gen Loss: 2.4374, Cont Loss: 4.0827, Step: 63181 ]
Epoch: 163: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1688, Gen Loss: 2.2863, Cont Loss: 4.0987, Step: 63571 ]
Epoch: 164: 100% 390/390 [01:31<00:00, 4.24it/s, Disc Loss: 1.2657, Gen Loss: 1.7396, Cont Loss: 4.0990, Step: 63961 ]
Epoch: 165: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2334, Gen Loss: 1.8757, Cont Loss: 4.0769, Step: 64351 ]
100% 79/79 [00:21<00:00, 3.69it/s]
100% 79/79 [00:09<00:00, 7.99it/s]
100% 78/78 [00:23<00:00, 3.29it/s]
100% 78/78 [00:09<00:00, 8.00it/s]Epoch: 165| sampling fid: 34.6635259341164| reconstruction fid: 87.7246905861042
Epoch: 166: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 0.8928, Gen Loss: 1.6634, Cont Loss: 4.1259, Step: 64741 ]
Epoch: 167: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.0536, Gen Loss: 1.8188, Cont Loss: 4.0929, Step: 65131 ]
Epoch: 168: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1664, Gen Loss: 1.5084, Cont Loss: 4.0925, Step: 65521 ]
Epoch: 169: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1657, Gen Loss: 2.1705, Cont Loss: 4.0860, Step: 65911 ]
Epoch: 170: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2144, Gen Loss: 2.0422, Cont Loss: 4.0878, Step: 66301 ]
100% 79/79 [00:21<00:00, 3.72it/s]
100% 79/79 [00:09<00:00, 8.09it/s]
100% 78/78 [00:22<00:00, 3.46it/s]
100% 78/78 [00:09<00:00, 8.05it/s]Epoch: 170| sampling fid: 34.96072635020152| reconstruction fid: 90.76447041381591
Epoch: 171: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2226, Gen Loss: 2.0088, Cont Loss: 4.0916, Step: 66691 ]
Epoch: 172: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2194, Gen Loss: 2.0721, Cont Loss: 4.0792, Step: 67081 ]
Epoch: 173: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.2006, Gen Loss: 1.9214, Cont Loss: 4.1669, Step: 67471 ]
Epoch: 174: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.3653, Gen Loss: 2.3335, Cont Loss: 4.0845, Step: 67861 ]
Epoch: 175: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1536, Gen Loss: 1.7534, Cont Loss: 4.0920, Step: 68251 ]
100% 79/79 [00:22<00:00, 3.49it/s]
100% 79/79 [00:09<00:00, 8.06it/s]
100% 78/78 [00:23<00:00, 3.34it/s]
100% 78/78 [00:09<00:00, 8.03it/s]
Epoch: 175| sampling fid: 32.37032867881372| reconstruction fid: 85.85902040896251
Epoch: 176: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1830, Gen Loss: 2.5912, Cont Loss: 4.1065, Step: 68641 ]
Epoch: 177: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1556, Gen Loss: 2.1384, Cont Loss: 4.0962, Step: 69031 ]
Epoch: 178: 100% 390/390 [01:32<00:00, 4.23it/s, Disc Loss: 1.1998, Gen Loss: 1.7934, Cont Loss: 4.0933, Step: 69421 ]
Epoch: 179: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2447, Gen Loss: 1.8888, Cont Loss: 4.0649, Step: 69811 ]
Epoch: 180: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2049, Gen Loss: 1.3686, Cont Loss: 4.1122, Step: 70201 ]
100% 79/79 [00:22<00:00, 3.48it/s]
100% 79/79 [00:09<00:00, 7.98it/s]
100% 78/78 [00:23<00:00, 3.31it/s]
100% 78/78 [00:09<00:00, 8.04it/s]
Epoch: 180| sampling fid: 35.7807990073063| reconstruction fid: 81.38861179664795
Epoch: 181: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1889, Gen Loss: 1.2734, Cont Loss: 4.0842, Step: 70591 ]
Epoch: 182: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1605, Gen Loss: 1.5709, Cont Loss: 4.1087, Step: 70981 ]
Epoch: 183: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2098, Gen Loss: 2.2274, Cont Loss: 4.0858, Step: 71371 ]
Epoch: 184: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3747, Gen Loss: 1.5766, Cont Loss: 4.0881, Step: 71761 ]
Epoch: 185: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2808, Gen Loss: 1.6272, Cont Loss: 4.1039, Step: 72151 ]
100% 79/79 [00:22<00:00, 3.49it/s]
100% 79/79 [00:09<00:00, 8.01it/s]
100% 78/78 [00:23<00:00, 3.27it/s]
100% 78/78 [00:09<00:00, 7.97it/s]
Epoch: 185| sampling fid: 35.04320154402254| reconstruction fid: 89.32995467522099
Epoch: 186: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1950, Gen Loss: 1.7732, Cont Loss: 4.0822, Step: 72541 ]
Epoch: 187: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2230, Gen Loss: 1.5863, Cont Loss: 4.1070, Step: 72931 ]
Epoch: 188: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1857, Gen Loss: 2.1593, Cont Loss: 4.1102, Step: 73321 ]
Epoch: 189: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.4237, Gen Loss: 1.3162, Cont Loss: 4.0988, Step: 73711 ]
Epoch: 190: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2141, Gen Loss: 1.5413, Cont Loss: 4.0861, Step: 74101 ]
100% 79/79 [00:22<00:00, 3.52it/s]
100% 79/79 [00:09<00:00, 8.04it/s]
100% 78/78 [00:24<00:00, 3.21it/s]
100% 78/78 [00:09<00:00, 8.11it/s]
Epoch: 190| sampling fid: 35.56893325090628| reconstruction fid: 87.92749609163428
Epoch: 191: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2300, Gen Loss: 1.7411, Cont Loss: 4.0935, Step: 74491 ]
Epoch: 192: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1582, Gen Loss: 1.6649, Cont Loss: 4.0900, Step: 74881 ]
Epoch: 193: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1827, Gen Loss: 2.2391, Cont Loss: 4.0795, Step: 75271 ]
Epoch: 194: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.0873, Gen Loss: 1.9897, Cont Loss: 4.0977, Step: 75661 ]
Epoch: 195: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2763, Gen Loss: 2.0254, Cont Loss: 4.0848, Step: 76051 ]
100% 79/79 [00:21<00:00, 3.72it/s]
100% 79/79 [00:09<00:00, 8.01it/s]
100% 78/78 [00:23<00:00, 3.36it/s]
100% 78/78 [00:09<00:00, 7.98it/s]
Epoch: 195| sampling fid: 31.916439249547004| reconstruction fid: 87.707245084271
Epoch: 196: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2573, Gen Loss: 2.0621, Cont Loss: 4.1142, Step: 76441 ]
Epoch: 197: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2149, Gen Loss: 1.3824, Cont Loss: 4.0704, Step: 76831 ]
Epoch: 198: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.1909, Gen Loss: 1.6226, Cont Loss: 4.1255, Step: 77221 ]
Epoch: 199: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2673, Gen Loss: 2.3393, Cont Loss: 4.0737, Step: 77611 ]
Epoch: 200: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2120, Gen Loss: 1.5175, Cont Loss: 4.1101, Step: 78001 ]
100% 79/79 [00:21<00:00, 3.67it/s]
100% 79/79 [00:09<00:00, 8.14it/s]
100% 78/78 [00:23<00:00, 3.35it/s]
100% 78/78 [00:09<00:00, 8.13it/s]
Epoch: 200| sampling fid: 40.400679770280604| reconstruction fid: 90.34453041082205
Epoch: 201: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1661, Gen Loss: 1.4858, Cont Loss: 4.0755, Step: 78391 ]
Epoch: 202: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2229, Gen Loss: 2.0037, Cont Loss: 4.0880, Step: 78781 ]
Epoch: 203: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2562, Gen Loss: 2.6176, Cont Loss: 4.0755, Step: 79171 ]
Epoch: 204: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2656, Gen Loss: 2.6151, Cont Loss: 4.0920, Step: 79561 ]
Epoch: 205: 100% 390/390 [01:32<00:00, 4.22it/s, Disc Loss: 1.2154, Gen Loss: 2.0126, Cont Loss: 4.0720, Step: 79951 ]
100% 79/79 [00:21<00:00, 3.62it/s]
100% 79/79 [00:09<00:00, 8.01it/s]
100% 78/78 [00:23<00:00, 3.37it/s]
100% 78/78 [00:09<00:00, 7.99it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 205| sampling fid: 32.146674367339855| reconstruction fid: 104.56908740244022
Epoch: 206: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.3728, Gen Loss: 1.5428, Cont Loss: 4.1257, Step: 80341 ]
Epoch: 207: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.1425, Gen Loss: 1.6657, Cont Loss: 4.0709, Step: 80731 ]
Epoch: 208: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.3415, Gen Loss: 1.2272, Cont Loss: 4.1549, Step: 81121 ]
Epoch: 209: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.1502, Gen Loss: 1.8106, Cont Loss: 4.1272, Step: 81511 ]
Epoch: 210: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1686, Gen Loss: 1.9904, Cont Loss: 4.0738, Step: 81901 ]
100% 79/79 [00:22<00:00, 3.54it/s]
100% 79/79 [00:09<00:00, 7.98it/s]
100% 78/78 [00:24<00:00, 3.17it/s]
100% 78/78 [00:09<00:00, 7.98it/s]
Epoch: 210| sampling fid: 32.68299731565424| reconstruction fid: 88.22451189399648
Epoch: 211: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.2759, Gen Loss: 2.6810, Cont Loss: 4.0731, Step: 82291 ]
Epoch: 212: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2026, Gen Loss: 1.9285, Cont Loss: 4.0799, Step: 82681 ]
Epoch: 213: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2157, Gen Loss: 1.8898, Cont Loss: 4.0909, Step: 83071 ]
Epoch: 214: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2060, Gen Loss: 1.6848, Cont Loss: 4.0965, Step: 83461 ]
Epoch: 215: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.1912, Gen Loss: 1.4288, Cont Loss: 4.0975, Step: 83851 ]
100% 79/79 [00:21<00:00, 3.66it/s]
100% 79/79 [00:09<00:00, 8.17it/s]
100% 78/78 [00:22<00:00, 3.48it/s]
100% 78/78 [00:09<00:00, 8.15it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 215| sampling fid: 30.39887412734742| reconstruction fid: 83.82894509298197
Epoch: 216: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2181, Gen Loss: 1.4350, Cont Loss: 4.0821, Step: 84241 ]
Epoch: 217: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2658, Gen Loss: 2.4444, Cont Loss: 4.0988, Step: 84631 ]
Epoch: 218: 52% 204/390 [00:48<00:44, 4.14it/s, Disc Loss: 1.2629, Gen Loss: 1.8854, Cont Loss: 4.0661, Step: 84835 ]wandb: Network error (ReadTimeout), entering retry loop.
