又切換模型, 隨手記錄 log.
首輪 figure:
首輪 log:
Epoch: [ 0], Batch: [ 0/ 539] | Total Time: 2s
d_loss: 1.3916, g_loss: 128.3826, const_loss: 0.0035, l1_loss: 106.7848, fm_loss: 0.1838, perc_loss: 20.1327, edge: 0.5826
Checkpoint step 100 reached, but saving starts after step 200.
Epoch: [ 0], Batch: [ 100/ 539] | Total Time: 3m 20s
d_loss: 1.3882, g_loss: 68.7826, const_loss: 0.0007, l1_loss: 49.9586, fm_loss: 0.0577, perc_loss: 17.7509, edge: 0.3214
Checkpoint saved at step 200
Epoch: [ 0], Batch: [ 200/ 539] | Total Time: 6m 47s
d_loss: 1.3869, g_loss: 63.3113, const_loss: 0.0015, l1_loss: 47.0153, fm_loss: 0.0423, perc_loss: 15.2588, edge: 0.3005
Checkpoint saved at step 300
Epoch: [ 0], Batch: [ 300/ 539] | Total Time: 10m 10s
d_loss: 1.3869, g_loss: 60.5318, const_loss: 0.0026, l1_loss: 43.4512, fm_loss: 0.0418, perc_loss: 16.0189, edge: 0.3239
Checkpoint saved at step 400
Epoch: [ 0], Batch: [ 400/ 539] | Total Time: 13m 33s
d_loss: 1.3868, g_loss: 48.3982, const_loss: 0.0046, l1_loss: 34.7729, fm_loss: 0.0286, perc_loss: 12.6314, edge: 0.2678
Checkpoint saved at step 500
Epoch: [ 0], Batch: [ 500/ 539] | Total Time: 16m 55s
d_loss: 1.3868, g_loss: 44.5594, const_loss: 0.0026, l1_loss: 32.0873, fm_loss: 0.0266, perc_loss: 11.4887, edge: 0.2609
--- End of Epoch 0 --- Time: 1090.0s ---
LR Scheduler stepped. Current LR G: 0.000255, LR D: 0.000255
Epoch: [ 1], Batch: [ 0/ 539] | Total Time: 18m 12s
d_loss: 1.3878, g_loss: 44.0807, const_loss: 0.0030, l1_loss: 31.3945, fm_loss: 0.0220, perc_loss: 11.7074, edge: 0.2609
Checkpoint saved at step 600
Epoch: [ 1], Batch: [ 100/ 539] | Total Time: 21m 33s
d_loss: 1.3875, g_loss: 41.6850, const_loss: 0.0034, l1_loss: 30.0054, fm_loss: 0.0252, perc_loss: 10.7220, edge: 0.2356
Checkpoint saved at step 700
Epoch: [ 1], Batch: [ 200/ 539] | Total Time: 24m 55s
d_loss: 1.3870, g_loss: 41.6490, const_loss: 0.0044, l1_loss: 29.5475, fm_loss: 0.0221, perc_loss: 11.1428, edge: 0.2387
Checkpoint saved at step 800
Epoch: [ 1], Batch: [ 300/ 539] | Total Time: 28m 17s
d_loss: 1.3868, g_loss: 38.7753, const_loss: 0.0031, l1_loss: 27.8523, fm_loss: 0.0197, perc_loss: 9.9859, edge: 0.2211
Checkpoint saved at step 900
Epoch: [ 1], Batch: [ 400/ 539] | Total Time: 31m 40s
d_loss: 1.3869, g_loss: 38.9029, const_loss: 0.0040, l1_loss: 27.4882, fm_loss: 0.0200, perc_loss: 10.4687, edge: 0.2286
Checkpoint saved at step 1000
Epoch: [ 1], Batch: [ 500/ 539] | Total Time: 35m 2s
d_loss: 1.3885, g_loss: 38.2001, const_loss: 0.0035, l1_loss: 26.6255, fm_loss: 0.0192, perc_loss: 10.6098, edge: 0.2488
--- End of Epoch 1 --- Time: 1086.4s ---
LR Scheduler stepped. Current LR G: 0.000253, LR D: 0.000253
Epoch: [ 2], Batch: [ 0/ 539] | Total Time: 36m 18s
d_loss: 1.3923, g_loss: 37.2597, const_loss: 0.0040, l1_loss: 26.2508, fm_loss: 0.0195, perc_loss: 10.0646, edge: 0.2280
Checkpoint saved at step 1100