Epoch: 218: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.1368, Gen Loss: 1.5787, Cont Loss: 4.0701, Step: 85021 ]
Epoch: 219: 39% 154/390 [00:36<00:46, 5.08it/s, Disc Loss: 1.2508, Gen Loss: 2.3652, Cont Loss: 4.0940, Step: 85175 ]wandb: ERROR Error while calling W&B API: internal database error (<Response [500]>)
Epoch: 219: 78% 304/390 [01:12<00:17, 5.05it/s, Disc Loss: 1.1960, Gen Loss: 2.0187, Cont Loss: 4.0716, Step: 85325 ]wandb: ERROR Error while calling W&B API: internal database error (<Response [500]>)
Epoch: 219: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2314, Gen Loss: 1.5882, Cont Loss: 4.0890, Step: 85411 ]
Epoch: 220: 51% 199/390 [00:46<00:37, 5.08it/s, Disc Loss: 1.3115, Gen Loss: 1.7586, Cont Loss: 4.0869, Step: 85610 ]wandb: ERROR Error while calling W&B API: internal database error (<Response [500]>)
Epoch: 220: 68% 267/390 [01:03<00:27, 4.46it/s, Disc Loss: 1.2934, Gen Loss: 1.8661, Cont Loss: 4.0774, Step: 85678 ]wandb: ERROR Error while calling W&B API: internal database error (<Response [500]>)
Epoch: 220: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2409, Gen Loss: 2.1559, Cont Loss: 4.0723, Step: 85801 ]
100% 79/79 [00:22<00:00, 3.52it/s]
100% 79/79 [00:09<00:00, 7.95it/s]
100% 78/78 [00:23<00:00, 3.37it/s]
100% 78/78 [00:09<00:00, 7.96it/s]
Epoch: 220| sampling fid: 30.302732422491605| reconstruction fid: 86.34240317800923
Epoch: 221: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.1127, Gen Loss: 1.4402, Cont Loss: 4.0836, Step: 86191 ]
Epoch: 222: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2221, Gen Loss: 1.4608, Cont Loss: 4.0721, Step: 86581 ]
Epoch: 223: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2312, Gen Loss: 1.8237, Cont Loss: 4.0713, Step: 86971 ]
Epoch: 224: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2099, Gen Loss: 1.6967, Cont Loss: 4.0689, Step: 87361 ]
Epoch: 225: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2163, Gen Loss: 1.8103, Cont Loss: 4.0791, Step: 87751 ]
100% 79/79 [00:22<00:00, 3.55it/s]
100% 79/79 [00:09<00:00, 7.97it/s]
100% 78/78 [00:24<00:00, 3.25it/s]
100% 78/78 [00:09<00:00, 7.97it/s]
Epoch: 225| sampling fid: 31.73825113067829| reconstruction fid: 84.300985608902
Epoch: 226: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.1772, Gen Loss: 2.3172, Cont Loss: 4.0827, Step: 88141 ]
Epoch: 227: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.1608, Gen Loss: 1.4677, Cont Loss: 4.0984, Step: 88531 ]
Epoch: 228: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2290, Gen Loss: 1.9326, Cont Loss: 4.0882, Step: 88921 ]
Epoch: 229: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2747, Gen Loss: 1.9354, Cont Loss: 4.0907, Step: 89311 ]
Epoch: 230: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.3169, Gen Loss: 1.9084, Cont Loss: 4.0760, Step: 89701 ]
100% 79/79 [00:24<00:00, 3.22it/s]
100% 79/79 [00:10<00:00, 7.73it/s]
100% 78/78 [00:24<00:00, 3.23it/s]
100% 78/78 [00:09<00:00, 7.91it/s]Epoch: 230| sampling fid: 32.691202594586485| reconstruction fid: 87.61878749462868
Epoch: 231: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.3083, Gen Loss: 1.4655, Cont Loss: 4.0860, Step: 90091 ]
Epoch: 232: 100% 390/390 [01:32<00:00, 4.21it/s, Disc Loss: 1.2504, Gen Loss: 1.7968, Cont Loss: 4.0613, Step: 90481 ]
Epoch: 233: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2322, Gen Loss: 1.7097, Cont Loss: 4.0690, Step: 90871 ]
Epoch: 234: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2386, Gen Loss: 1.8430, Cont Loss: 4.0724, Step: 91261 ]
Epoch: 235: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2706, Gen Loss: 1.7154, Cont Loss: 4.0665, Step: 91651 ]
100% 79/79 [00:20<00:00, 3.89it/s]
100% 79/79 [00:09<00:00, 7.95it/s]
100% 78/78 [00:23<00:00, 3.38it/s]
100% 78/78 [00:09<00:00, 8.00it/s]
Epoch: 235| sampling fid: 30.82133147404016| reconstruction fid: 85.43570779277235
Epoch: 236: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.2150, Gen Loss: 1.8833, Cont Loss: 4.1092, Step: 92041 ]
Epoch: 237: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.3686, Gen Loss: 1.5302, Cont Loss: 4.0709, Step: 92431 ]
Epoch: 238: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2446, Gen Loss: 1.6920, Cont Loss: 4.0739, Step: 92821 ]
Epoch: 239: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2004, Gen Loss: 1.8916, Cont Loss: 4.1105, Step: 93211 ]
Epoch: 240: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.1778, Gen Loss: 2.2041, Cont Loss: 4.0599, Step: 93601 ]
100% 79/79 [00:21<00:00, 3.72it/s]
100% 79/79 [00:09<00:00, 7.92it/s]
100% 78/78 [00:22<00:00, 3.41it/s]
100% 78/78 [00:09<00:00, 7.88it/s]
Epoch: 240| sampling fid: 28.56409591173018| reconstruction fid: 85.03133908658207
Epoch: 241: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2770, Gen Loss: 2.2753, Cont Loss: 4.0572, Step: 93991 ]
Epoch: 242: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2498, Gen Loss: 1.6225, Cont Loss: 4.0722, Step: 94381 ]
Epoch: 243: 100% 390/390 [01:32<00:00, 4.19it/s, Disc Loss: 1.2074, Gen Loss: 1.3407, Cont Loss: 4.0770, Step: 94771 ]
Epoch: 244: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2983, Gen Loss: 1.6579, Cont Loss: 4.0756, Step: 95161 ]
Epoch: 245: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2395, Gen Loss: 2.0134, Cont Loss: 4.0782, Step: 95551 ]
100% 79/79 [00:21<00:00, 3.69it/s]
100% 79/79 [00:10<00:00, 7.88it/s]
100% 78/78 [00:23<00:00, 3.32it/s]
100% 78/78 [00:09<00:00, 7.86it/s]Epoch: 245| sampling fid: 32.82719666960129| reconstruction fid: 79.82222938378821
Epoch: 246: 100% 390/390 [01:32<00:00, 4.20it/s, Disc Loss: 1.2361, Gen Loss: 1.5371, Cont Loss: 4.0825, Step: 95941 ]
Epoch: 247: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2567, Gen Loss: 1.8706, Cont Loss: 4.0907, Step: 96331 ]
Epoch: 248: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2493, Gen Loss: 1.7177, Cont Loss: 4.0528, Step: 96721 ]
Epoch: 249: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.3732, Gen Loss: 2.2547, Cont Loss: 4.0752, Step: 97111 ]
Epoch: 250: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.1953, Gen Loss: 1.9737, Cont Loss: 4.0853, Step: 97501 ]
100% 79/79 [00:23<00:00, 3.34it/s]
100% 79/79 [00:10<00:00, 7.83it/s]
100% 78/78 [00:24<00:00, 3.22it/s]
100% 78/78 [00:09<00:00, 7.95it/s]
Epoch: 250| sampling fid: 31.05844271664497| reconstruction fid: 87.80837812160595
Epoch: 251: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.2606, Gen Loss: 1.5843, Cont Loss: 4.0732, Step: 97891 ]
Epoch: 252: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.3002, Gen Loss: 1.1143, Cont Loss: 4.0924, Step: 98281 ]
Epoch: 253: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2916, Gen Loss: 1.9243, Cont Loss: 4.0909, Step: 98671 ]
Epoch: 254: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2551, Gen Loss: 1.5681, Cont Loss: 4.0760, Step: 99061 ]
Epoch: 255: 100% 390/390 [01:33<00:00, 4.19it/s, Disc Loss: 1.2751, Gen Loss: 1.8713, Cont Loss: 4.0622, Step: 99451 ]
100% 79/79 [00:24<00:00, 3.26it/s]
100% 79/79 [00:11<00:00, 6.98it/s]
100% 78/78 [00:26<00:00, 2.97it/s]
100% 78/78 [00:10<00:00, 7.59it/s]
Epoch: 255| sampling fid: 28.012589025043745| reconstruction fid: 86.27224755982158
Epoch: 256: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2872, Gen Loss: 1.4910, Cont Loss: 4.0672, Step: 99841 ]
Epoch: 257: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.2185, Gen Loss: 1.4912, Cont Loss: 4.0593, Step: 100231 ]
Epoch: 258: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.1906, Gen Loss: 1.4665, Cont Loss: 4.0730, Step: 100621 ]
Epoch: 259: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2459, Gen Loss: 1.7846, Cont Loss: 4.0952, Step: 101011 ]
Epoch: 260: 100% 390/390 [01:33<00:00, 4.18it/s, Disc Loss: 1.2844, Gen Loss: 2.0245, Cont Loss: 4.0508, Step: 101401 ]
100% 79/79 [00:22<00:00, 3.48it/s]
100% 79/79 [00:10<00:00, 7.80it/s]
100% 78/78 [00:24<00:00, 3.20it/s]
100% 78/78 [00:10<00:00, 7.73it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 260| sampling fid: 29.810441810795666| reconstruction fid: 84.41108910854655
Epoch: 261: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2952, Gen Loss: 1.7055, Cont Loss: 4.0537, Step: 101791 ]
Epoch: 262: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2595, Gen Loss: 1.8952, Cont Loss: 4.0742, Step: 102181 ]
Epoch: 263: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2472, Gen Loss: 1.5063, Cont Loss: 4.0710, Step: 102571 ]
Epoch: 264: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2687, Gen Loss: 1.7897, Cont Loss: 4.0732, Step: 102961 ]
Epoch: 265: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2850, Gen Loss: 2.1734, Cont Loss: 4.0517, Step: 103351 ]
100% 79/79 [00:22<00:00, 3.49it/s]
100% 79/79 [00:09<00:00, 7.91it/s]
100% 78/78 [00:25<00:00, 3.09it/s]
100% 78/78 [00:10<00:00, 7.31it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 265| sampling fid: 31.161844392470936| reconstruction fid: 85.57590692862962
Epoch: 266: 100% 390/390 [01:34<00:00, 4.11it/s, Disc Loss: 1.2302, Gen Loss: 1.6996, Cont Loss: 4.0765, Step: 103741 ]
Epoch: 267: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2590, Gen Loss: 1.3386, Cont Loss: 4.0973, Step: 104131 ]
Epoch: 268: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2549, Gen Loss: 1.9723, Cont Loss: 4.0599, Step: 104521 ]
Epoch: 269: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.3006, Gen Loss: 1.6764, Cont Loss: 4.0493, Step: 104911 ]
Epoch: 270: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2342, Gen Loss: 1.5960, Cont Loss: 4.0625, Step: 105301 ]
100% 79/79 [00:22<00:00, 3.46it/s]
100% 79/79 [00:10<00:00, 7.48it/s]
100% 78/78 [00:24<00:00, 3.14it/s]
100% 78/78 [00:10<00:00, 7.50it/s]
Epoch: 270| sampling fid: 30.788308669610075| reconstruction fid: 89.73936022466253
Epoch: 271: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2575, Gen Loss: 1.4684, Cont Loss: 4.0690, Step: 105691 ]
Epoch: 272: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2548, Gen Loss: 1.6808, Cont Loss: 4.0510, Step: 106081 ]
Epoch: 273: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.3002, Gen Loss: 1.6673, Cont Loss: 4.0553, Step: 106471 ]
Epoch: 274: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2755, Gen Loss: 2.0057, Cont Loss: 4.0728, Step: 106861 ]
Epoch: 275: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.1746, Gen Loss: 1.8458, Cont Loss: 4.0745, Step: 107251 ]
100% 79/79 [00:20<00:00, 3.78it/s]
100% 79/79 [00:10<00:00, 7.79it/s]
100% 78/78 [00:24<00:00, 3.21it/s]
100% 78/78 [00:09<00:00, 7.82it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 275| sampling fid: 32.190500612352935| reconstruction fid: 98.04031558214183
Epoch: 276: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2972, Gen Loss: 1.5073, Cont Loss: 4.0475, Step: 107641 ]
Epoch: 277: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3166, Gen Loss: 1.5689, Cont Loss: 4.0609, Step: 108031 ]
Epoch: 278: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2830, Gen Loss: 1.4586, Cont Loss: 4.0878, Step: 108421 ]
Epoch: 279: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.3081, Gen Loss: 1.0401, Cont Loss: 4.0879, Step: 108811 ]
Epoch: 280: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2986, Gen Loss: 1.6076, Cont Loss: 4.0431, Step: 109201 ]
100% 79/79 [00:22<00:00, 3.58it/s]
100% 79/79 [00:10<00:00, 7.72it/s]
100% 78/78 [00:24<00:00, 3.20it/s]
100% 78/78 [00:10<00:00, 7.67it/s]
Epoch: 280| sampling fid: 26.365781606591955| reconstruction fid: 89.87928268465271
Epoch: 281: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.3215, Gen Loss: 2.1308, Cont Loss: 4.0467, Step: 109591 ]
Epoch: 282: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.2806, Gen Loss: 1.7702, Cont Loss: 4.0568, Step: 109981 ]
Epoch: 283: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2694, Gen Loss: 1.6137, Cont Loss: 4.1185, Step: 110371 ]
Epoch: 284: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3721, Gen Loss: 1.9797, Cont Loss: 4.1348, Step: 110761 ]
Epoch: 285: 100% 390/390 [01:34<00:00, 4.11it/s, Disc Loss: 1.2773, Gen Loss: 1.3917, Cont Loss: 4.1083, Step: 111151 ]
100% 79/79 [00:24<00:00, 3.22it/s]
100% 79/79 [00:10<00:00, 7.34it/s]
100% 78/78 [00:26<00:00, 2.99it/s]
100% 78/78 [00:10<00:00, 7.32it/s]
Epoch: 286: 0% 0/390 [00:00<?, ?it/s]Epoch: 285| sampling fid: 32.835804929471614| reconstruction fid: 78.69810664287455
Epoch: 286: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2846, Gen Loss: 1.3267, Cont Loss: 4.0810, Step: 111541 ]
Epoch: 287: 100% 390/390 [01:33<00:00, 4.17it/s, Disc Loss: 1.3236, Gen Loss: 1.3506, Cont Loss: 4.0949, Step: 111931 ]
Epoch: 288: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.3220, Gen Loss: 1.3553, Cont Loss: 4.0661, Step: 112321 ]
Epoch: 289: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2559, Gen Loss: 1.5114, Cont Loss: 4.0541, Step: 112711 ]