Epoch: [ 2], Batch: [ 100/ 539] | Total Time: 39m 40s
d_loss: 1.3868, g_loss: 34.7166, const_loss: 0.0037, l1_loss: 24.5339, fm_loss: 0.0163, perc_loss: 9.2540, edge: 0.2158
Checkpoint saved at step 1200
Epoch: [ 2], Batch: [ 200/ 539] | Total Time: 43m 1s
d_loss: 1.3868, g_loss: 35.6725, const_loss: 0.0041, l1_loss: 24.8662, fm_loss: 0.0180, perc_loss: 9.8595, edge: 0.2318
Checkpoint saved at step 1300
Epoch: [ 2], Batch: [ 300/ 539] | Total Time: 46m 25s
d_loss: 1.3868, g_loss: 32.5751, const_loss: 0.0035, l1_loss: 23.2021, fm_loss: 0.0147, perc_loss: 8.4634, edge: 0.1981
Checkpoint saved at step 1400
Epoch: [ 2], Batch: [ 400/ 539] | Total Time: 49m 47s
d_loss: 1.3868, g_loss: 31.8499, const_loss: 0.0030, l1_loss: 22.5475, fm_loss: 0.0135, perc_loss: 8.3929, edge: 0.2002
Checkpoint saved at step 1500
Epoch: [ 2], Batch: [ 500/ 539] | Total Time: 53m 9s
d_loss: 1.3870, g_loss: 33.2113, const_loss: 0.0026, l1_loss: 23.2373, fm_loss: 0.0155, perc_loss: 9.0461, edge: 0.2169
Checkpoint saved at step 1600
--- End of Epoch 2 --- Time: 1089.9s ---
LR Scheduler stepped. Current LR G: 0.000251, LR D: 0.000251
Epoch: [ 3], Batch: [ 0/ 539] | Total Time: 54m 28s
d_loss: 1.3934, g_loss: 34.9374, const_loss: 0.0022, l1_loss: 24.0809, fm_loss: 0.0160, perc_loss: 9.9140, edge: 0.2315
Checkpoint saved at step 1700
Epoch: [ 3], Batch: [ 100/ 539] | Total Time: 57m 49s
d_loss: 1.3869, g_loss: 31.1795, const_loss: 0.0029, l1_loss: 21.9099, fm_loss: 0.0130, perc_loss: 8.3583, edge: 0.2026
Checkpoint saved at step 1800
Epoch: [ 3], Batch: [ 200/ 539] | Total Time: 1h 1m 11s
d_loss: 1.3878, g_loss: 31.3780, const_loss: 0.0029, l1_loss: 22.1058, fm_loss: 0.0133, perc_loss: 8.3594, edge: 0.2037
Checkpoint saved at step 1900
Epoch: [ 3], Batch: [ 300/ 539] | Total Time: 1h 4m 33s
d_loss: 1.3869, g_loss: 32.9926, const_loss: 0.0026, l1_loss: 22.6001, fm_loss: 0.0147, perc_loss: 9.4651, edge: 0.2172
Checkpoint saved at step 2000
Epoch: [ 3], Batch: [ 400/ 539] | Total Time: 1h 7m 55s
d_loss: 1.3868, g_loss: 30.4508, const_loss: 0.0029, l1_loss: 21.3316, fm_loss: 0.0130, perc_loss: 8.2086, edge: 0.2019
Checkpoint saved at step 2100
Epoch: [ 3], Batch: [ 500/ 539] | Total Time: 1h 11m 17s
d_loss: 1.3872, g_loss: 30.6283, const_loss: 0.0020, l1_loss: 21.2892, fm_loss: 0.0119, perc_loss: 8.4331, edge: 0.1992
--- End of Epoch 3 --- Time: 1085.6s ---
LR Scheduler stepped. Current LR G: 0.000249, LR D: 0.000249
Epoch: [ 4], Batch: [ 0/ 539] | Total Time: 1h 12m 33s
d_loss: 1.3870, g_loss: 31.8877, const_loss: 0.0021, l1_loss: 22.0329, fm_loss: 0.0151, perc_loss: 8.9388, edge: 0.2059
Checkpoint saved at step 2200
Epoch: [ 4], Batch: [ 100/ 539] | Total Time: 1h 15m 54s
d_loss: 1.3875, g_loss: 28.9344, const_loss: 0.0026, l1_loss: 20.3851, fm_loss: 0.0124, perc_loss: 7.6579, edge: 0.1835
Checkpoint saved at step 2300