Epoch: 290: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.2225, Gen Loss: 1.4594, Cont Loss: 4.0672, Step: 113101 ]
100% 79/79 [00:22<00:00, 3.52it/s]
100% 79/79 [00:10<00:00, 7.64it/s]
100% 78/78 [00:24<00:00, 3.24it/s]
100% 78/78 [00:10<00:00, 7.67it/s]
Epoch: 290| sampling fid: 28.240230161632233| reconstruction fid: 88.08844014498133
Epoch: 291: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3153, Gen Loss: 1.9176, Cont Loss: 4.0665, Step: 113491 ]
Epoch: 292: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.2257, Gen Loss: 1.8386, Cont Loss: 4.0593, Step: 113881 ]
Epoch: 293: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.2534, Gen Loss: 1.6706, Cont Loss: 4.0698, Step: 114271 ]
Epoch: 294: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2063, Gen Loss: 1.3053, Cont Loss: 4.0676, Step: 114661 ]
Epoch: 295: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2889, Gen Loss: 1.4196, Cont Loss: 4.0690, Step: 115051 ]
100% 79/79 [00:22<00:00, 3.57it/s]
100% 79/79 [00:10<00:00, 7.68it/s]
100% 78/78 [00:23<00:00, 3.35it/s]
100% 78/78 [00:10<00:00, 7.76it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 295| sampling fid: 31.277863575346995| reconstruction fid: 84.0480778614581
Epoch: 296: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2694, Gen Loss: 1.5788, Cont Loss: 4.0782, Step: 115441 ]
Epoch: 297: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.3326, Gen Loss: 1.9122, Cont Loss: 4.0577, Step: 115831 ]
Epoch: 298: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2829, Gen Loss: 1.8190, Cont Loss: 4.0665, Step: 116221 ]
Epoch: 299: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2859, Gen Loss: 1.9217, Cont Loss: 4.0702, Step: 116611 ]
Epoch: 300: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2783, Gen Loss: 1.6948, Cont Loss: 4.0944, Step: 117001 ]
100% 79/79 [00:22<00:00, 3.50it/s]
100% 79/79 [00:10<00:00, 7.76it/s]
100% 78/78 [00:23<00:00, 3.26it/s]
100% 78/78 [00:10<00:00, 7.78it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 300| sampling fid: 26.2059063182694| reconstruction fid: 80.85641864335855
Epoch: 301: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2525, Gen Loss: 1.6083, Cont Loss: 4.0690, Step: 117391 ]
Epoch: 302: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2967, Gen Loss: 1.7225, Cont Loss: 4.0819, Step: 117781 ]
Epoch: 303: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3107, Gen Loss: 1.6861, Cont Loss: 4.0731, Step: 118171 ]
Epoch: 304: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2783, Gen Loss: 1.5060, Cont Loss: 4.0639, Step: 118561 ]
Epoch: 305: 100% 390/390 [01:33<00:00, 4.16it/s, Disc Loss: 1.2574, Gen Loss: 1.4424, Cont Loss: 4.0589, Step: 118951 ]
100% 79/79 [00:22<00:00, 3.50it/s]
100% 79/79 [00:10<00:00, 7.47it/s]
100% 78/78 [00:24<00:00, 3.16it/s]
100% 78/78 [00:10<00:00, 7.58it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 305| sampling fid: 29.382760160950962| reconstruction fid: 76.66885538294957
Epoch: 306: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2890, Gen Loss: 1.1088, Cont Loss: 4.0792, Step: 119341 ]
Epoch: 307: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3567, Gen Loss: 1.9321, Cont Loss: 4.0550, Step: 119731 ]
Epoch: 308: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2997, Gen Loss: 1.9379, Cont Loss: 4.0717, Step: 120121 ]
Epoch: 309: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2886, Gen Loss: 1.7654, Cont Loss: 4.0665, Step: 120511 ]
Epoch: 310: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3013, Gen Loss: 1.2804, Cont Loss: 4.0612, Step: 120901 ]
100% 79/79 [00:23<00:00, 3.43it/s]
100% 79/79 [00:10<00:00, 7.67it/s]
100% 78/78 [00:24<00:00, 3.24it/s]
100% 78/78 [00:10<00:00, 7.61it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 310| sampling fid: 29.851977778176114| reconstruction fid: 76.92318769811153
Epoch: 311: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3134, Gen Loss: 2.1778, Cont Loss: 4.0937, Step: 121291 ]
Epoch: 312: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.2983, Gen Loss: 1.8530, Cont Loss: 4.0785, Step: 121681 ]
Epoch: 313: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2532, Gen Loss: 1.7862, Cont Loss: 4.0586, Step: 122071 ]
Epoch: 314: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3072, Gen Loss: 1.6506, Cont Loss: 4.0582, Step: 122461 ]
Epoch: 315: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3021, Gen Loss: 1.3883, Cont Loss: 4.0585, Step: 122851 ]
100% 79/79 [00:22<00:00, 3.45it/s]
100% 79/79 [00:10<00:00, 7.34it/s]
100% 78/78 [00:24<00:00, 3.13it/s]
100% 78/78 [00:10<00:00, 7.69it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 315| sampling fid: 29.122250595867037| reconstruction fid: 83.84133736607487
Epoch: 316: 100% 390/390 [01:33<00:00, 4.15it/s, Disc Loss: 1.3202, Gen Loss: 1.6214, Cont Loss: 4.0387, Step: 123241 ]
Epoch: 317: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2734, Gen Loss: 1.5041, Cont Loss: 4.0760, Step: 123631 ]
Epoch: 318: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2705, Gen Loss: 1.6100, Cont Loss: 4.0722, Step: 124021 ]
Epoch: 319: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.2302, Gen Loss: 1.3269, Cont Loss: 4.0598, Step: 124411 ]
Epoch: 320: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3149, Gen Loss: 1.8158, Cont Loss: 4.0634, Step: 124801 ]
100% 79/79 [00:23<00:00, 3.31it/s]
100% 79/79 [00:10<00:00, 7.62it/s]
100% 78/78 [00:25<00:00, 3.04it/s]
100% 78/78 [00:10<00:00, 7.65it/s]
Epoch: 320| sampling fid: 27.721391200371826| reconstruction fid: 82.65516796923423
Epoch: 321: 100% 390/390 [01:37<00:00, 3.99it/s, Disc Loss: 1.3270, Gen Loss: 1.5764, Cont Loss: 4.0680, Step: 125191 ]
Epoch: 322: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2983, Gen Loss: 1.3802, Cont Loss: 4.0640, Step: 125581 ]
Epoch: 323: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3123, Gen Loss: 2.0913, Cont Loss: 4.0582, Step: 125971 ]
Epoch: 324: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2989, Gen Loss: 1.5710, Cont Loss: 4.0601, Step: 126361 ]
Epoch: 325: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2962, Gen Loss: 1.5213, Cont Loss: 4.0621, Step: 126751 ]
100% 79/79 [00:23<00:00, 3.34it/s]
100% 79/79 [00:10<00:00, 7.75it/s]
100% 78/78 [00:24<00:00, 3.19it/s]
100% 78/78 [00:10<00:00, 7.51it/s]
Epoch: 325| sampling fid: 27.72470768876226| reconstruction fid: 85.00495172134328
Epoch: 326: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2064, Gen Loss: 1.3853, Cont Loss: 4.0488, Step: 127141 ]