Epoch: [ 4], Batch: [ 200/ 539] | Total Time: 1h 19m 15s
d_loss: 1.3871, g_loss: 31.7046, const_loss: 0.0031, l1_loss: 21.8693, fm_loss: 0.0127, perc_loss: 8.9188, edge: 0.2078
Checkpoint saved at step 2400
Epoch: [ 4], Batch: [ 300/ 539] | Total Time: 1h 22m 35s
d_loss: 1.3868, g_loss: 28.3571, const_loss: 0.0022, l1_loss: 19.8277, fm_loss: 0.0114, perc_loss: 7.6308, edge: 0.1922
Checkpoint saved at step 2500
Epoch: [ 4], Batch: [ 400/ 539] | Total Time: 1h 25m 57s
d_loss: 1.3872, g_loss: 28.2590, const_loss: 0.0020, l1_loss: 19.7076, fm_loss: 0.0107, perc_loss: 7.6521, edge: 0.1938
Checkpoint saved at step 2600
Epoch: [ 4], Batch: [ 500/ 539] | Total Time: 1h 29m 18s
d_loss: 1.3867, g_loss: 29.8049, const_loss: 0.0031, l1_loss: 20.6670, fm_loss: 0.0122, perc_loss: 8.2178, edge: 0.2121
--- End of Epoch 4 --- Time: 1080.9s ---
LR Scheduler stepped. Current LR G: 0.000245, LR D: 0.000245
Epoch: [ 5], Batch: [ 0/ 539] | Total Time: 1h 30m 34s
d_loss: 1.3937, g_loss: 27.9783, const_loss: 0.0023, l1_loss: 19.5465, fm_loss: 0.0106, perc_loss: 7.5408, edge: 0.1853
Checkpoint saved at step 2700
from checkpoint 140 to 142
log:
Epoch: [ 0], Batch: [ 0/ 539] | Total Time: 4s
d_loss: 1.3868, g_loss: 27.6352, const_loss: 0.0018, l1_loss: 19.2288, fm_loss: 0.0109, perc_loss: 7.5069, edge: 0.1939
Checkpoint step 100 reached, but saving starts after step 200.
Epoch: [ 0], Batch: [ 100/ 539] | Total Time: 3m 27s
d_loss: 1.3875, g_loss: 27.4069, const_loss: 0.0019, l1_loss: 19.1377, fm_loss: 0.0106, perc_loss: 7.3862, edge: 0.1776
Epoch: [ 0], Batch: [ 200/ 539] | Total Time: 6m 57s
d_loss: 1.3868, g_loss: 25.8526, const_loss: 0.0022, l1_loss: 18.0339, fm_loss: 0.0097, perc_loss: 6.9374, edge: 0.1765
Epoch: [ 0], Batch: [ 300/ 539] | Total Time: 10m 28s
d_loss: 1.3868, g_loss: 29.6243, const_loss: 0.0026, l1_loss: 20.2513, fm_loss: 0.0116, perc_loss: 8.4587, edge: 0.2073
Epoch: [ 0], Batch: [ 400/ 539] | Total Time: 13m 59s
d_loss: 1.3871, g_loss: 27.9067, const_loss: 0.0023, l1_loss: 19.3014, fm_loss: 0.0115, perc_loss: 7.6972, edge: 0.2015
Epoch: [ 0], Batch: [ 500/ 539] | Total Time: 17m 30s
d_loss: 1.3868, g_loss: 26.1496, const_loss: 0.0017, l1_loss: 18.1285, fm_loss: 0.0101, perc_loss: 7.1305, edge: 0.1860
--- End of Epoch 0 --- Time: 1127.9s ---
LR Scheduler stepped. Current LR G: 0.000249, LR D: 0.000249
Epoch: [ 1], Batch: [ 0/ 539] | Total Time: 18m 49s
d_loss: 1.3878, g_loss: 29.4611, const_loss: 0.0019, l1_loss: 20.1881, fm_loss: 0.0128, perc_loss: 8.3535, edge: 0.2120
Epoch: [ 1], Batch: [ 100/ 539] | Total Time: 22m 20s
d_loss: 1.3874, g_loss: 26.7745, const_loss: 0.0020, l1_loss: 18.5706, fm_loss: 0.0109, perc_loss: 7.3224, edge: 0.1758
Epoch: [ 1], Batch: [ 200/ 539] | Total Time: 25m 52s
d_loss: 1.3871, g_loss: 28.0098, const_loss: 0.0018, l1_loss: 19.4016, fm_loss: 0.0117, perc_loss: 7.7032, edge: 0.1987
Epoch: [ 1], Batch: [ 300/ 539] | Total Time: 29m 23s
d_loss: 1.3869, g_loss: 26.4153, const_loss: 0.0017, l1_loss: 18.3735, fm_loss: 0.0102, perc_loss: 7.1510, edge: 0.1860
Epoch: [ 1], Batch: [ 400/ 539] | Total Time: 32m 53s
d_loss: 1.3869, g_loss: 28.0377, const_loss: 0.0019, l1_loss: 19.4240, fm_loss: 0.0120, perc_loss: 7.7203, edge: 0.1866
Epoch: [ 1], Batch: [ 500/ 539] | Total Time: 36m 23s
d_loss: 1.3878, g_loss: 28.4380, const_loss: 0.0020, l1_loss: 19.6095, fm_loss: 0.0108, perc_loss: 7.9258, edge: 0.1971
--- End of Epoch 1 --- Time: 1133.1s ---
LR Scheduler stepped. Current LR G: 0.000247, LR D: 0.000247
Epoch: [ 2], Batch: [ 0/ 539] | Total Time: 37m 43s
d_loss: 1.3915, g_loss: 27.0562, const_loss: 0.0023, l1_loss: 18.7806, fm_loss: 0.0116, perc_loss: 7.3788, edge: 0.1901
Epoch: [ 2], Batch: [ 100/ 539] | Total Time: 41m 15s
d_loss: 1.3868, g_loss: 25.2828, const_loss: 0.0023, l1_loss: 17.6563, fm_loss: 0.0103, perc_loss: 6.7453, edge: 0.1758
Epoch: [ 2], Batch: [ 200/ 539] | Total Time: 44m 45s
d_loss: 1.3868, g_loss: 27.2939, const_loss: 0.0021, l1_loss: 18.8207, fm_loss: 0.0110, perc_loss: 7.5753, edge: 0.1918
Epoch: [ 2], Batch: [ 300/ 539] | Total Time: 48m 15s
d_loss: 1.3868, g_loss: 25.2481, const_loss: 0.0020, l1_loss: 17.7048, fm_loss: 0.0098, perc_loss: 6.6672, edge: 0.1714
Epoch: [ 2], Batch: [ 400/ 539] | Total Time: 51m 45s
d_loss: 1.3868, g_loss: 28.1506, const_loss: 0.0020, l1_loss: 19.3448, fm_loss: 0.0107, perc_loss: 7.9120, edge: 0.1882
Epoch: [ 2], Batch: [ 500/ 539] | Total Time: 55m 18s
d_loss: 1.3867, g_loss: 27.3616, const_loss: 0.0018, l1_loss: 18.9626, fm_loss: 0.0113, perc_loss: 7.5080, edge: 0.1850
--- End of Epoch 2 --- Time: 1137.7s ---
LR Scheduler stepped. Current LR G: 0.000246, LR D: 0.000246
Epoch: [ 3], Batch: [ 0/ 539] | Total Time: 56m 40s
d_loss: 1.3913, g_loss: 27.2776, const_loss: 0.0017, l1_loss: 18.7670, fm_loss: 0.0109, perc_loss: 7.6206, edge: 0.1845
Epoch: [ 3], Batch: [ 100/ 539] | Total Time: 1h 10s
d_loss: 1.3868, g_loss: 25.2849, const_loss: 0.0019, l1_loss: 17.6726, fm_loss: 0.0096, perc_loss: 6.7462, edge: 0.1617
Epoch: [ 3], Batch: [ 200/ 539] | Total Time: 1h 3m 42s
d_loss: 1.3872, g_loss: 25.7254, const_loss: 0.0015, l1_loss: 18.1201, fm_loss: 0.0107, perc_loss: 6.7239, edge: 0.1763
Epoch: [ 3], Batch: [ 300/ 539] | Total Time: 1h 7m 14s
d_loss: 1.3869, g_loss: 27.2495, const_loss: 0.0019, l1_loss: 18.8104, fm_loss: 0.0109, perc_loss: 7.5405, edge: 0.1929
Epoch: [ 3], Batch: [ 400/ 539] | Total Time: 1h 10m 44s
d_loss: 1.3870, g_loss: 25.7719, const_loss: 0.0018, l1_loss: 18.0369, fm_loss: 0.0100, perc_loss: 6.8667, edge: 0.1636
from 144 to 146
Epoch: [ 0], Batch: [ 0/ 539] | Total Time: 4s
d_loss: 1.3868, g_loss: 25.1961, const_loss: 0.0012, l1_loss: 17.6724, fm_loss: 0.0092, perc_loss: 6.6534, edge: 0.1670
Checkpoint step 100 reached, but saving starts after step 200.