Epoch: 327: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3021, Gen Loss: 1.4855, Cont Loss: 4.0680, Step: 127531 ]
Epoch: 328: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.2603, Gen Loss: 1.9037, Cont Loss: 4.0406, Step: 127921 ]
Epoch: 329: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.4015, Gen Loss: 1.3774, Cont Loss: 4.0587, Step: 128311 ]
Epoch: 330: 100% 390/390 [01:34<00:00, 4.15it/s, Disc Loss: 1.3144, Gen Loss: 1.5786, Cont Loss: 4.0514, Step: 128701 ]
100% 79/79 [00:22<00:00, 3.48it/s]
100% 79/79 [00:10<00:00, 7.52it/s]
100% 78/78 [00:24<00:00, 3.14it/s]
100% 78/78 [00:10<00:00, 7.62it/s]
Epoch: 330| sampling fid: 28.06550051383651| reconstruction fid: 86.70459003489594
Epoch: 331: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2985, Gen Loss: 1.8753, Cont Loss: 4.0509, Step: 129091 ]
Epoch: 332: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3660, Gen Loss: 1.9023, Cont Loss: 4.0758, Step: 129481 ]
Epoch: 333: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3010, Gen Loss: 1.3011, Cont Loss: 4.0616, Step: 129871 ]
Epoch: 334: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3347, Gen Loss: 1.4805, Cont Loss: 4.0374, Step: 130261 ]
Epoch: 335: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3517, Gen Loss: 1.3771, Cont Loss: 4.0439, Step: 130651 ]
100% 79/79 [00:22<00:00, 3.45it/s]
100% 79/79 [00:10<00:00, 7.66it/s]
100% 78/78 [00:24<00:00, 3.13it/s]
100% 78/78 [00:10<00:00, 7.53it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 335| sampling fid: 29.43831885069621| reconstruction fid: 84.31781041071312
Epoch: 336: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3438, Gen Loss: 1.4266, Cont Loss: 4.0801, Step: 131041 ]
Epoch: 337: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3244, Gen Loss: 1.1801, Cont Loss: 4.0613, Step: 131431 ]
Epoch: 338: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3551, Gen Loss: 1.6580, Cont Loss: 4.0459, Step: 131821 ]
Epoch: 339: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3275, Gen Loss: 1.7355, Cont Loss: 4.0405, Step: 132211 ]
Epoch: 340: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3673, Gen Loss: 1.4050, Cont Loss: 4.0324, Step: 132601 ]
100% 79/79 [00:24<00:00, 3.23it/s]
100% 79/79 [00:10<00:00, 7.69it/s]
100% 78/78 [00:26<00:00, 2.99it/s]
100% 78/78 [00:10<00:00, 7.44it/s]
Epoch: 341: 0% 0/390 [00:00<?, ?it/s]Epoch: 340| sampling fid: 25.571057563304528| reconstruction fid: 83.32153410669167
Epoch: 341: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.3002, Gen Loss: 1.2305, Cont Loss: 4.0571, Step: 132991 ]
Epoch: 342: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2528, Gen Loss: 1.1970, Cont Loss: 4.0666, Step: 133381 ]
Epoch: 343: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3130, Gen Loss: 2.0020, Cont Loss: 4.0963, Step: 133771 ]
Epoch: 344: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3064, Gen Loss: 1.3786, Cont Loss: 4.0667, Step: 134161 ]
Epoch: 345: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3544, Gen Loss: 1.8645, Cont Loss: 4.0757, Step: 134551 ]
100% 79/79 [00:25<00:00, 3.09it/s]
100% 79/79 [00:10<00:00, 7.31it/s]
100% 78/78 [00:26<00:00, 2.96it/s]
100% 78/78 [00:10<00:00, 7.36it/s]Epoch: 345| sampling fid: 27.418606447926788| reconstruction fid: 89.49926500610317
Epoch: 346: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3665, Gen Loss: 2.1617, Cont Loss: 4.0746, Step: 134941 ]
Epoch: 347: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3111, Gen Loss: 1.4860, Cont Loss: 4.0491, Step: 135331 ]
Epoch: 348: 100% 390/390 [01:34<00:00, 4.14it/s, Disc Loss: 1.3798, Gen Loss: 2.1866, Cont Loss: 4.0459, Step: 135721 ]
Epoch: 349: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.4687, Gen Loss: 1.9673, Cont Loss: 4.0588, Step: 136111 ]
Epoch: 350: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.3074, Gen Loss: 1.5145, Cont Loss: 4.0573, Step: 136501 ]
100% 79/79 [00:23<00:00, 3.37it/s]
100% 79/79 [00:10<00:00, 7.71it/s]
100% 78/78 [00:25<00:00, 3.11it/s]
100% 78/78 [00:10<00:00, 7.74it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 350| sampling fid: 27.754025963178442| reconstruction fid: 82.54923139384465
Epoch: 351: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3331, Gen Loss: 1.6215, Cont Loss: 4.0489, Step: 136891 ]
Epoch: 352: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3238, Gen Loss: 1.6350, Cont Loss: 4.0487, Step: 137281 ]
Epoch: 353: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3244, Gen Loss: 1.4566, Cont Loss: 4.0343, Step: 137671 ]
Epoch: 354: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.3379, Gen Loss: 1.3527, Cont Loss: 4.0526, Step: 138061 ]
Epoch: 355: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.3466, Gen Loss: 1.6177, Cont Loss: 4.0413, Step: 138451 ]
100% 79/79 [00:21<00:00, 3.62it/s]
100% 79/79 [00:10<00:00, 7.80it/s]
100% 78/78 [00:23<00:00, 3.27it/s]
100% 78/78 [00:10<00:00, 7.78it/s]Epoch: 355| sampling fid: 26.043424768102973| reconstruction fid: 77.03329168848958
Epoch: 356: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.3080, Gen Loss: 1.2172, Cont Loss: 4.0510, Step: 138841 ]
Epoch: 357: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2747, Gen Loss: 1.1242, Cont Loss: 4.0648, Step: 139231 ]
Epoch: 358: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2774, Gen Loss: 1.3344, Cont Loss: 4.0633, Step: 139621 ]
Epoch: 359: 100% 390/390 [01:34<00:00, 4.12it/s, Disc Loss: 1.3225, Gen Loss: 1.4648, Cont Loss: 4.0727, Step: 140011 ]
Epoch: 360: 100% 390/390 [01:34<00:00, 4.13it/s, Disc Loss: 1.2954, Gen Loss: 1.3520, Cont Loss: 4.0692, Step: 140401 ]
100% 79/79 [00:23<00:00, 3.38it/s]
100% 79/79 [00:10<00:00, 7.36it/s]
100% 78/78 [00:23<00:00, 3.25it/s]
100% 78/78 [00:10<00:00, 7.26it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 360| sampling fid: 28.66928634133575| reconstruction fid: 84.93511188259895
Epoch: 361: 100% 390/390 [02:16<00:00, 2.86it/s, Disc Loss: 1.3442, Gen Loss: 1.3701, Cont Loss: 4.0658, Step: 140791 ]
Epoch: 362: 100% 390/390 [02:03<00:00, 3.16it/s, Disc Loss: 1.4166, Gen Loss: 1.9004, Cont Loss: 4.0666, Step: 141181 ]
Epoch: 363: 100% 390/390 [02:21<00:00, 2.75it/s, Disc Loss: 1.4159, Gen Loss: 1.1840, Cont Loss: 4.0605, Step: 141571 ]
Epoch: 364: 100% 390/390 [02:25<00:00, 2.69it/s, Disc Loss: 1.2908, Gen Loss: 1.7364, Cont Loss: 4.0485, Step: 141961 ]
Epoch: 365: 100% 390/390 [01:51<00:00, 3.51it/s, Disc Loss: 1.4046, Gen Loss: 1.2730, Cont Loss: 4.0424, Step: 142351 ]
100% 79/79 [00:43<00:00, 1.84it/s]
100% 79/79 [00:22<00:00, 3.49it/s]
100% 78/78 [00:43<00:00, 1.79it/s]
100% 78/78 [00:19<00:00, 4.07it/s]
Epoch: 365| sampling fid: 27.267866338340774| reconstruction fid: 83.49273356916581
Epoch: 366: 100% 390/390 [02:20<00:00, 2.77it/s, Disc Loss: 1.2467, Gen Loss: 2.3317, Cont Loss: 4.0481, Step: 142741 ]
Epoch: 367: 100% 390/390 [01:56<00:00, 3.35it/s, Disc Loss: 1.3454, Gen Loss: 1.2823, Cont Loss: 4.0533, Step: 143131 ]
Epoch: 368: 100% 390/390 [02:31<00:00, 2.57it/s, Disc Loss: 1.3322, Gen Loss: 1.4010, Cont Loss: 4.0346, Step: 143521 ]
Epoch: 369: 100% 390/390 [02:08<00:00, 3.04it/s, Disc Loss: 1.2934, Gen Loss: 1.4927, Cont Loss: 4.0474, Step: 143911 ]
Epoch: 370: 100% 390/390 [02:26<00:00, 2.67it/s, Disc Loss: 1.3079, Gen Loss: 1.4471, Cont Loss: 4.0445, Step: 144301 ]
100% 79/79 [00:35<00:00, 2.24it/s]
100% 79/79 [00:25<00:00, 3.16it/s]
100% 78/78 [00:40<00:00, 1.95it/s]
100% 78/78 [00:19<00:00, 3.96it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 370| sampling fid: 29.0432510747869| reconstruction fid: 87.80039182778117
Epoch: 371: 100% 390/390 [01:57<00:00, 3.31it/s, Disc Loss: 1.3896, Gen Loss: 1.5601, Cont Loss: 4.0620, Step: 144691 ]
Epoch: 372: 100% 390/390 [02:30<00:00, 2.59it/s, Disc Loss: 1.3495, Gen Loss: 1.4820, Cont Loss: 4.0610, Step: 145081 ]
Epoch: 373: 100% 390/390 [02:26<00:00, 2.67it/s, Disc Loss: 1.3445, Gen Loss: 1.4168, Cont Loss: 4.0399, Step: 145471 ]
Epoch: 374: 100% 390/390 [01:46<00:00, 3.67it/s, Disc Loss: 1.3500, Gen Loss: 1.5040, Cont Loss: 4.0912, Step: 145861 ]
Epoch: 375: 100% 390/390 [02:38<00:00, 2.45it/s, Disc Loss: 1.2623, Gen Loss: 1.8201, Cont Loss: 4.0430, Step: 146251 ]
100% 79/79 [00:35<00:00, 2.25it/s]
100% 79/79 [00:26<00:00, 2.93it/s]
100% 78/78 [00:39<00:00, 1.98it/s]
100% 78/78 [00:25<00:00, 3.07it/s]
Epoch: 375| sampling fid: 26.697886548730516| reconstruction fid: 83.11684092551008
Epoch: 376: 100% 390/390 [02:00<00:00, 3.23it/s, Disc Loss: 1.2791, Gen Loss: 1.5849, Cont Loss: 4.0650, Step: 146641 ]
Epoch: 377: 100% 390/390 [02:33<00:00, 2.55it/s, Disc Loss: 1.4065, Gen Loss: 1.7304, Cont Loss: 4.0560, Step: 147031 ]
Epoch: 378: 100% 390/390 [02:31<00:00, 2.58it/s, Disc Loss: 1.2841, Gen Loss: 1.4308, Cont Loss: 4.0705, Step: 147421 ]
Epoch: 379: 100% 390/390 [02:05<00:00, 3.10it/s, Disc Loss: 1.3387, Gen Loss: 2.2519, Cont Loss: 4.0711, Step: 147811 ]
Epoch: 380: 100% 390/390 [02:20<00:00, 2.77it/s, Disc Loss: 1.4012, Gen Loss: 2.1052, Cont Loss: 4.0740, Step: 148201 ]
100% 79/79 [00:47<00:00, 1.68it/s]
100% 79/79 [00:25<00:00, 3.10it/s]
100% 78/78 [00:53<00:00, 1.45it/s]
100% 78/78 [00:13<00:00, 5.99it/s]
Epoch: 380| sampling fid: 26.973055144169567| reconstruction fid: 84.52038919145136
Epoch: 381: 100% 390/390 [01:54<00:00, 3.39it/s, Disc Loss: 1.3313, Gen Loss: 1.4769, Cont Loss: 4.0730, Step: 148591 ]
Epoch: 382: 100% 390/390 [02:32<00:00, 2.55it/s, Disc Loss: 1.3490, Gen Loss: 1.6721, Cont Loss: 4.0337, Step: 148981 ]
Epoch: 383: 100% 390/390 [02:32<00:00, 2.56it/s, Disc Loss: 1.3554, Gen Loss: 1.5590, Cont Loss: 4.0468, Step: 149371 ]
Epoch: 384: 100% 390/390 [02:06<00:00, 3.08it/s, Disc Loss: 1.3380, Gen Loss: 1.4085, Cont Loss: 4.0590, Step: 149761 ]
Epoch: 385: 100% 390/390 [02:34<00:00, 2.52it/s, Disc Loss: 1.3931, Gen Loss: 1.6364, Cont Loss: 4.0395, Step: 150151 ]
100% 79/79 [00:39<00:00, 2.02it/s]
100% 79/79 [00:26<00:00, 2.94it/s]
100% 78/78 [00:47<00:00, 1.66it/s]
100% 78/78 [00:10<00:00, 7.62it/s]
Epoch: 385| sampling fid: 27.74934832742617| reconstruction fid: 81.7565948986275
Epoch: 386: 100% 390/390 [02:22<00:00, 2.74it/s, Disc Loss: 1.2485, Gen Loss: 1.7058, Cont Loss: 4.0520, Step: 150541 ]
Epoch: 387: 100% 390/390 [02:36<00:00, 2.49it/s, Disc Loss: 1.4209, Gen Loss: 1.9228, Cont Loss: 4.0627, Step: 150931 ]
Epoch: 388: 100% 390/390 [01:53<00:00, 3.43it/s, Disc Loss: 1.3245, Gen Loss: 1.7900, Cont Loss: 4.0413, Step: 151321 ]
Epoch: 389: 100% 390/390 [02:30<00:00, 2.59it/s, Disc Loss: 1.3580, Gen Loss: 1.5356, Cont Loss: 4.0367, Step: 151711 ]
Epoch: 390: 100% 390/390 [02:28<00:00, 2.63it/s, Disc Loss: 1.3765, Gen Loss: 1.3959, Cont Loss: 4.0304, Step: 152101 ]
100% 79/79 [00:43<00:00, 1.81it/s]
100% 79/79 [00:10<00:00, 7.35it/s]
100% 78/78 [00:26<00:00, 2.93it/s]
100% 78/78 [00:10<00:00, 7.42it/s]
Epoch: 390| sampling fid: 27.80870026273356| reconstruction fid: 88.13242247346953
Epoch: 391: 100% 390/390 [02:42<00:00, 2.40it/s, Disc Loss: 1.3196, Gen Loss: 1.3346, Cont Loss: 4.0375, Step: 152491 ]
Epoch: 392: 100% 390/390 [02:38<00:00, 2.46it/s, Disc Loss: 1.3545, Gen Loss: 1.5004, Cont Loss: 4.0259, Step: 152881 ]
Epoch: 393: 100% 390/390 [01:50<00:00, 3.53it/s, Disc Loss: 1.3047, Gen Loss: 1.1975, Cont Loss: 4.0485, Step: 153271 ]
Epoch: 394: 100% 390/390 [02:26<00:00, 2.66it/s, Disc Loss: 1.3674, Gen Loss: 1.6890, Cont Loss: 4.0419, Step: 153661 ]
Epoch: 395: 100% 390/390 [02:34<00:00, 2.52it/s, Disc Loss: 1.2868, Gen Loss: 1.3970, Cont Loss: 4.0467, Step: 154051 ]
100% 79/79 [00:23<00:00, 3.36it/s]
100% 79/79 [00:10<00:00, 7.77it/s]
100% 78/78 [00:26<00:00, 2.98it/s]
100% 78/78 [00:27<00:00, 2.83it/s]
Epoch: 395| sampling fid: 27.334593050492618| reconstruction fid: 87.89610495317834
Epoch: 396: 100% 390/390 [02:44<00:00, 2.37it/s, Disc Loss: 1.3082, Gen Loss: 1.3063, Cont Loss: 4.0363, Step: 154441 ]
Epoch: 397: 100% 390/390 [02:23<00:00, 2.71it/s, Disc Loss: 1.3557, Gen Loss: 1.7841, Cont Loss: 4.0332, Step: 154831 ]
Epoch: 398: 100% 390/390 [01:49<00:00, 3.56it/s, Disc Loss: 1.3055, Gen Loss: 1.3169, Cont Loss: 4.0440, Step: 155221 ]
Epoch: 399: 100% 390/390 [02:39<00:00, 2.44it/s, Disc Loss: 1.4351, Gen Loss: 1.9601, Cont Loss: 4.0537, Step: 155611 ]
Epoch: 400: 100% 390/390 [02:20<00:00, 2.79it/s, Disc Loss: 1.4009, Gen Loss: 1.7019, Cont Loss: 4.0453, Step: 156001 ]
100% 79/79 [00:24<00:00, 3.19it/s]
100% 79/79 [00:10<00:00, 7.56it/s]
100% 78/78 [00:45<00:00, 1.70it/s]
100% 78/78 [00:25<00:00, 3.10it/s]
Epoch: 400| sampling fid: 28.970082537645503| reconstruction fid: 88.72092083176183
Epoch: 401: 100% 390/390 [02:41<00:00, 2.42it/s, Disc Loss: 1.3541, Gen Loss: 1.5335, Cont Loss: 4.0323, Step: 156391 ]
Epoch: 402: 100% 390/390 [02:11<00:00, 2.96it/s, Disc Loss: 1.3718, Gen Loss: 1.4966, Cont Loss: 4.0420, Step: 156781 ]
Epoch: 403: 100% 390/390 [02:09<00:00, 3.01it/s, Disc Loss: 1.3679, Gen Loss: 1.3575, Cont Loss: 4.0394, Step: 157171 ]