Epoch: [ 0], Batch: [ 100/ 539] | Total Time: 3m 12s
d_loss: 1.3880, g_loss: 25.4088, const_loss: 0.0013, l1_loss: 17.6908, fm_loss: 0.0097, perc_loss: 6.8365, edge: 0.1777
Epoch: [ 0], Batch: [ 200/ 539] | Total Time: 6m 27s
d_loss: 1.3870, g_loss: 23.3678, const_loss: 0.0017, l1_loss: 16.2620, fm_loss: 0.0084, perc_loss: 6.2471, edge: 0.1557
Epoch: [ 0], Batch: [ 300/ 539] | Total Time: 9m 42s
d_loss: 1.3869, g_loss: 27.1441, const_loss: 0.0019, l1_loss: 18.7138, fm_loss: 0.0101, perc_loss: 7.5361, edge: 0.1895
Epoch: [ 0], Batch: [ 400/ 539] | Total Time: 12m 59s
d_loss: 1.3869, g_loss: 25.1662, const_loss: 0.0020, l1_loss: 17.5176, fm_loss: 0.0095, perc_loss: 6.7738, edge: 0.1705
Epoch: [ 0], Batch: [ 500/ 539] | Total Time: 16m 14s
d_loss: 1.3898, g_loss: 24.7274, const_loss: 0.0012, l1_loss: 17.0891, fm_loss: 0.0088, perc_loss: 6.7612, edge: 0.1742
--- End of Epoch 0 --- Time: 1046.3s ---
LR Scheduler stepped. Current LR G: 0.000245, LR D: 0.000245
Epoch: [ 1], Batch: [ 0/ 539] | Total Time: 17m 28s
d_loss: 1.3876, g_loss: 26.0039, const_loss: 0.0014, l1_loss: 18.0651, fm_loss: 0.0100, perc_loss: 7.0458, edge: 0.1886
Epoch: [ 1], Batch: [ 100/ 539] | Total Time: 20m 45s
d_loss: 1.3874, g_loss: 24.7791, const_loss: 0.0016, l1_loss: 17.2067, fm_loss: 0.0095, perc_loss: 6.6921, edge: 0.1764
Epoch: [ 1], Batch: [ 200/ 539] | Total Time: 24m 1s
d_loss: 1.3870, g_loss: 26.2671, const_loss: 0.0017, l1_loss: 18.3508, fm_loss: 0.0104, perc_loss: 7.0408, edge: 0.1704
Epoch: [ 1], Batch: [ 300/ 539] | Total Time: 27m 17s
d_loss: 1.3868, g_loss: 24.4042, const_loss: 0.0015, l1_loss: 17.0262, fm_loss: 0.0088, perc_loss: 6.5213, edge: 0.1536
Epoch: [ 1], Batch: [ 400/ 539] | Total Time: 30m 33s
d_loss: 1.3873, g_loss: 26.3333, const_loss: 0.0015, l1_loss: 18.3380, fm_loss: 0.0103, perc_loss: 7.1268, edge: 0.1639
Epoch: [ 1], Batch: [ 500/ 539] | Total Time: 33m 49s
d_loss: 1.3880, g_loss: 26.9797, const_loss: 0.0013, l1_loss: 18.7329, fm_loss: 0.0097, perc_loss: 7.3595, edge: 0.1834
--- End of Epoch 1 --- Time: 1054.7s ---
LR Scheduler stepped. Current LR G: 0.000243, LR D: 0.000243
Epoch: [ 2], Batch: [ 0/ 539] | Total Time: 35m 3s
d_loss: 1.3897, g_loss: 25.7955, const_loss: 0.0017, l1_loss: 17.9978, fm_loss: 0.0101, perc_loss: 6.9182, edge: 0.1748
Epoch: [ 2], Batch: [ 100/ 539] | Total Time: 38m 18s