Epoch: 404: 100% 390/390 [02:40<00:00, 2.43it/s, Disc Loss: 1.3790, Gen Loss: 1.4461, Cont Loss: 4.0316, Step: 157561 ]
Epoch: 405: 100% 390/390 [02:04<00:00, 3.13it/s, Disc Loss: 1.3798, Gen Loss: 1.7165, Cont Loss: 4.0480, Step: 157951 ]
100% 79/79 [00:30<00:00, 2.63it/s]
100% 79/79 [00:12<00:00, 6.28it/s]
100% 78/78 [00:48<00:00, 1.61it/s]
100% 78/78 [00:12<00:00, 6.24it/s]Epoch: 405| sampling fid: 24.824507258786383| reconstruction fid: 85.0869982793434
Epoch: 406: 100% 390/390 [02:36<00:00, 2.50it/s, Disc Loss: 1.2756, Gen Loss: 2.0816, Cont Loss: 4.0363, Step: 158341 ]
Epoch: 407: 100% 390/390 [01:49<00:00, 3.57it/s, Disc Loss: 1.3233, Gen Loss: 1.5088, Cont Loss: 4.0352, Step: 158731 ]
Epoch: 408: 100% 390/390 [02:35<00:00, 2.51it/s, Disc Loss: 1.3998, Gen Loss: 1.4751, Cont Loss: 4.0361, Step: 159121 ]
Epoch: 409: 100% 390/390 [02:43<00:00, 2.38it/s, Disc Loss: 1.3715, Gen Loss: 1.3611, Cont Loss: 4.0346, Step: 159511 ]
Epoch: 410: 100% 390/390 [01:53<00:00, 3.45it/s, Disc Loss: 1.3468, Gen Loss: 1.8067, Cont Loss: 4.0341, Step: 159901 ]
100% 79/79 [00:40<00:00, 1.93it/s]
100% 79/79 [00:16<00:00, 4.67it/s]
100% 78/78 [00:40<00:00, 1.92it/s]
100% 78/78 [00:24<00:00, 3.18it/s]
Epoch: 410| sampling fid: 29.414246824813922| reconstruction fid: 84.65696763444149
Epoch: 411: 100% 390/390 [02:40<00:00, 2.43it/s, Disc Loss: 1.3655, Gen Loss: 1.2568, Cont Loss: 4.0528, Step: 160291 ]
Epoch: 412: 100% 390/390 [01:57<00:00, 3.32it/s, Disc Loss: 1.3712, Gen Loss: 1.3190, Cont Loss: 4.0524, Step: 160681 ]
Epoch: 413: 100% 390/390 [02:33<00:00, 2.54it/s, Disc Loss: 1.3516, Gen Loss: 1.5661, Cont Loss: 4.0378, Step: 161071 ]
Epoch: 414: 100% 390/390 [02:25<00:00, 2.68it/s, Disc Loss: 1.3727, Gen Loss: 1.6873, Cont Loss: 4.0447, Step: 161461 ]
Epoch: 415: 100% 390/390 [02:11<00:00, 2.96it/s, Disc Loss: 1.3682, Gen Loss: 1.3824, Cont Loss: 4.0420, Step: 161851 ]
100% 79/79 [00:35<00:00, 2.21it/s]
100% 79/79 [00:24<00:00, 3.25it/s]
100% 78/78 [00:43<00:00, 1.80it/s]
100% 78/78 [00:31<00:00, 2.52it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 415| sampling fid: 30.064636304727987| reconstruction fid: 89.29297232616992
Epoch: 416: 100% 390/390 [02:14<00:00, 2.89it/s, Disc Loss: 1.3839, Gen Loss: 1.4635, Cont Loss: 4.0486, Step: 162241 ]
Epoch: 417: 100% 390/390 [02:11<00:00, 2.97it/s, Disc Loss: 1.3644, Gen Loss: 1.1088, Cont Loss: 4.0618, Step: 162631 ]
Epoch: 418: 100% 390/390 [02:35<00:00, 2.50it/s, Disc Loss: 1.3821, Gen Loss: 1.4414, Cont Loss: 4.0428, Step: 163021 ]
Epoch: 419: 100% 390/390 [02:17<00:00, 2.83it/s, Disc Loss: 1.3821, Gen Loss: 1.1809, Cont Loss: 4.0394, Step: 163411 ]
Epoch: 420: 100% 390/390 [02:13<00:00, 2.92it/s, Disc Loss: 1.3794, Gen Loss: 1.2163, Cont Loss: 4.0266, Step: 163801 ]
100% 79/79 [00:54<00:00, 1.44it/s]
100% 79/79 [00:12<00:00, 6.13it/s]
100% 78/78 [00:44<00:00, 1.74it/s]
100% 78/78 [00:24<00:00, 3.16it/s]Epoch: 420| sampling fid: 36.8185316772114| reconstruction fid: 91.91497395326971
Epoch: 421: 100% 390/390 [02:15<00:00, 2.87it/s, Disc Loss: 1.3852, Gen Loss: 1.3476, Cont Loss: 4.0606, Step: 164191 ]
Epoch: 422: 100% 390/390 [02:41<00:00, 2.41it/s, Disc Loss: 1.3294, Gen Loss: 0.9663, Cont Loss: 4.0572, Step: 164581 ]
Epoch: 423: 100% 390/390 [02:27<00:00, 2.65it/s, Disc Loss: 1.3813, Gen Loss: 1.3912, Cont Loss: 4.0218, Step: 164971 ]
Epoch: 424: 100% 390/390 [01:48<00:00, 3.58it/s, Disc Loss: 1.3848, Gen Loss: 1.4591, Cont Loss: 4.0600, Step: 165361 ]
Epoch: 425: 100% 390/390 [02:43<00:00, 2.39it/s, Disc Loss: 1.5500, Gen Loss: 1.1314, Cont Loss: 4.0701, Step: 165751 ]
100% 79/79 [00:36<00:00, 2.14it/s]
100% 79/79 [00:10<00:00, 7.51it/s]
100% 78/78 [00:52<00:00, 1.48it/s]
100% 78/78 [00:11<00:00, 6.50it/s]
Epoch: 425| sampling fid: 36.44978515309269| reconstruction fid: 103.29340807665733
Epoch: 426: 100% 390/390 [01:40<00:00, 3.89it/s, Disc Loss: 1.3836, Gen Loss: 1.3750, Cont Loss: 4.0382, Step: 166141 ]
Epoch: 427: 100% 390/390 [02:53<00:00, 2.24it/s, Disc Loss: 1.3699, Gen Loss: 1.5072, Cont Loss: 4.0340, Step: 166531 ]
Epoch: 428: 100% 390/390 [02:17<00:00, 2.83it/s, Disc Loss: 1.3828, Gen Loss: 1.2239, Cont Loss: 4.0388, Step: 166921 ]
Epoch: 429: 100% 390/390 [02:12<00:00, 2.95it/s, Disc Loss: 1.3793, Gen Loss: 1.3986, Cont Loss: 4.0420, Step: 167311 ]
Epoch: 430: 100% 390/390 [02:35<00:00, 2.51it/s, Disc Loss: 1.3821, Gen Loss: 1.3251, Cont Loss: 4.0220, Step: 167701 ]
100% 79/79 [00:29<00:00, 2.63it/s]
100% 79/79 [00:18<00:00, 4.18it/s]
100% 78/78 [00:52<00:00, 1.48it/s]
100% 78/78 [00:11<00:00, 6.88it/s]
Epoch: 430| sampling fid: 44.2628422500904| reconstruction fid: 107.25942362018088
Epoch: 431: 100% 390/390 [01:49<00:00, 3.56it/s, Disc Loss: 1.3859, Gen Loss: 1.3223, Cont Loss: 4.0302, Step: 168091 ]
Epoch: 432: 100% 390/390 [02:44<00:00, 2.37it/s, Disc Loss: 1.3873, Gen Loss: 1.3869, Cont Loss: 4.0558, Step: 168481 ]
Epoch: 433: 100% 390/390 [02:29<00:00, 2.61it/s, Disc Loss: 1.3937, Gen Loss: 1.3366, Cont Loss: 4.0568, Step: 168871 ]
Epoch: 434: 100% 390/390 [02:09<00:00, 3.00it/s, Disc Loss: 1.3828, Gen Loss: 1.3307, Cont Loss: 4.0177, Step: 169261 ]
Epoch: 435: 100% 390/390 [02:24<00:00, 2.69it/s, Disc Loss: 1.3854, Gen Loss: 1.4341, Cont Loss: 4.0275, Step: 169651 ]
100% 79/79 [00:36<00:00, 2.14it/s]
100% 79/79 [00:12<00:00, 6.38it/s]
100% 78/78 [00:59<00:00, 1.31it/s]
100% 78/78 [00:13<00:00, 5.99it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 435| sampling fid: 37.913611401062965| reconstruction fid: 100.69547747054943
Epoch: 436: 100% 390/390 [02:07<00:00, 3.06it/s, Disc Loss: 1.3843, Gen Loss: 1.3708, Cont Loss: 4.0350, Step: 170041 ]
Epoch: 437: 100% 390/390 [02:31<00:00, 2.58it/s, Disc Loss: 1.3865, Gen Loss: 1.3967, Cont Loss: 4.0282, Step: 170431 ]
Epoch: 438: 100% 390/390 [02:16<00:00, 2.86it/s, Disc Loss: 1.3939, Gen Loss: 1.3353, Cont Loss: 4.0333, Step: 170821 ]
Epoch: 439: 100% 390/390 [02:20<00:00, 2.78it/s, Disc Loss: 1.3797, Gen Loss: 1.3505, Cont Loss: 4.0190, Step: 171211 ]
Epoch: 440: 100% 390/390 [02:37<00:00, 2.48it/s, Disc Loss: 1.3834, Gen Loss: 1.3785, Cont Loss: 4.0278, Step: 171601 ]
100% 79/79 [00:25<00:00, 3.16it/s]
100% 79/79 [00:16<00:00, 4.65it/s]
100% 78/78 [00:25<00:00, 3.11it/s]
100% 78/78 [00:09<00:00, 7.82it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 440| sampling fid: 44.48447113587498| reconstruction fid: 104.2891847928015
Epoch: 441: 100% 390/390 [02:18<00:00, 2.82it/s, Disc Loss: 1.3829, Gen Loss: 1.4100, Cont Loss: 4.0549, Step: 171991 ]