d_loss: 1.3867, g_loss: 24.2692, const_loss: 0.0020, l1_loss: 16.9436, fm_loss: 0.0085, perc_loss: 6.4651, edge: 0.1572
Epoch: [ 2], Batch: [ 200/ 539] | Total Time: 41m 35s
d_loss: 1.3868, g_loss: 25.2781, const_loss: 0.0017, l1_loss: 17.5416, fm_loss: 0.0093, perc_loss: 6.8627, edge: 0.1700
Epoch: [ 2], Batch: [ 300/ 539] | Total Time: 44m 51s
d_loss: 1.3867, g_loss: 23.9698, const_loss: 0.0018, l1_loss: 16.8710, fm_loss: 0.0089, perc_loss: 6.2318, edge: 0.1635
Epoch: [ 2], Batch: [ 400/ 539] | Total Time: 48m 8s
d_loss: 1.3870, g_loss: 24.9052, const_loss: 0.0016, l1_loss: 17.4595, fm_loss: 0.0088, perc_loss: 6.5805, edge: 0.1619
Epoch: [ 2], Batch: [ 500/ 539] | Total Time: 51m 23s
d_loss: 1.3867, g_loss: 25.8233, const_loss: 0.0014, l1_loss: 17.9762, fm_loss: 0.0096, perc_loss: 6.9794, edge: 0.1638
--- End of Epoch 2 --- Time: 1056.6s ---
LR Scheduler stepped. Current LR G: 0.000242, LR D: 0.000242
Epoch: [ 3], Batch: [ 0/ 539] | Total Time: 52m 39s
d_loss: 1.3897, g_loss: 25.8516, const_loss: 0.0014, l1_loss: 17.9140, fm_loss: 0.0097, perc_loss: 7.0715, edge: 0.1621
Epoch: [ 3], Batch: [ 100/ 539] | Total Time: 55m 55s
d_loss: 1.3868, g_loss: 24.2853, const_loss: 0.0019, l1_loss: 17.0084, fm_loss: 0.0086, perc_loss: 6.4206, edge: 0.1529
Epoch: [ 3], Batch: [ 200/ 539] | Total Time: 59m 12s
d_loss: 1.3871, g_loss: 24.4925, const_loss: 0.0011, l1_loss: 17.3761, fm_loss: 0.0087, perc_loss: 6.2623, edge: 0.1514
Epoch: [ 3], Batch: [ 300/ 539] | Total Time: 1h 2m 29s
d_loss: 1.3868, g_loss: 25.6767, const_loss: 0.0013, l1_loss: 17.8954, fm_loss: 0.0095, perc_loss: 6.9168, edge: 0.1607
Epoch: [ 3], Batch: [ 400/ 539] | Total Time: 1h 5m 49s
d_loss: 1.3869, g_loss: 24.3829, const_loss: 0.0016, l1_loss: 17.2134, fm_loss: 0.0086, perc_loss: 6.3133, edge: 0.1532
Epoch: [ 3], Batch: [ 500/ 539] | Total Time: 1h 9m 7s
d_loss: 1.3871, g_loss: 25.4284, const_loss: 0.0010, l1_loss: 17.7454, fm_loss: 0.0085, perc_loss: 6.8266, edge: 0.1541
--- End of Epoch 3 --- Time: 1061.0s ---
LR Scheduler stepped. Current LR G: 0.000239, LR D: 0.000239
Epoch: [ 4], Batch: [ 0/ 539] | Total Time: 1h 10m 20s
d_loss: 1.3869, g_loss: 25.5124, const_loss: 0.0011, l1_loss: 17.6135, fm_loss: 0.0105, perc_loss: 7.0224, edge: 0.1721
Epoch: [ 4], Batch: [ 100/ 539] | Total Time: 1h 13m 35s
d_loss: 1.3873, g_loss: 24.1766, const_loss: 0.0013, l1_loss: 16.9369, fm_loss: 0.0089, perc_loss: 6.3685, edge: 0.1680