Epoch: 442: 100% 390/390 [02:52<00:00, 2.26it/s, Disc Loss: 1.3725, Gen Loss: 1.1404, Cont Loss: 4.0608, Step: 172381 ]
Epoch: 443: 100% 390/390 [02:10<00:00, 3.00it/s, Disc Loss: 1.3863, Gen Loss: 1.4534, Cont Loss: 4.0158, Step: 172771 ]
Epoch: 444: 100% 390/390 [02:14<00:00, 2.89it/s, Disc Loss: 1.3837, Gen Loss: 1.3698, Cont Loss: 4.0495, Step: 173161 ]
Epoch: 445: 100% 390/390 [02:40<00:00, 2.42it/s, Disc Loss: 1.3823, Gen Loss: 1.4451, Cont Loss: 4.0374, Step: 173551 ]
100% 79/79 [00:35<00:00, 2.20it/s]
100% 79/79 [00:11<00:00, 6.77it/s]
100% 78/78 [00:23<00:00, 3.27it/s]
100% 78/78 [00:10<00:00, 7.48it/s]Epoch: 445| sampling fid: 50.367107988509034| reconstruction fid: 107.5627433547101
Epoch: 446: 100% 390/390 [02:20<00:00, 2.78it/s, Disc Loss: 1.3871, Gen Loss: 1.4210, Cont Loss: 4.0539, Step: 173941 ]
Epoch: 447: 100% 390/390 [02:35<00:00, 2.51it/s, Disc Loss: 1.3847, Gen Loss: 1.3876, Cont Loss: 4.0187, Step: 174331 ]
Epoch: 448: 100% 390/390 [01:55<00:00, 3.39it/s, Disc Loss: 1.3827, Gen Loss: 1.3684, Cont Loss: 4.0175, Step: 174721 ]
Epoch: 449: 100% 390/390 [02:42<00:00, 2.40it/s, Disc Loss: 1.3831, Gen Loss: 1.3847, Cont Loss: 4.0110, Step: 175111 ]
Epoch: 450: 100% 390/390 [02:34<00:00, 2.52it/s, Disc Loss: 1.3860, Gen Loss: 1.3892, Cont Loss: 4.0292, Step: 175501 ]
100% 79/79 [00:36<00:00, 2.17it/s]
100% 79/79 [00:10<00:00, 7.85it/s]
100% 78/78 [00:25<00:00, 3.06it/s]
100% 78/78 [00:10<00:00, 7.27it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 450| sampling fid: 50.25024473948517| reconstruction fid: 107.6665243292068
Epoch: 451: 100% 390/390 [02:32<00:00, 2.56it/s, Disc Loss: 1.3863, Gen Loss: 1.4304, Cont Loss: 4.0290, Step: 175891 ]
Epoch: 452: 100% 390/390 [02:42<00:00, 2.39it/s, Disc Loss: 1.3809, Gen Loss: 1.3364, Cont Loss: 4.0266, Step: 176281 ]
Epoch: 453: 100% 390/390 [01:49<00:00, 3.56it/s, Disc Loss: 1.3856, Gen Loss: 1.4068, Cont Loss: 4.0490, Step: 176671 ]
Epoch: 454: 100% 390/390 [02:35<00:00, 2.51it/s, Disc Loss: 1.3838, Gen Loss: 1.4000, Cont Loss: 4.0310, Step: 177061 ]
Epoch: 455: 100% 390/390 [02:28<00:00, 2.62it/s, Disc Loss: 1.3844, Gen Loss: 1.3623, Cont Loss: 4.0367, Step: 177451 ]
100% 79/79 [00:20<00:00, 3.78it/s]
100% 79/79 [00:10<00:00, 7.52it/s]
100% 78/78 [00:35<00:00, 2.22it/s]
100% 78/78 [00:34<00:00, 2.24it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 455| sampling fid: 43.77842157975454| reconstruction fid: 103.50243744375186
Epoch: 456: 100% 390/390 [02:46<00:00, 2.35it/s, Disc Loss: 1.3841, Gen Loss: 1.2721, Cont Loss: 4.0196, Step: 177841 ]
Epoch: 457: 100% 390/390 [02:07<00:00, 3.06it/s, Disc Loss: 1.3859, Gen Loss: 1.3675, Cont Loss: 4.0191, Step: 178231 ]
Epoch: 458: 100% 390/390 [02:14<00:00, 2.91it/s, Disc Loss: 1.3829, Gen Loss: 1.0886, Cont Loss: 4.0327, Step: 178621 ]
Epoch: 459: 100% 390/390 [02:30<00:00, 2.59it/s, Disc Loss: 1.3857, Gen Loss: 1.3826, Cont Loss: 4.0103, Step: 179011 ]
Epoch: 460: 100% 390/390 [02:07<00:00, 3.07it/s, Disc Loss: 1.3862, Gen Loss: 1.4386, Cont Loss: 4.0133, Step: 179401 ]
100% 79/79 [00:22<00:00, 3.54it/s]
100% 79/79 [00:24<00:00, 3.18it/s]
100% 78/78 [00:58<00:00, 1.32it/s]
100% 78/78 [00:12<00:00, 6.20it/s]
Epoch: 460| sampling fid: 48.64064424770128| reconstruction fid: 103.1677817995618
Epoch: 461: 100% 390/390 [02:21<00:00, 2.75it/s, Disc Loss: 1.3834, Gen Loss: 1.3931, Cont Loss: 4.0553, Step: 179791 ]
Epoch: 462: 100% 390/390 [02:09<00:00, 3.02it/s, Disc Loss: 1.3839, Gen Loss: 1.3937, Cont Loss: 4.0129, Step: 180181 ]
Epoch: 463: 100% 390/390 [02:20<00:00, 2.78it/s, Disc Loss: 1.3837, Gen Loss: 1.4187, Cont Loss: 4.0161, Step: 180571 ]
Epoch: 464: 100% 390/390 [02:45<00:00, 2.36it/s, Disc Loss: 1.3818, Gen Loss: 1.3479, Cont Loss: 3.9948, Step: 180961 ]
Epoch: 465: 100% 390/390 [01:52<00:00, 3.47it/s, Disc Loss: 1.3827, Gen Loss: 1.3679, Cont Loss: 4.0107, Step: 181351 ]
100% 79/79 [00:38<00:00, 2.04it/s]
100% 79/79 [00:33<00:00, 2.37it/s]
100% 78/78 [00:37<00:00, 2.11it/s]
100% 78/78 [00:25<00:00, 3.06it/s]
0% 0/390 [00:00<?, ?it/s]Epoch: 465| sampling fid: 45.11514853848337| reconstruction fid: 95.97782696533544
Epoch: 466: 100% 390/390 [02:22<00:00, 2.73it/s, Disc Loss: 1.3844, Gen Loss: 1.3889, Cont Loss: 4.0078, Step: 181741 ]
Epoch: 467: 100% 390/390 [02:01<00:00, 3.22it/s, Disc Loss: 1.3792, Gen Loss: 1.4299, Cont Loss: 4.0359, Step: 182131 ]
Epoch: 468: 100% 390/390 [02:36<00:00, 2.49it/s, Disc Loss: 1.3838, Gen Loss: 1.3920, Cont Loss: 4.0193, Step: 182521 ]
Epoch: 469: 100% 390/390 [02:18<00:00, 2.82it/s, Disc Loss: 1.3848, Gen Loss: 1.4517, Cont Loss: 4.0348, Step: 182911 ]
Epoch: 470: 100% 390/390 [02:16<00:00, 2.86it/s, Disc Loss: 1.3832, Gen Loss: 1.3919, Cont Loss: 4.0002, Step: 183301 ]
100% 79/79 [00:36<00:00, 2.14it/s]
100% 79/79 [00:31<00:00, 2.50it/s]
100% 78/78 [00:40<00:00, 1.93it/s]
100% 78/78 [00:35<00:00, 2.20it/s]Epoch: 470| sampling fid: 50.123706448933454| reconstruction fid: 99.7714558958869
Epoch: 471: 100% 390/390 [02:11<00:00, 2.97it/s, Disc Loss: 1.3885, Gen Loss: 1.4371, Cont Loss: 4.0061, Step: 183691 ]
Epoch: 472: 100% 390/390 [02:29<00:00, 2.61it/s, Disc Loss: 1.3868, Gen Loss: 1.3981, Cont Loss: 3.9963, Step: 184081 ]
Epoch: 473: 100% 390/390 [02:26<00:00, 2.66it/s, Disc Loss: 1.3791, Gen Loss: 1.2810, Cont Loss: 4.0025, Step: 184471 ]
Epoch: 474: 100% 390/390 [02:09<00:00, 3.02it/s, Disc Loss: 1.3831, Gen Loss: 1.2675, Cont Loss: 4.0316, Step: 184861 ]
Epoch: 475: 100% 390/390 [02:20<00:00, 2.77it/s, Disc Loss: 1.3870, Gen Loss: 1.5208, Cont Loss: 4.0228, Step: 185251 ]
100% 79/79 [00:37<00:00, 2.12it/s]
100% 79/79 [00:19<00:00, 4.05it/s]
100% 78/78 [00:46<00:00, 1.68it/s]
100% 78/78 [00:25<00:00, 3.09it/s]
Epoch: 475| sampling fid: 48.88674705289242| reconstruction fid: 104.78655465433718
Epoch: 476: 100% 390/390 [02:05<00:00, 3.11it/s, Disc Loss: 1.4021, Gen Loss: 1.2330, Cont Loss: 4.0068, Step: 185641 ]
Epoch: 477: 100% 390/390 [02:23<00:00, 2.72it/s, Disc Loss: 1.3880, Gen Loss: 1.3070, Cont Loss: 3.9975, Step: 186031 ]
Epoch: 478: 100% 390/390 [02:14<00:00, 2.90it/s, Disc Loss: 1.3808, Gen Loss: 1.3761, Cont Loss: 3.9980, Step: 186421 ]
Epoch: 479: 100% 390/390 [01:55<00:00, 3.39it/s, Disc Loss: 1.3814, Gen Loss: 1.4733, Cont Loss: 3.9928, Step: 186811 ]
Epoch: 480: 100% 390/390 [02:42<00:00, 2.39it/s, Disc Loss: 1.3837, Gen Loss: 1.3609, Cont Loss: 3.9903, Step: 187201 ]
100% 79/79 [00:36<00:00, 2.18it/s]
100% 79/79 [00:31<00:00, 2.53it/s]